> For the complete documentation index, see [/llms.txt](/llms.txt).

> Source: /docs/models/history

# Models

This page provides our **model catalog**, showcasing a range of AI models designed to enhance automation and intelligence in your workflows.
Whether you need Solar LLM for advanced language processing or specialized models for document parsing, this catalog helps you explore their capabilities and deployment options.
For detailed usage instructions, see the **Capabilities** menu.

Refer to the `Available platforms` descriptions to see which platforms offer immediate self-serve access for each model.
All models listed on this page can also be deployed on a virtual private cloud (VPC) with any cloud provider or on-premises, unless otherwise noted.
[Contact us](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link) for more details on these options.

## Solar LLM

### solar-open2 (Deprecated)

> `solar-open2` was offered as a closed beta to a limited group of users. API serving ended on August 12, 2026, and the model is no longer available through the Upstage API. It remains available as open weights on [Hugging Face](https://huggingface.co/upstage/Solar-Open2-250B).

Solar Open 2 is Upstage's open-weight model, optimized for agentic use with long-context support and full Korean, Japanese, and English coverage.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-07-08</td></tr><tr><td align="left" width="200px">Parameters</td><td>Undisclosed</td></tr><tr><td align="left" width="200px">Context length</td><td>Undisclosed</td></tr><tr><td>Training data cut-off</td><td>Feb 2026</td></tr><tr><td>Supported languages</td><td>English, Korean, and Japanese</td></tr><tr><td>Capabilities</td><td>Chat, reasoning, structured outputs, function calling</td></tr><tr><td>Available platforms</td><td><ul><li>[HuggingFace](https://huggingface.co/upstage/Solar-Open2-250B)</li><li>On-premises</li></ul></td></tr></tbody></table>

### solar-pro4-260806

Solar Pro 4 is Upstage's flagship model, specialized for agentic use. It is particularly strong at document-based work, coding, and business-related tasks, and substantially improves agent performance compared to Solar Pro 3.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-08-06</td></tr><tr><td align="left" width="200px">Parameters</td><td>Undisclosed</td></tr><tr><td align="left" width="200px">Context length</td><td>512K</td></tr><tr><td align="left" width="200px">Max output tokens</td><td>128K</td></tr><tr><td>Training data cut-off</td><td>Feb 2026</td></tr><tr><td>Supported languages</td><td>English, Korean, and Japanese</td></tr><tr><td>Capabilities</td><td>Chat, reasoning, structured outputs, tool calling</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li><li>Playground</li><li>On-premises</li></ul></td></tr></tbody></table>

### solar-pro3-260323 (Deprecated)

> This version will be fully deprecated on **October 30, 2026 (KST)**. Requests naming it will return an error after that date. Please migrate to the [`solar-pro4`](/docs/models/solar-pro-4) alias.

This release includes the following updates.

- Improved Agentic Performance.
- Improved Deep Reasoning performance.

### solar-pro3-260126 (Deprecated)

> This version was deprecated on **April 30, 2026**. Please upgrade to the [`solar-pro4`](/docs/models/solar-pro-4) alias.

Solar Pro 3 is Upstage's powerful Mixture-of-Experts (MoE) language model. With 102B total parameters and 12B active parameters per forward pass, it delivers exceptional performance while maintaining computational efficiency. The model features a 128K context length and is optimized for Korean language tasks while supporting English and Japanese.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-01-26</td></tr><tr><td align="left" width="200px">Parameters</td><td>102B total / 12B active (MoE)</td></tr><tr><td align="left" width="200px">Context length</td><td>128,000</td></tr><tr><td>Training data cut-off</td><td>Jul 2025</td></tr><tr><td>Supported languages</td><td>English, Korean, and Japanese</td></tr><tr><td>Capabilities</td><td>Chat, reasoning, structured outputs, function calling, parallel tool calls</td></tr><tr><td>Available platforms</td><td><ul><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### solar-pro2-251215 (Deprecated)

> This version will be fully deprecated on **October 30, 2026 (KST)**. Requests naming it will return an error after that date. Please migrate to the [`solar-pro4`](/docs/models/solar-pro-4) alias.

This release includes the following updates.

- Improved inference efficiency through optimized quantization.
- Fixed an issue where parallel tool calls could result in incorrect streaming chunk ordering.
- Resolved an issue where reasoning was not properly triggered when using guided decoding.
- Fixed response\_format handling to work correctly with reasoning mode.
- Added support for NVIDIA Blackwell and ARM64 architectures.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2025-12-15</td></tr><tr><td align="left" width="200px">Parameters</td><td>31B</td></tr><tr><td align="left" width="200px">Context length</td><td>65,536</td></tr><tr><td>Training data cut-off</td><td>Mar 2025</td></tr><tr><td>Supported languages</td><td>English, Korean, and Japanese</td></tr><tr><td>Capabilities</td><td>Chat, reasoning, structured outputs, function calling</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li></ul></td></tr></tbody></table>

### solar-pro2-250909 (Deprecated)

> This version was deprecated on **December 29, 2025**. Please upgrade to the [`solar-pro4`](/docs/models/solar-pro-4) alias.

This release includes the following updates.

- Resolved an issue where the model's response could occasionally repeat itself when processing tool calls.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2025-09-09</td></tr><tr><td align="left" width="200px">Parameters</td><td>31B</td></tr><tr><td align="left" width="200px">Context length</td><td>65,536</td></tr><tr><td>Training data cut-off</td><td>Mar 2025</td></tr><tr><td>Supported languages</td><td>English, Korean, and Japanese</td></tr><tr><td>Capabilities</td><td>Chat, reasoning, structured outputs, function calling</td></tr><tr><td>Available platforms</td><td><ul><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### solar-pro2-250710 (Deprecated)

> This version was deprecated on **October 14, 2025**. Please upgrade to the [`solar-pro4`](/docs/models/solar-pro-4) alias.

The first official release of Solar Pro 2.
Solar Pro 2 is Upstage’s flagship model, recognized as a 2025 frontier model <a href="https://www.linkedin.com/posts/artificial-analysis_south-korean-ai-lab-upstage-ai-has-just-activity-7351727706327142400-plVK/?utm_source=share&utm_medium=member_desktop&rcm=ACoAADdhayABgV8TdDkvsscUyDpfpkotdV8enBE">by Artificial Analysis</a>. It achieved an Intelligence Index score of 58, demonstrating strong performance across reasoning, math, coding, and real-world knowledge tasks. With 31B parameters, it delivers frontier-level accuracy and efficiency, optimized for enterprise use. <a href="https://www.upstage.ai/blog/en/solar-pro-2-launch?utm_medium=console&utm_source=docs-models" target="_blank">Learn more</a>.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2025-07-10</td></tr><tr><td align="left" width="200px">Parameters</td><td>31B</td></tr><tr><td align="left" width="200px">Context length</td><td>65,536</td></tr><tr><td>Training data cut-off</td><td>Mar 2025</td></tr><tr><td>Supported languages</td><td>English, Korean, and Japanese</td></tr><tr><td>Capabilities</td><td>Chat, reasoning, structured outputs, function calling</td></tr><tr><td>Available platforms</td><td><ul><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### solar-pro2-preview (Deprecated)

> This version was deprecated on **July 15, 2025**. Please upgrade to the [`solar-pro4`](/docs/models/solar-pro-4) alias.

A high-performance model from Upstage that supports both Chat and Reasoning modes, allowing users to tailor performance based on task complexity.
[Reasoning](/docs/capabilities/reasoning) mode provides structured, multi-step thinking for complex tasks, while [Chat](/docs/capabilities/chat) mode delivers fast, direct responses for simpler queries.
By supporting both modes in a single model, this design achieves an optimal balance of speed, accuracy, and resource efficiency for diverse use cases. <a href="https://www.upstage.ai/blog/en/solar-pro-2-preview-small-powerful-now-with-reasoning?utm_source=console&utm_medium=docs-models" target="_blank">Learn more</a>.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2025-05-20</td></tr><tr><td align="left" width="200px">Parameters</td><td>31B</td></tr><tr><td align="left" width="200px">Context length</td><td>65,536</td></tr><tr><td>Training data cut-off</td><td>Mar 2025</td></tr><tr><td>Supported languages</td><td>English, Korean, and Japanese</td></tr><tr><td>Capabilities</td><td>Chat, reasoning (Experimental support: Structured outputs, function calling)</td></tr></tbody></table>

### solar-pro-250422 (Deprecated)

> This version was deprecated on **August 13, 2025**. Please upgrade to the [`solar-pro4`](/docs/models/solar-pro-4) alias.

A high-performance upgrade with stronger Korean fluency for enterprise-grade tasks. <a href="https://www.upstage.ai/blog/en/experience-stronger-korean-fluency-in-the-new-solar-llms?utm_medium=console&utm_source=docs-models" target="_blank">Learn more</a>.

<table><tbody><tr><td align="left" width="200px">Parameters</td><td>22B</td></tr><tr><td align="left" width="200px">Context length</td><td>32,768</td></tr><tr><td>Training data cut-off</td><td>Sep 2024</td></tr><tr><td>Supported languages</td><td>English, Korean, and Japanese</td></tr><tr><td>Capabilities</td><td>Chat, structured outputs, function calling</td></tr><tr><td>Available platforms</td><td><ul><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-yar5lgioxenj4) ([Quantized](https://aws.amazon.com/marketplace/pp/prodview-tnlnnbd73jklg))</li><li>Upstage Console</li></ul></td></tr></tbody></table>

### solar-pro-241126 (Deprecated)

> This version has been deprecated. Please upgrade to the [`solar-pro4`](/docs/models/solar-pro-4) alias.

An enterprise-grade LLM designed for exceptional instruction-following and processing structured formats like HTML and Markdown. It delivers top multilingual performance in English, Korean, and Japanese, with domain expertise in Finance, Healthcare, and Legal. <a href="https://www.upstage.ai/blog/en/solar-pro?utm_medium=console&utm_source=docs-models" target="_blank">Learn more</a>.

<table><tbody><tr><td align="left" width="200px">Parameters</td><td>22B</td></tr><tr><td align="left" width="200px">Context length</td><td>32,768</td></tr><tr><td>Training data cut-off</td><td>May 2024</td></tr><tr><td>Supported languages</td><td>English, Korean, and Japanese</td></tr><tr><td>Capabilities</td><td>Chat, structured outputs, function calling</td></tr></tbody></table>

### solar-pro-preview

> This is an older model. For better performance, consider using recent versions of Solar Mini or Solar Pro.

The initial, open-source version of Solar Pro.
This large language model delivers the performance of a 70B+ parameter model while running efficiently on a single GPU. <a href="https://www.upstage.ai/blog/en/solar-pro-preview-the-most-intelligent-llm-on-a-single-gpu?utm_medium=console&utm_source=docs-models" target="_blank">Learn more</a>.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-09-10</td></tr><tr><td align="left" width="200px">Parameters</td><td>22B</td></tr><tr><td align="left" width="200px">Context length</td><td>32,768</td></tr><tr><td>Training data cut-off</td><td>May 2024</td></tr><tr><td>Supported languages</td><td>English</td></tr><tr><td>Capabilities</td><td>Chat</td></tr><tr><td>Available platforms</td><td><ul><li>[HuggingFace](https://huggingface.co/collections/upstage/solar-pro-66e1ff3f96acd45223b4d9ad)</li><li>[Ollama](https://ollama.com/library/solar-pro)</li><li>[Docker Hub](https://hub.docker.com/r/upstage/solar)</li><li>[Predibase](https://predibase.com/models)</li></ul></td></tr></tbody></table>

### solar-mini4-260922

Solar Mini 4 is Upstage's cost-efficient, compact language model, built for agentic use cases where response speed and cost matter. It combines fluent Korean with strong English and Japanese capabilities and supports long-context workloads.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-09-22</td></tr><tr><td align="left" width="200px">Parameters</td><td>35B / 3B active</td></tr><tr><td align="left" width="200px">Context length</td><td>512K</td></tr><tr><td align="left" width="200px">Max output tokens</td><td>128K</td></tr><tr><td>Training data cut-off</td><td>Feb 2026</td></tr><tr><td>Supported languages</td><td>English, Korean, and Japanese</td></tr><tr><td>Capabilities</td><td>Chat, reasoning, structured outputs, tool calling</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li><li>Playground</li><li>On-premises</li></ul></td></tr></tbody></table>

### solar-mini-250422 (Deprecated)

> This version will be fully deprecated on **October 30, 2026 (KST)**. Requests naming it will return an error after that date. Please migrate to the [`solar-mini4`](/docs/models/solar-mini-4) alias.

A lightweight model that’s now more fluent in Korean.

<table><tbody><tr><td align="left" width="200px">Parameters</td><td>10.7B</td></tr><tr><td align="left" width="200px">Context length</td><td>32,768</td></tr><tr><td>Training data cut-off</td><td>Sep 2024</td></tr><tr><td>Supported languages</td><td>English, Korean, and Japanese</td></tr><tr><td>Capabilities</td><td>Chat, structured outputs, function calling</td></tr><tr><td>Available platforms</td><td><ul><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-6zafengt7qtwe) ([Quantized](https://aws.amazon.com/marketplace/pp/prodview-5z6tpjgbfxbjg))</li><li>Upstage Console</li></ul></td></tr></tbody></table>

### solar-mini-250123 (Deprecated)

> This version has been deprecated. Please upgrade to the [`solar-mini4`](/docs/models/solar-mini-4) alias.

A compact yet powerful 10.7-billion-parameter large language model (LLM) for businesses seeking AI solutions. Solar Mini is an instruction-following conversational model, supporting English, Korean, and Japanese. It excels at fine-tuning, providing seamless integration and high-quality language processing. <a href="https://www.upstage.ai/blog/en/introducing-solar-mini-compact-yet-powerful?utm_medium=console&utm_source=docs-models" target="_blank">Learn more</a>.

<table><tbody><tr><td align="left" width="200px">Parameters</td><td>10.7B</td></tr><tr><td>Context length</td><td>32,768</td></tr><tr><td>Training data cut-off</td><td>Nov 1st, 2024</td></tr><tr><td>Supported languages</td><td>English, Korean, and Japanese</td></tr><tr><td>Capabilities</td><td>Chat, structured outputs, function calling</td></tr></tbody></table>

### solar-mini-240612 (Deprecated)

> This version has been deprecated. Please upgrade to the [`solar-mini4`](/docs/models/solar-mini-4) alias.

<table><tbody><tr><td align="left" width="200px">Parameters</td><td>10.7B</td></tr><tr><td>Context length</td><td>32,768</td></tr><tr><td>Training data cut-off</td><td>Dec 2023</td></tr><tr><td>Supported languages</td><td>English, Korean</td></tr><tr><td>Capabilities</td><td>Chat</td></tr><tr><td>Available platforms</td><td><ul><li>[Predibase](https://predibase.com/models)</li></ul></td></tr></tbody></table>

### solar-mini-ja-250123 (Deprecated)

> This version was deprecated on **April 10, 2025**. Please upgrade to the [`solar-mini4`](/docs/models/solar-mini-4) alias.

Includes function calling and updated performance.

<table><tbody><tr><td align="left" width="200px">Parameters</td><td>10.7B</td></tr><tr><td>Context length</td><td>32,768</td></tr><tr><td>Training data cut-off</td><td>Dec 2023</td></tr><tr><td>Supported languages</td><td>Japanese</td></tr><tr><td>Capabilities</td><td>Chat, function calling</td></tr></tbody></table>

### solar-mini-ja-240612 (Deprecated)

> This version was deprecated on **April 10, 2025**. Please upgrade to the [`solar-mini4`](/docs/models/solar-mini-4) alias.

Improved text detection for single characters and special characters. <a href="https://www.upstage.ai/blog/en/solar-mini-chat-ja?utm_medium=console&utm_source=docs-models" target="_blank">Learn more</a>.

<table><tbody><tr><td align="left" width="200px">Parameters</td><td>10.7B</td></tr><tr><td>Context length</td><td>32,768</td></tr><tr><td>Training data cut-off</td><td>Dec 2023</td></tr><tr><td>Supported languages</td><td>Japanese</td></tr><tr><td>Capabilities</td><td>Chat</td></tr><tr><td>Available platforms</td><td><ul><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-krszxviepxl6o)
([Quantized](https://aws.amazon.com/marketplace/pp/prodview-ymvdxrvyts66c))</li></ul></td></tr></tbody></table>

### solar-10.7b-v1.0

> This is an older model. For better performance, consider using recent versions of Solar Mini or Solar Pro.

The initial, open-source version of Solar Mini. <a href="https://www.upstage.ai/blog/en/introducing-solar-mini-compact-yet-powerful?utm_medium=console&utm_source=docs-models" target="_blank">Learn more</a>.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-01-25</td></tr><tr><td>Parameters</td><td>10.7B</td></tr><tr><td>Supported languages</td><td>English</td></tr><tr><td>Capabilities</td><td>Chat</td></tr><tr><td>Available platforms</td><td><ul><li>[NVIDIA NIM](https://build.nvidia.com/upstage/solar-10_7b-instruct?snippet_tab=Try)</li><li>[HuggingFace](https://huggingface.co/collections/upstage/solar-mini-66e2041419ce4dfba1ea723a)</li><li>[Ollama](https://ollama.com/library/solar)</li></ul></td></tr></tbody></table>

### solar-docvision-preview

An experimental vision LLM specialized for [document visual question answering (VQA)](https://huggingface.co/tasks/visual-question-answering).

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-09-10</td></tr><tr><td>Supported languages</td><td>English</td></tr><tr><td>Context length</td><td>8192</td></tr><tr><td>Capabilities</td><td>Document VQA</td></tr><tr><td>Available platforms</td><td><ul><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-astvoyl5bqpfi)</li></ul></td></tr></tbody></table>

### syn-250326 (Deprecated)

> This version will be fully deprecated on **October 30, 2026 (KST)**. Requests naming it will return an error after that date. Please migrate to the [`solar-mini4`](/docs/models/solar-mini-4) alias.

A compact and reliable 10B-class Japanese LLM co-developed by Upstage and Karakuri. Syn delivers strong instruction-following and structured format processing, with domain strength in Finance, Healthcare, and Legal. Designed for efficient fine-tuning and scalable enterprise deployment. <a href="https://www.upstage.ai/news/introducing-upstage-japan?utm_medium=console&utm_source=docs-models" target="_blank">Learn more</a>.

<table><tbody><tr><td align="left" width="200px">Parameters</td><td>10.7B</td></tr><tr><td>Context length</td><td>32,768</td></tr><tr><td>Training data cut-off</td><td>Jan 2024</td></tr><tr><td>Supported languages</td><td>Japanese, English</td></tr><tr><td>Capabilities</td><td>Chat</td></tr><tr><td>Available platforms</td><td><ul><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-if7zjxeioy5pg)</li></ul></td></tr></tbody></table>

### syn-pro-251021

Syn Pro is an advanced Japanese LLM co-developed by Upstage and Karakuri, featuring approximately 30 billion parameters—triple its predecessor Syn. Through sophisticated fine-tuning techniques and advanced Japanese dataset utilization, Syn Pro deeply understands linguistic nuances, industry-specific terminology, and cultural contexts, enabling it to deliver accurate and natural responses aligned with business processes and enterprise requirements. This makes it an ideal solution for companies seeking high-performance, cost-effective AI that seamlessly integrates into Japanese business environments while maintaining computational efficiency for practical enterprise deployment.

<a href="https://www.upstage.ai/blog/en/upstage-ai-jp-syn-pro?utm_medium=console&utm_source=docs-models" target="_blank">Learn more</a>.

<table><tbody><tr><td align="left" width="200px">Parameters</td><td>31B</td></tr><tr><td>Context length</td><td>65,536</td></tr><tr><td>Training data cut-off</td><td>Nov 2023</td></tr><tr><td>Supported languages</td><td>Japanese, English and Korean</td></tr><tr><td>Capabilities</td><td>Chat</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li></ul></td></tr></tbody></table>

## Document Parse

### document-parse-260930

This release includes the following updates.

- On `document-parse-260930`, `enhanced` mode now uses an end-to-end vision-language model (VLM) parser in place of the previous multi-stage refinement pipeline, and `auto` mode sends complex pages to this parser. The `document-parse` alias now points to `document-parse-260930`, so `enhanced` mode on the alias uses this parser.
- For PDFs with a text layer (digital-born documents), text that the VLM parser recognizes is cross-checked against that text layer to reduce misrecognized characters.
- Richer HTML and Markdown output in `enhanced` mode: heading levels (`<h2>` to `<h6>`, with the depth in `sub_category`), `<ul>`/`<ol>` lists, code blocks with their language, inline text styling, checkboxes, and line breaks within paragraphs.
- Figure and chart captions in `enhanced` mode are written in the language of the document's intended readers, which the model detects automatically. Korean, English, and Japanese are currently supported.
- Inline equations within text are recognized in `enhanced` mode and returned as LaTeX wrapped in `$...$`.
- Improved recognition accuracy for block equations (the `equation` category) in `enhanced` mode.
- Improved table accuracy and stability on dense pages in `enhanced` mode.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-09-30</td></tr><tr><td>Capabilities</td><td>Document parsing</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### document-parse-260630 (Deprecated)

> This version will be fully deprecated on **November 2, 2026 (KST)**. Requests naming it will return an error after that date. Please migrate to the [`document-parse`](/docs/models/document-parse) alias.

This release includes the following updates.

- Added spreadsheet (xlsx) input support for accurate HTML table output.
- Improved throughput by approximately 60%.
- Added a `words` option to return word-level OCR results with bounding-box coordinates.
- Improved Japanese kanji and handwriting recognition with an upgraded OCR detector architecture (Stable DINO).
- Improved document orientation handling, including a fix for a 180° flip detection issue.
- Improved stability when processing very dense or large documents.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-06-30</td></tr><tr><td>Capabilities</td><td>Document parsing</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### document-parse-260128 (Deprecated)

> This version will be fully deprecated on **October 12, 2026 (KST)**. Requests naming it will return an error after that date. Please migrate to the [`document-parse`](/docs/models/document-parse) alias.

This release includes the following updates.

- Improved Japanese handwriting recognition (CLEval: 87.04 → 88.43).
- Improved table recognition
  - (Standard mode) Accuracy for tables with narrow row spacing (TEDS: 73.9 → 95.6).
  - (Enhanced mode) Header cell, in-cell newline, and checkbox recognition.
  - (Enhanced mode) Accuracy for nested tables (TEDS: 56.6 → 93.3).

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-01-28</td></tr><tr><td>Capabilities</td><td>Document parsing</td></tr><tr><td>Available platforms</td><td><ul><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-lv5bnpdco7xoq)</li><li>Upstage Console</li></ul></td></tr></tbody></table>

### document-parse-251217 (Deprecated)

> This version was deprecated on **July 31, 2026**. Please upgrade to the [`document-parse`](/docs/models/document-parse) alias.

This release includes the following updates.

- Improved Japanese insurance document layout recognition (NID: 89.5 → 91.6).
- Improved Japanese insurance document table recognition (TEDS: 79.0 → 89.8).
- Improved Japanese handwriting recognition (CLEval: 86.7 → 87.0).
- Improved layout recognition (LED: 71.6 → 76.4).

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2025-12-17</td></tr><tr><td>Capabilities</td><td>Document parsing</td></tr><tr><td>Available platforms</td><td><ul><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-lv5bnpdco7xoq)</li></ul></td></tr></tbody></table>

### document-parse-250618 (Deprecated)

> This version was deprecated on **February 26, 2026**. Please upgrade to the [`document-parse`](/docs/models/document-parse) alias.

This release includes the following updates.

- Improved form document layout recognition accuracy from 96.7 to 97.0.
- Enhanced Japanese document layout recognition accuracy from 92.7 to 94.9, and table recognition accuracy from 61.8 to 76.5.
- Document rotation correction is applied by default for all documents.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2025-06-18</td></tr><tr><td>Capabilities</td><td>Document parsing</td></tr><tr><td>Available platforms</td><td><ul><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-lv5bnpdco7xoq)</li></ul></td></tr></tbody></table>

### document-parse-250508 (Deprecated)

> This version was deprecated on **September 5, 2025**. Please upgrade to the [`document-parse`](/docs/models/document-parse) alias.

This release includes the following updates.

- Table recognition accuracy for form documents improved from 67.2 to 91.7 in our internal tests.
- Added support for nested tables and images in tables.
- Enhanced OCR accuracy for Japanese and Chinese characters, with internal test results showing accuracy improvement from 91.7 to 93.2.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2025-05-08</td></tr><tr><td>Capabilities</td><td>Document parsing</td></tr><tr><td>Available platforms</td><td><ul><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-lv5bnpdco7xoq)</li><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### document-parse-250404 (Deprecated)

> This version was deprecated on **September 5, 2025**. Please upgrade to the [`document-parse`](/docs/models/document-parse) alias.

This release includes the following updates. <a href="https://www.upstage.ai/blog/en/upstage-document-parse-now-supports-rotated-docs-multi-page-tables-and-long-image-processing?utm_medium=console&utm_source=docs-models" target="_blank">Learn more</a>.

- Improved performance for form application style documents.
- Enhanced handling of rotated (non-upright) documents.
- Merged tables spanning multiple pages are now supported.
- Supports long images <a href="https://www.upstage.ai/blog/en/struggling-to-process-loooooooong-document-images-with-generative-ai" target="_blank">Learn more</a>.
- Automatically applies OCR when PDF recognition fails with `ocr="auto"`.
- Supports `.hwp`, `.hwpx` file extension.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2025-04-04</td></tr><tr><td>Capabilities</td><td>Document parsing</td></tr><tr><td>Available platforms</td><td><ul><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-lv5bnpdco7xoq)</li></ul></td></tr></tbody></table>

### document-parse-250116 (Deprecated)

> This version was deprecated on **May 15, 2025**. Please upgrade to the [`document-parse`](/docs/models/document-parse) alias.

The `chart_recognition` feature has been added and the inference speed has improved. <a href="https://www.upstage.ai/blog/en/introducing-chart-recognition-in-upstage-document-parse?utm_medium=console&utm_source=docs-models" target="_blank">Learn more</a>.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2025-01-16</td></tr><tr><td>Capabilities</td><td>Document parsing</td></tr></tbody></table>

### document-parse-240910 (Deprecated)

> This version has been deprecated. Please upgrade to the [`document-parse`](/docs/models/document-parse) alias.

Added support for Microsoft Word, Excel, and Powerpoint. Markdown output for tables and list items. Base64 encoding of extracted images for all requested layout categories. <a href="https://www.upstage.ai/blog/en/let-llms-read-your-documents-with-speed-and-accuracy?utm_medium=console&utm_source=docs-models" target="_blank">Learn more</a>.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-09-10</td></tr><tr><td>Capabilities</td><td>Document parsing</td></tr></tbody></table>

### layout-analysis-0.4.0 `beta`

Improved the accuracy for table recognition. Added new layout elements: `heading1`, `list`, `index`, and `footnote`. Changed the default value for `ocr` field to `false`.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-07-04</td></tr><tr><td>Capabilities</td><td>Document parsing</td></tr></tbody></table>

### layout-analysis-0.3.1 `beta` (Deprecated)

> This version has been deprecated. Please upgrade to the [`document-parse`](/docs/models/document-parse) alias.

Fixed a bug where extracted text from table elements was truncated.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-06-17</td></tr><tr><td>Capabilities</td><td>Document parsing</td></tr></tbody></table>

### layout-analysis-0.3.0 `beta` (Deprecated)

> This version has been deprecated. Please upgrade to the [`document-parse`](/docs/models/document-parse) alias.

Improved the inference speed by 2x for digital-born PDF documents.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-06-11</td></tr><tr><td>Capabilities</td><td>Document parsing</td></tr></tbody></table>

### layout-analysis-0.2.1 `beta` (Deprecated)

> This version has been deprecated. Please upgrade to the [`document-parse`](/docs/models/document-parse) alias.

Removed unnecessary `<thead>` tags from table elements and fixed bugs.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-05-02</td></tr><tr><td>Capabilities</td><td>Document parsing</td></tr></tbody></table>

### layout-analysis-0.2.0 `beta` (Deprecated)

> This version has been deprecated. Please upgrade to the [`document-parse`](/docs/models/document-parse) alias.

Improved the accuracy for table recognition and performance for layout detection.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-04-04</td></tr><tr><td>Capabilities</td><td>Document parsing</td></tr></tbody></table>

### layout-analyzer-0.1.0 `beta` (Deprecated)

> This version has been deprecated. Please upgrade to the [`document-parse`](/docs/models/document-parse) alias.

A layout analyzer model which detects elements within a document, recognizes tables, and serializes elements according to reading order.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-02-28</td></tr><tr><td>Capabilities</td><td>Document parsing</td></tr></tbody></table>

## Information Extract

### information-extract-260904

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-09-04</td></tr><tr><td>Capabilities</td><td>Information extraction</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li></ul></td></tr></tbody></table>

### information-extract-260610 (Deprecated)

> This version will be fully deprecated on **October 6, 2026 (KST)**. Requests naming it will return an error after that date. Please migrate to the [`information-extract`](/docs/models/information-extract) alias.

This release includes the following updates.

- Improved extract performance
- Improved confidence performance

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-06-10</td></tr><tr><td>Capabilities</td><td>Information extraction</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-426kewtegr6mo?sr=0-9\&ref_=beagle\&applicationId=AWSMPContessa)</li><li>[Azure Marketplace](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/upstage-marketplace.information-extract?tab=Overview)</li><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### information-extract-260304 (Deprecated)

> This version will be fully deprecated on **October 6, 2026 (KST)**. Requests naming it will return an error after that date. Please migrate to the [`information-extract`](/docs/models/information-extract) alias.

This release includes the following updates.

- Improved Japanese handwriting recognition
- Improved table recognition
- Schema generation is improved to generate more group schemas for documents with tables.
- Location coordinates with `all` level granularity action is changed to return fallback coordinates.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-03-04</td></tr><tr><td>Capabilities</td><td>Information extraction</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-426kewtegr6mo?sr=0-9\&ref_=beagle\&applicationId=AWSMPContessa)</li><li>[Azure Marketplace](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/upstage-marketplace.information-extract?tab=Overview)</li><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### information-extract-260114 (Deprecated)

> This version was deprecated on **June 16, 2026**. Please upgrade to the [`information-extract`](/docs/models/information-extract) alias.

Enhanced extrction for japanese documents and table extraction.
Word level location coordinates feature is added.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-01-14</td></tr><tr><td>Capabilities</td><td>Information extraction</td></tr><tr><td>Available platforms</td><td><ul><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-426kewtegr6mo?sr=0-9\&ref_=beagle\&applicationId=AWSMPContessa)</li><li>[Azure Marketplace](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/upstage-marketplace.information-extract?tab=Overview)</li><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### information-extract-250930 (Deprecated)

> This version was deprecated on **February 18, 2026**. Please upgrade to the [`information-extract`](/docs/models/information-extract) alias.

Enhanced table extraction capabilities, especially for large tables.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2025-09-30</td></tr><tr><td>Capabilities</td><td>Information extraction</td></tr><tr><td>Available platforms</td><td><ul><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-426kewtegr6mo?sr=0-9\&ref_=beagle\&applicationId=AWSMPContessa)</li><li>[Azure Marketplace](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/upstage-marketplace.information-extract?tab=Overview)</li><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### information-extract-250804 `beta` (Deprecated)

> This version was deprecated on **February 18, 2026**. Please upgrade to the [`information-extract`](/docs/models/information-extract) alias.

Improved performance for form application style documents and rotated documents.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2025-08-04</td></tr><tr><td>Capabilities</td><td>Information extraction</td></tr><tr><td>Available platforms</td><td><ul><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-426kewtegr6mo?sr=0-9\&ref_=beagle\&applicationId=AWSMPContessa)</li><li>[Azure Marketplace](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/upstage-marketplace.information-extract?tab=Overview)</li><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### information-extract-250630 `beta` (Deprecated)

> This version was deprecated on **September 5, 2025**. Please upgrade to the [`information-extract`](/docs/models/information-extract) alias.

Fixed an intermittent bug that caused duplicate information extraction.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2025-06-30</td></tr><tr><td>Capabilities</td><td>Information extraction</td></tr></tbody></table>

### information-extract-250529 `beta` (Deprecated)

> This version was deprecated on **September 5, 2025**. Please upgrade to the [`information-extract`](/docs/models/information-extract) alias.

First release of Upstage Information Extract. Information Extract enables high-accuracy key-value extraction from any document type with zero training. <a href="https://www.upstage.ai/blog/en/extract-structured-data-from-any-document--information-extract-api-is-live" target="_blank">Learn more</a>.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2025-05-29</td></tr><tr><td>Capabilities</td><td>Information extraction</td></tr></tbody></table>

## Document classification

### document-classify-260904

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-09-04</td></tr><tr><td>Capabilities</td><td>Document classification</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li></ul></td></tr></tbody></table>

### document-classify-260304 (Deprecated)

> This version has been deprecated. Please upgrade to the [`document-classify`](/docs/models/document-classify) alias.

This release includes the following updates.

- Improved Japanese handwriting recognition
- Improved table recognition

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-03-04</td></tr><tr><td>Capabilities</td><td>Document classification</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-426kewtegr6mo?sr=0-9\&ref_=beagle\&applicationId=AWSMPContessa)</li><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### document-classify-260114 (Deprecated)

> This version has been deprecated. Please upgrade to the [`document-classify`](/docs/models/document-classify) alias.

Enhanced classification for japanese documents.
Document split feature is added.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-01-14</td></tr><tr><td>Capabilities</td><td>Document classification</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### document-classify-250830 `beta` (Deprecated)

> This version was deprecated on **February 26, 2026**. Please upgrade to the [`document-classify`](/docs/models/document-classify) alias.

Initial release

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2025-08-30</td></tr><tr><td>Capabilities</td><td>Document classification</td></tr><tr><td>Available platforms</td><td><ul><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

## Prebuilt information extraction models

> These models were deprecated on **May 6, 2026**.

### air-waybill-extraction-250415 (Deprecated)

Improved extraction accuracy from 79% to 96%, along with enhanced visual grounding accuracy.

<table><tbody><tr><td align="left" width="200px">Field descriptions</td><td>Same as in [air-waybill-extraction-4.1.6](#air-waybill-extraction-416-deprecated)</td></tr></tbody></table>

### air-waybill-extraction-4.1.6 (Deprecated)

An extractor model for air waybill (AWB).

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-06-11</td></tr></tbody></table>

#### Field descriptions

<table><thead><tr><th>Field</th><th>Description</th><th>Example value</th></tr></thead><tbody><tr><td>document\_information.document\_name</td><td>Document Name</td><td>Air Waybill</td></tr><tr><td>document\_information.air\_waybill\_number</td><td>House Air Waybill Number</td><td>EQEWSA202301001</td></tr><tr><td>document\_information.master\_air\_waybill\_number</td><td>Master Air Waybill Number</td><td>999-21234530</td></tr><tr><td>document\_information.executed\_date</td><td>Date of Issue</td><td>07-Nov-2018</td></tr><tr><td>document\_information.executed\_place</td><td>Place of Issue</td><td>SAN FRANCISCO</td></tr><tr><td>document\_information.signatory\_name</td><td>Issuing Agent's Name (Name of the signatory at the bottom of the document)</td><td>Lucy Park</td></tr><tr><td>shipping\_information.shipper\_name</td><td>Shipper's Name (The person or company sending the goods)</td><td>AHTWO CO.,LTD.</td></tr><tr><td>shipping\_information.shipper\_address</td><td>Shipper's Address</td><td>AMPEL PHAREM VILLAGE, VIHEA LOUNG COMMUNE, PUNHEA LUE DISTRICT, KANDAL, PROVINCE, CAMBODIA.</td></tr><tr><td>shipping\_information.shipper\_phone\_number</td><td>Shipper's Telephone Number</td><td>+82-31-777-8878</td></tr><tr><td>shipping\_information.shipper\_fax\_number</td><td>Shipper's Fax Number</td><td>07011232231</td></tr><tr><td>shipping\_information.consignee\_name</td><td>Consignee's Name (The person or company receiving the goods)</td><td>AHWON CORPORATION</td></tr><tr><td>shipping\_information.consignee\_address</td><td>Consignee's Address</td><td>7-9, JE1 SANDAN-RO, DUMA-MYEON, GYERYONG-SI, CHUNGCHEONGNAM-DO, KOREA</td></tr><tr><td>shipping\_information.consignee\_phone\_number</td><td>Consignee's Telephone Number</td><td>+82-31-777-1234</td></tr><tr><td>shipping\_information.consignee\_fax\_number</td><td>Consignee's Fax Number</td><td>07011232231</td></tr><tr><td>shipping\_information.notify\_party\_name</td><td>Notify Party's Name (The contact for notification upon cargo arrival)</td><td>SAME AS CONSIGNEE</td></tr><tr><td>shipping\_information.notify\_party\_address</td><td>Notify Party's Address</td><td>7-9, JE1 SANDAN-RO, DUMA-MYEON, GYERYONG-SI, CHUNGCHEONGNAM-DO, KOREA</td></tr><tr><td>shipping\_information.notify\_party\_phone\_number</td><td>Notify Party's Telephone Number</td><td>+82-31-777-1234</td></tr><tr><td>shipping\_information.notify\_party\_fax\_number</td><td>Notify Party's Fax Number</td><td>07011232231</td></tr><tr><td>shipping\_information.airport\_of\_departure</td><td>Airport of Departure Name</td><td>JFK INT'L AIRPORT</td></tr><tr><td>shipping\_information.to\_port\_1</td><td>Transit Airport Code 1</td><td>ICN</td></tr><tr><td>shipping\_information.by\_carrier\_1</td><td>Transit Airline Code 1</td><td>ASIANA AIRLINES</td></tr><tr><td>shipping\_information.to\_port\_2</td><td>Transit Airport Code 2</td><td>RIX</td></tr><tr><td>shipping\_information.by\_carrier\_2</td><td>Transit Airline Code 2</td><td>AY</td></tr><tr><td>shipping\_information.to\_port\_3</td><td>Transit Airport Code 3</td><td>MAA</td></tr><tr><td>shipping\_information.by\_carrier\_3</td><td>Transit Airline Code 3</td><td>TG</td></tr><tr><td>shipping\_information.airport\_of\_destination</td><td>Airport of Destination Name</td><td>INCHEON AIRPORT,KOREA</td></tr><tr><td>shipping\_information.requested\_flight</td><td>Flight Number of the Carrier</td><td>TG657</td></tr><tr><td>shipping\_information.requested\_date</td><td>Departure Date of the Carrier</td><td>SEP.05.2018</td></tr><tr><td>shipping\_information.currency</td><td>Currency Unit</td><td>USD</td></tr><tr><td>shipping\_information.chgs\_code</td><td>Rate of Exchange Code</td><td>CC</td></tr><tr><td>shipping\_information.weight\_prepaid</td><td>Prepaid Air Freight</td><td>x</td></tr><tr><td>shipping\_information.weight\_collect</td><td>Collect Air Freight</td><td>x</td></tr><tr><td>shipping\_information.other\_prepaid</td><td>Prepaid Other Charges</td><td>x</td></tr><tr><td>shipping\_information.other\_collect</td><td>Collect Other Charges</td><td>x</td></tr><tr><td>shipping\_information.declared\_value\_for\_carriage</td><td>Total Prepaid Charges</td><td>N.V.D.</td></tr><tr><td>shipping\_information.declared\_value\_for\_customs</td><td>Customs Value for Carriage</td><td>AS PER INV.</td></tr><tr><td>shipping\_information.amount\_of\_insurance</td><td>Amount of Insurance</td><td>NIL</td></tr><tr><td>shipping\_information.handling\_information</td><td>Cargo Information</td><td>DOCUMENT ATTACHED</td></tr><tr><td>shipping\_information.weight\_prepaid\_amount</td><td>Prepaid Air Freight by Airline</td><td>AS ARRANGED</td></tr><tr><td>shipping\_information.weight\_collect\_amount</td><td>Collect Air Freight by Airline</td><td>AS ARRANGED</td></tr><tr><td>shipping\_information.agent\_prepaid\_amount</td><td>Prepaid Air Freight by Agent</td><td>AS ARRANGED</td></tr><tr><td>shipping\_information.agent\_collect\_amount</td><td>Collect Air Freight by Agent</td><td>AS ARRANGED</td></tr><tr><td>shipping\_information.carrier\_prepaid\_amount</td><td>Prepaid Air Freight by Carrier</td><td>AS ARRANGED</td></tr><tr><td>shipping\_information.carrier\_collect\_amount</td><td>Collect Air Freight by Carrier</td><td>AS ARRANGED</td></tr><tr><td>shipping\_information.total\_prepaid\_amount</td><td>Total Prepaid Air Freight</td><td>AS ARRANGED</td></tr><tr><td>shipping\_information.total\_collect\_amount</td><td>Total Collect Air Freight</td><td>AS ARRANGED</td></tr><tr><td>shipping\_information.freight\_payment\_method</td><td>Method of Payment for Air Freight</td><td>FREIGHT PREPAID</td></tr><tr><td>cargo\_information.number\_of\_pieces\_receipt</td><td>Total Number of Items Received for the Shipment</td><td>2</td></tr><tr><td>cargo\_information.gross\_weight</td><td>Total Weight</td><td>494.0</td></tr><tr><td>cargo\_information.gross\_weigh\_unit\_code</td><td>Total Weight Unit</td><td>K</td></tr><tr><td>cargo\_information.rate\_class</td><td>Weight Unit Code</td><td>Q</td></tr><tr><td>cargo\_information.chargeable\_weight</td><td>Chargeable Weight</td><td>500.0</td></tr><tr><td>cargo\_information.unit\_rate</td><td>Freight Rate</td><td>AS ARRANGED</td></tr><tr><td>cargo\_information.total\_rate</td><td>Freight Amount</td><td>75,900</td></tr><tr><td>cargo\_information.dimension</td><td>Dimensions of Cargo</td><td>156x216x121x1</td></tr><tr><td>cargo\_information.mark</td><td>Mark Information</td><td>SHIPPING MARK: P/N: NR640-SINGAL</td></tr><tr><td>cargo\_information.description\_of\_goods</td><td>General Description of Goods/Cargo</td><td>PLASTIC O RING INV# 9900134712 PO# 210324-01 DETAILS AS PER ATTACHED SHIPPER'sCOMMERCIAL INVOICE ITN# : X20211229557144</td></tr></tbody></table>

### bill-of-lading-and-shipping-request-extraction-250415 (Deprecated)

Improved extraction accuracy from 69% to 90% and visual grounding accuracy.

<table><tbody /></table>

#### Field descriptions

<table><thead><tr><th>Field</th><th>Description</th><th>Example value</th></tr></thead><tbody><tr><td>document\_information.document\_name</td><td>Document Name</td><td>BILL OF LADING, SHIPPING REQUEST</td></tr><tr><td>document\_information.bill\_of\_lading\_number</td><td>Bill of Lading (BL) Number</td><td>NKBUS2301023</td></tr><tr><td>document\_information.bill\_of\_lading\_issuance\_date</td><td>Bill of Lading (BL) Issue Date</td><td>2023-01-08</td></tr><tr><td>document\_information.issuance\_place</td><td>Place of Document Issue</td><td>KAOHSIUNG, TAIWAN</td></tr><tr><td>document\_information.shipping\_request\_number</td><td>Shipping Request Number</td><td>2983719</td></tr><tr><td>document\_information.shipping\_request\_issuance\_date</td><td>Shipping Request Issue Date</td><td>2017-01-31</td></tr><tr><td>document\_information.invoice\_number</td><td>Invoice Number</td><td>INV200381</td></tr><tr><td>document\_information.invoice\_issuance\_date</td><td>Invoice Issue Date</td><td>2017-02-02</td></tr><tr><td>document\_information.purchase\_order\_number</td><td>Purchase Order Number</td><td>PO99280</td></tr><tr><td>document\_information.purchase\_order\_issuance\_date</td><td>Purchase Order Issue Date</td><td>2017-01-28</td></tr><tr><td>document\_information.number\_of\_original</td><td>Number of Original Document Copies Printed</td><td>THREE(3)</td></tr><tr><td>shipping\_information.shipper\_name</td><td>Shipper's Name (The person or company sending the goods)</td><td>HAMPSON LTD.</td></tr><tr><td>shipping\_information.shipper\_address</td><td>Shipper's Address</td><td>123 Maple Street Springfield, NY 12345 United States</td></tr><tr><td>shipping\_information.shipper\_attention</td><td>Shipper's Contact Person Name</td><td>MR. CHO TAE HYUNG</td></tr><tr><td>shipping\_information.shipper\_phone\_number</td><td>Shipper's Telephone Number</td><td>+82-31-777-8364</td></tr><tr><td>shipping\_information.shipper\_fax\_number</td><td>Shipper's Fax Number</td><td>07011232231</td></tr><tr><td>shipping\_information.consignee\_name</td><td>Consignee's Name (The person or company receiving the goods)</td><td>Skyline Innovations, Inc.</td></tr><tr><td>shipping\_information.consignee\_address</td><td>Consignee's Address</td><td>456 Oak Avenue, Springfield, IL 62701, United States</td></tr><tr><td>shipping\_information.consignee\_attention</td><td>Consignee's Contact Person Name</td><td>Mr. Alexander Johnson</td></tr><tr><td>shipping\_information.consignee\_phone\_number</td><td>Consignee's Telephone Number</td><td>+1(555)123-4567</td></tr><tr><td>shipping\_information.consignee\_fax\_number</td><td>Consignee's Fax Number</td><td>+1(555)987-6543</td></tr><tr><td>shipping\_information.notify\_party\_name</td><td>Notify Party's Name</td><td>Summit Solutions LLC</td></tr><tr><td>shipping\_information.notify\_party\_address</td><td>Notify Party's Address</td><td>789 Pine Street, Lexington, KY 40502, United States</td></tr><tr><td>shipping\_information.notify\_party\_attention</td><td>Notify Party's Contact Person Name</td><td>Ms. Emily Thompson</td></tr><tr><td>shipping\_information.notify\_party\_phone\_number</td><td>Notify Party's Telephone Number</td><td>+1(555)234-5678</td></tr><tr><td>shipping\_information.notify\_party\_fax\_number</td><td>Notify Party's Fax Number</td><td>+1(555)876-5432</td></tr><tr><td>shipping\_information.partner\_name</td><td>Partner's Name</td><td>Coastal Ventures Inc.</td></tr><tr><td>shipping\_information.partner\_address</td><td>Partner's Address</td><td>123 Beach Boulevard, Santa Monica, CA 90401, United States</td></tr><tr><td>shipping\_information.partner\_attention</td><td>Partner's Contact Person Name</td><td>r. Benjamin Walker</td></tr><tr><td>shipping\_information.partner\_phone\_number</td><td>Partner's Telephone Number</td><td>+1(555)345-6789</td></tr><tr><td>shipping\_information.partner\_fax\_number</td><td>Partner's Fax Number</td><td>+1(555)876-5432</td></tr><tr><td>shipping\_information.previous\_carriage</td><td>Transport Before This Shipment</td><td>PEGASUS TERA</td></tr><tr><td>shipping\_information.previous\_voyage\_no</td><td>Ship's Trip Number</td><td>213E</td></tr><tr><td>shipping\_information.place\_of\_receipt</td><td>Place Where Cargo is Initially Received for Departure</td><td>KAOHSIUNG, TAIWAN</td></tr><tr><td>shipping\_information.carrier</td><td>Mode of Transport</td><td>KALLIROE</td></tr><tr><td>shipping\_information.voyage\_no</td><td>Transport Flight/Voyage Name</td><td>0009E</td></tr><tr><td>shipping\_information.port\_of\_loading</td><td>Location of Loading Port</td><td>KAOHSIUNG, TAIWAN</td></tr><tr><td>shipping\_information.port\_of\_discharge</td><td>Location of Arrival Port</td><td>BUSAN, KOREA</td></tr><tr><td>shipping\_information.place\_of\_delivery</td><td>Place of Delivery of Cargo</td><td>BUSAN, KOREA</td></tr><tr><td>shipping\_information.final\_destination</td><td>Final Destination of Cargo</td><td>DAYTON</td></tr><tr><td>shipping\_information.freight\_payment\_method</td><td>Method of Payment for Freight</td><td>FREIGHT PREPAID</td></tr><tr><td>shipping\_information.freight\_and\_charge</td><td>Freight and Charge</td><td>FREIGHT PREPAID AS ARRANGED ASPER NRA# SDHO1421502283041</td></tr><tr><td>shipping\_information.freight\_payable\_at</td><td>Place of Payment for Freight</td><td>KAOHSIUNG, TAIWAN</td></tr><tr><td>shipping\_information.on\_board\_date</td><td>Date of Shipment</td><td>2023-01-08</td></tr><tr><td>shipping\_information.estimated\_time\_of\_departure</td><td>ETD</td><td>2023-01-01</td></tr><tr><td>shipping\_information.estimated\_time\_of\_arrival</td><td>ETA</td><td>2023-01-14</td></tr><tr><td>total\_cargo\_information.total\_item\_purchase\_order\_number</td><td>PO Number Assigned to All The Cargo, Not to Individual Cargo</td><td>PO19-10930</td></tr><tr><td>total\_cargo\_information.total\_container\_number</td><td>Container Number for Total Cargo Information</td><td>EGHU3481622</td></tr><tr><td>total\_cargo\_information.total\_container\_type\_and\_quantity</td><td>Total Number/Type of Containers Information</td><td>1x20'DV</td></tr><tr><td>total\_cargo\_information.total\_seal\_number</td><td>SEAL Number for Total Cargo Information</td><td>EMCLLB7191</td></tr><tr><td>total\_cargo\_information.total\_package</td><td>Total Number and Unit of Packages</td><td>200PALLETS</td></tr><tr><td>total\_cargo\_information.total\_quantity</td><td>Total item quantity and unit</td><td>100PCS</td></tr><tr><td>total\_cargo\_information.total\_net\_weight</td><td>Total Net Weight of Goods Excluding Packaging, and Unit</td><td>8,463KGS</td></tr><tr><td>total\_cargo\_information.total\_gross\_weight</td><td>Total Weight and Unit</td><td>9,239KGS</td></tr><tr><td>total\_cargo\_information.total\_measurement</td><td>Total Measurement and Unit</td><td>78.000CBM</td></tr><tr><td>total\_cargo\_information.total\_item\_name</td><td>Name of a Single Item Listed for Total Cargo Information</td><td>TIE ROD</td></tr><tr><td>total\_cargo\_information.service\_term</td><td>Terms and Conditions Related to Logistics and Transportation Services</td><td>CY/DOOR, FOB (Free On Board), CIF (Cost, Insurance, Freight), EXW (Ex Works), DAP (Delivered At Place), CPT (Carriage Paid To)</td></tr><tr><td>cargo\_information.mark</td><td>Mark Information</td><td>N/M, DSA (IN DIA) NET WEIGHT: 5,480KG GROSS WEIGHT: 5,520KG CBM: 49.652 MADE IN KOREA</td></tr><tr><td>cargo\_information.description\_of\_goods</td><td>General Description of Goods/Cargo</td><td>SAID TO CONTAIN: 12 CTNS OF HAIR BRUSH</td></tr><tr><td>cargo\_information.item\_purchase\_order\_number</td><td>PO Number Assigned to Individual Cargo</td><td>PO-20384-12</td></tr><tr><td>cargo\_information.container\_number</td><td>Individual Container Number</td><td>EGHU3481622</td></tr><tr><td>cargo\_information.container\_type\_and\_quantity</td><td>Individual Container Type and Quantity Information</td><td>1x20'DV, 40HS</td></tr><tr><td>cargo\_information.seal\_number</td><td>Individual SEAL Number</td><td>EMCLLB7191</td></tr><tr><td>cargo\_information.package</td><td>Individual Package Quantity and Unit</td><td>42PLTS</td></tr><tr><td>cargo\_information.measurement</td><td>Individual Measurement and Unit</td><td>25.000CBM</td></tr><tr><td>cargo\_information.upper\_level\_item\_name</td><td>Higher-Level Item Name for Sub-Items</td><td>Automobile Parts</td></tr><tr><td>cargo\_information.item\_name</td><td>Item Name</td><td>Parts for electric fuel pump</td></tr><tr><td>cargo\_information.quantity</td><td>Individual item quantity and unit</td><td>2PCS</td></tr><tr><td>cargo\_information.net\_weight</td><td>Individual Net Weight and Unit</td><td>3,225KGS</td></tr><tr><td>cargo\_information.gross\_weight</td><td>Individual Total Weight and Unit</td><td>3,329KGS</td></tr><tr><td>cargo\_information.subtotal\_package</td><td>Subtotal Number and Unit of Packages</td><td>2PACKAGES</td></tr><tr><td>cargo\_information.subtotal\_quantity</td><td>Subtotal item quantity and unit</td><td>53PCS</td></tr><tr><td>cargo\_information.subtotal\_net\_weight</td><td>Subtotal Net Weight of Goods Excluding Packaging, and Unit</td><td>2,308KGS</td></tr><tr><td>cargo\_information.subtotal\_gross\_weight</td><td>Subtotal Weight and Unit</td><td>2,800KGS</td></tr><tr><td>cargo\_information.subtotal\_measurement</td><td>Subtotal Measurement and Unit</td><td>78.000 CBM</td></tr></tbody></table>

### bill-of-lading-and-shipping-request-extraction-4.1.6 (Deprecated)

An consolidated extractor model for bill of lading (BL or BoL) and shipping request (SR).

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-06-11</td></tr></tbody></table>

#### Field descriptions

<table><thead><tr><th>Field</th><th>Description</th><th>Example value</th></tr></thead><tbody><tr><td>document\_information.document\_name</td><td>Document Name</td><td>BILL OF LADING, SHIPPING REQUEST</td></tr><tr><td>document\_information.bill\_of\_lading\_number</td><td>Bill of Lading (BL) Number</td><td>NKBUS2301023</td></tr><tr><td>document\_information.bill\_of\_lading\_issuance\_date</td><td>Bill of Lading (BL) Issue Date</td><td>2023-01-08</td></tr><tr><td>document\_information.issuance\_place</td><td>Place of Document Issue</td><td>KAOHSIUNG, TAIWAN</td></tr><tr><td>document\_information.number\_of\_original</td><td>Number of Original Document Copies Printed</td><td>THREE(3)</td></tr><tr><td>shipping\_information.shipper\_name</td><td>Shipper's Name (The person or company sending the goods)</td><td>HAMPSON LTD.</td></tr><tr><td>shipping\_information.shipper\_address</td><td>Shipper's Address</td><td>123 Maple Street Springfield, NY 12345 United States</td></tr><tr><td>shipping\_information.shipper\_attention</td><td>Shipper's Contact Person Name</td><td>MR. CHO TAE HYUNG</td></tr><tr><td>shipping\_information.shipper\_phone\_number</td><td>Shipper's Telephone Number</td><td>+82-31-777-8364</td></tr><tr><td>shipping\_information.shipper\_fax\_number</td><td>Shipper's Fax Number</td><td>07011232231</td></tr><tr><td>shipping\_information.consignee\_name</td><td>Consignee's Name (The person or company receiving the goods)</td><td>Skyline Innovations, Inc.</td></tr><tr><td>shipping\_information.consignee\_address</td><td>Consignee's Address</td><td>456 Oak Avenue, Springfield, IL 62701, United States</td></tr><tr><td>shipping\_information.consignee\_attention</td><td>Consignee's Contact Person Name</td><td>Mr. Alexander Johnson</td></tr><tr><td>shipping\_information.consignee\_phone\_number</td><td>Consignee's Telephone Number</td><td>+1(555)123-4567</td></tr><tr><td>shipping\_information.consignee\_fax\_number</td><td>Consignee's Fax Number</td><td>+1(555)987-6543</td></tr><tr><td>shipping\_information.notify\_party\_name</td><td>Notify Party's Name</td><td>Summit Solutions LLC</td></tr><tr><td>shipping\_information.notify\_party\_address</td><td>Notify Party's Address</td><td>789 Pine Street, Lexington, KY 40502, United States</td></tr><tr><td>shipping\_information.notify\_party\_attention</td><td>Notify Party's Contact Person Name</td><td>Ms. Emily Thompson</td></tr><tr><td>shipping\_information.notify\_party\_phone\_number</td><td>Notify Party's Telephone Number</td><td>+1(555)234-5678</td></tr><tr><td>shipping\_information.notify\_party\_fax\_number</td><td>Notify Party's Fax Number</td><td>+1(555)876-5432</td></tr><tr><td>shipping\_information.place\_of\_receipt</td><td>Place Where Cargo is Initially Received for Departure</td><td>KAOHSIUNG, TAIWAN</td></tr><tr><td>shipping\_information.carrier</td><td>Mode of Transport</td><td>KALLIROE</td></tr><tr><td>shipping\_information.voyage\_no</td><td>Transport Flight/Voyage Name</td><td>0009E</td></tr><tr><td>shipping\_information.port\_of\_loading</td><td>Location of Loading Port</td><td>KAOHSIUNG, TAIWAN</td></tr><tr><td>shipping\_information.port\_of\_discharge</td><td>Location of Arrival Port</td><td>BUSAN, KOREA</td></tr><tr><td>shipping\_information.place\_of\_delivery</td><td>Place of Delivery of Cargo</td><td>BUSAN, KOREA</td></tr><tr><td>shipping\_information.final\_destination</td><td>Final Destination of Cargo</td><td>DAYTON</td></tr><tr><td>shipping\_information.freight\_payment\_method</td><td>Method of Payment for Freight</td><td>FREIGHT PREPAID</td></tr><tr><td>shipping\_information.freight\_payable\_at</td><td>Place of Payment for Freight</td><td>KAOHSIUNG, TAIWAN</td></tr><tr><td>shipping\_information.on\_board\_date</td><td>Date of Shipment</td><td>2023-01-08</td></tr><tr><td>total\_cargo\_information.total\_container\_number</td><td>Container Number for Total Cargo Information</td><td>EGHU3481622</td></tr><tr><td>total\_cargo\_information.total\_container\_type\_and\_quantity</td><td>Total Number/Type of Containers Information</td><td>1x20'DV</td></tr><tr><td>total\_cargo\_information.total\_seal\_number</td><td>SEAL Number for Total Cargo Information</td><td>EMCLLB7191</td></tr><tr><td>total\_cargo\_information.total\_package</td><td>Total Number and Unit of Packages</td><td>200PALLETS</td></tr><tr><td>total\_cargo\_information.total\_net\_weight</td><td>Total Net Weight of Goods Excluding Packaging, and Unit</td><td>8,463KGS</td></tr><tr><td>total\_cargo\_information.total\_gross\_weight</td><td>Total Weight and Unit</td><td>9,239KGS</td></tr><tr><td>total\_cargo\_information.total\_measurement</td><td>Total Measurement and Unit</td><td>78.000CBM</td></tr><tr><td>total\_cargo\_information.total\_item\_name</td><td>Name of a Single Item Listed for Total Cargo Information</td><td>TIE ROD</td></tr><tr><td>total\_cargo\_information.service\_term</td><td>Terms and Conditions Related to Logistics and Transportation Services</td><td>CY/DOOR, FOB (Free On Board), CIF (Cost, Insurance, Freight), EXW (Ex Works), DAP (Delivered At Place), CPT (Carriage Paid To)</td></tr><tr><td>cargo\_information.container\_number</td><td>Individual Container Number</td><td>EGHU3481622</td></tr><tr><td>cargo\_information.container\_type\_and\_quantity</td><td>Individual Container Type and Quantity Information</td><td>1x20'DV, 40HS</td></tr><tr><td>cargo\_information.seal\_number</td><td>Individual SEAL Number</td><td>EMCLLB7191</td></tr><tr><td>cargo\_information.package</td><td>Individual Package Quantity and Unit</td><td>42PLTS</td></tr><tr><td>cargo\_information.measurement</td><td>Individual Measurement and Unit</td><td>25.000CBM</td></tr><tr><td>cargo\_information.item\_name</td><td>Item Name</td><td>Parts for electric fuel pump</td></tr><tr><td>cargo\_information.net\_weight</td><td>Individual Net Weight and Unit</td><td>3,225KGS</td></tr><tr><td>cargo\_information.gross\_weight</td><td>Individual Total Weight and Unit</td><td>3,329KGS</td></tr></tbody></table>

### commercial-invoice-and-packing-list-extraction-250415 (Deprecated)

Improved extraction accuracy from 74% to 84% and visual grounding accuracy.

<table><tbody /></table>

#### Field descriptions

<table><thead><tr><th>Field</th><th>Description</th><th>Example value</th></tr></thead><tbody><tr><td>document\_information.document\_name</td><td>Document Name</td><td>COMMERCIAL INVOICE, PACKING LIST, COMMERCIAL INVOICE & PACKING LIST</td></tr><tr><td>document\_information.invoice\_number</td><td>Invoice Number</td><td>183642-1</td></tr><tr><td>document\_information.invoice\_issuance\_date</td><td>Invoice Issue Date</td><td>2020-03-25</td></tr><tr><td>document\_information.letter\_of\_credit\_number</td><td>Letter of Credit Number</td><td>2135325</td></tr><tr><td>document\_information.letter\_of\_credit\_issuance\_date</td><td>Letter of Credit Issue Date</td><td>2020-03-25</td></tr><tr><td>document\_information.payment</td><td>Method of Payment</td><td>T/T Within 7days after B/L date</td></tr><tr><td>document\_information.purchase\_order\_number</td><td>Purchase Order Document Number</td><td>PO-D2020-008</td></tr><tr><td>document\_information.purchase\_order\_issuance\_date</td><td>Purchase Order Issue Date</td><td>2023-01-22</td></tr><tr><td>document\_information.remarks</td><td>Remarks</td><td>\* Consignee: Same as notify party</td></tr><tr><td>shipping\_information.shipper\_name</td><td>Exporter's Name (The person or company sending the goods)</td><td>HAMPSON LTD.</td></tr><tr><td>shipping\_information.shipper\_address</td><td>Exporter's Address</td><td>123 Maple Street Springfield, NY 12345 United States</td></tr><tr><td>shipping\_information.shipper\_attention</td><td>Exporter's Contact Person Name</td><td>MR. CHO TAE HYUNG</td></tr><tr><td>shipping\_information.shipper\_phone\_number</td><td>Exporter's Telephone Number</td><td>+82-31-777-8364</td></tr><tr><td>shipping\_information.shipper\_fax\_number</td><td>Exporter's Fax Number</td><td>07011232231</td></tr><tr><td>shipping\_information.buyer\_name</td><td>Buyer's Name</td><td>Coastal Ventures Inc.</td></tr><tr><td>shipping\_information.buyer\_address</td><td>Buyer's Address</td><td>123 Beach Boulevard, Santa Monica, CA 90401, United States</td></tr><tr><td>shipping\_information.buyer\_attention</td><td>Buyer's Contact Person Name</td><td>Mr. Benjamin Walker</td></tr><tr><td>shipping\_information.buyer\_phone\_number</td><td>Buyer's Telephone Number</td><td>+1(555)345-6789</td></tr><tr><td>shipping\_information.buyer\_fax\_number</td><td>Buyer's Fax Number</td><td>+1(555)765-4321</td></tr><tr><td>shipping\_information.consignee\_name</td><td>Consignee's Name (The person or company receiving the goods)</td><td>Skyline Innovations, Inc.</td></tr><tr><td>shipping\_information.consignee\_address</td><td>Consignee's Address</td><td>456 Oak Avenue, Springfield, IL 62701, United States</td></tr><tr><td>shipping\_information.consignee\_attention</td><td>Consignee's Contact Person Name</td><td>Mr. Alexander Johnson</td></tr><tr><td>shipping\_information.consignee\_phone\_number</td><td>Consignee's Telephone Number</td><td>+1(555)123-4567</td></tr><tr><td>shipping\_information.consignee\_fax\_number</td><td>Consignee's Fax Number</td><td>+1(555)987-6543</td></tr><tr><td>shipping\_information.notify\_party\_name</td><td>Notify Party's Name</td><td>Summit Solutions LLC</td></tr><tr><td>shipping\_information.notify\_party\_address</td><td>Notify Party's Address</td><td>789 Pine Street, Lexington, KY 40502, United States</td></tr><tr><td>shipping\_information.notify\_party\_attention</td><td>Notify Party's Contact Person Name</td><td>Ms. Emily Thompson</td></tr><tr><td>shipping\_information.notify\_party\_phone\_number</td><td>Notify Party's Telephone Number</td><td>+1(555)234-5678</td></tr><tr><td>shipping\_information.notify\_party\_fax\_number</td><td>Notify Party's Fax Number</td><td>+1(555)876-5432</td></tr><tr><td>shipping\_information.carrier</td><td>Mode of Transport</td><td>KALLIROE.</td></tr><tr><td>shipping\_information.voyage\_no</td><td>Transport Flight/Voyage Name</td><td>0009E</td></tr><tr><td>shipping\_information.port\_of\_loading</td><td>Place of Loading</td><td>KAOHSIUNG, TAIWAN</td></tr><tr><td>shipping\_information.port\_of\_discharge</td><td>Place of Arrival</td><td>BUSAN, KOREA</td></tr><tr><td>shipping\_information.final\_destination</td><td>Final Destination of Cargo</td><td>DAYTON</td></tr><tr><td>shipping\_information.freight\_and\_charge</td><td>Freight and Charge</td><td>FREIGHT PREPAID AS ARRANGED ASPER NRA# SDHO1421502283041</td></tr><tr><td>shipping\_information.on\_board\_date</td><td>Date of Shipment</td><td>2023-01-08</td></tr><tr><td>shipping\_information.estimated\_time\_of\_departure</td><td>ETD</td><td>2023-01-01</td></tr><tr><td>shipping\_information.estimated\_time\_of\_arrival</td><td>ETA</td><td>2023-01-14</td></tr><tr><td>total\_cargo\_information.total\_item\_purchase\_order\_number</td><td>PO Number Assigned to All The Cargo, Not to Individual Cargo</td><td>PO-20384-12</td></tr><tr><td>total\_cargo\_information.total\_container\_number</td><td>Container Number for Total Cargo Information</td><td>EGHU3481622</td></tr><tr><td>total\_cargo\_information.total\_container\_type\_and\_quantity</td><td>Total Number/Type of Containers Information</td><td>EGHU3481622</td></tr><tr><td>total\_cargo\_information.total\_seal\_number</td><td>SEAL Number for Total Cargo Information</td><td>EMCLLB7191</td></tr><tr><td>total\_cargo\_information.total\_package</td><td>Total Number and Unit of Packages</td><td>200PALLETS</td></tr><tr><td>total\_cargo\_information.total\_quantity</td><td>Total item quantity and unit</td><td>1029PCS</td></tr><tr><td>total\_cargo\_information.total\_amount</td><td>Total item price</td><td>2,384.02</td></tr><tr><td>total\_cargo\_information.total\_amount\_currency\_unit</td><td>Currency unit of total item price</td><td>USD</td></tr><tr><td>total\_cargo\_information.total\_net\_weight</td><td>Total net weight and unit of items excluding packaging weight</td><td>8,463KGS</td></tr><tr><td>total\_cargo\_information.total\_gross\_weight</td><td>Total weight and unit</td><td>9,239KGS</td></tr><tr><td>total\_cargo\_information.total\_measurement</td><td>Total Measurement and Unit</td><td>78.000CMB</td></tr><tr><td>total\_cargo\_information.total\_item\_name</td><td>Name of a Single Item Listed for Total Cargo Information</td><td>TIE ROD</td></tr><tr><td>total\_cargo\_information.service\_term</td><td>Terms and Conditions Related to Logistics and Transportation Services</td><td>CY/DOOR, FOB (Free On Board), CIF (Cost, Insurance, Freight), EXW (Ex Works), DAP (Delivered At Place), CPT (Carriage Paid To)</td></tr><tr><td>total\_cargo\_information.mark</td><td>Marks Displayed on the Cargo</td><td>N/M, DSA (IN DIA) NET WEIGHT: 5,480KG GROSS WEIGHT: 5,520KG CBM: 49.652 MADE IN KOREA</td></tr><tr><td>total\_cargo\_information.description\_of\_goods</td><td>Description of Goods</td><td>SAID TO CONTAIN: 12 CTNS OF HAIR BRUSH</td></tr><tr><td>cargo\_information.item\_purchase\_order\_number</td><td>PO Number Assigned to Individual Cargo</td><td>2671</td></tr><tr><td>cargo\_information.container\_number</td><td>Individual Container Number</td><td>EGHU3481622</td></tr><tr><td>cargo\_information.container\_type\_and\_quantity</td><td>Individual Container Type and Quantity</td><td>1x20'DV, 40HS</td></tr><tr><td>cargo\_information.seal\_number</td><td>Individual Container Seal Number</td><td>EMCLLB7191</td></tr><tr><td>cargo\_information.package</td><td>Packaging Unit and Quantity of Individual Cargo</td><td>42PLTS</td></tr><tr><td>cargo\_information.upper\_level\_item\_name</td><td>Higher-Level Item Name for Sub-Items</td><td>Pump parts</td></tr><tr><td>cargo\_information.item\_name</td><td>Item Name</td><td>Parts for electric fuel pump</td></tr><tr><td>cargo\_information.quantity</td><td>Individual item quantity and unit</td><td>100PCS</td></tr><tr><td>cargo\_information.unit\_price</td><td>Unit price per individual item</td><td>1,000</td></tr><tr><td>cargo\_information.unit\_price\_currency\_unit</td><td>Currency unit of unit price per individual item</td><td>USD</td></tr><tr><td>cargo\_information.amount</td><td>Total price of individual items</td><td>10,000</td></tr><tr><td>cargo\_information.amount\_currency\_unit</td><td>Currency unit of the total price of individual items</td><td>USD</td></tr><tr><td>cargo\_information.measurement</td><td>Individual Measurement and Unit</td><td>25.000CBM</td></tr><tr><td>cargo\_information.net\_weight</td><td>Individual net weight and unit</td><td>3,225KGS</td></tr><tr><td>cargo\_information.gross\_weight</td><td>Individual gross weight and unit</td><td>3,329KGS</td></tr><tr><td>cargo\_information.subtotal\_package</td><td>Package Subtotal for Cargo Belonging to a Specific Group or Category</td><td>70PLTS</td></tr><tr><td>cargo\_information.subtotal\_quantity</td><td>Quantity Subtotal for Cargo Belonging to a Specific Group or Category</td><td>1,200PCS</td></tr><tr><td>cargo\_information.subtotal\_amount</td><td>Subtotal Amount for Cargo Belonging to a Specific Group or Category</td><td>30,000</td></tr><tr><td>cargo\_information.subtotal\_amount\_currency\_unit</td><td>Currency Unit Applied to the Subtotal Amount of a Specific Group or Category</td><td>USD</td></tr><tr><td>cargo\_information.subtotal\_net\_weight</td><td>Net Weight Subtotal for Cargo Belonging to a Specific Group or Category</td><td>5,000KGS</td></tr><tr><td>cargo\_information.subtotal\_gross\_weight</td><td>Gross Weight Subtotal for Cargo Belonging to a Specific Group or Category</td><td>5,500KGS</td></tr><tr><td>cargo\_information.subtotal\_measurement</td><td>Measurement Subtotal for Cargo Belonging to a Specific Group or Category</td><td>40.000CBM</td></tr></tbody></table>

### commercial-invoice-and-packing-list-extraction-4.1.6 (Deprecated)

An consolidated extractor model for commercial invoice (CI) and packing list (PL).

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-06-11</td></tr></tbody></table>

#### Field descriptions

<table><thead><tr><th>Field</th><th>Description</th><th>Example value</th></tr></thead><tbody><tr><td>document\_information.document\_name</td><td>Document Name</td><td>COMMERCIAL INVOICE, PACKING LIST, COMMERCIAL INVOICE & PACKING LIST</td></tr><tr><td>document\_information.invoice\_number</td><td>Invoice Number</td><td>183642-1</td></tr><tr><td>document\_information.invoice\_issuance\_date</td><td>Invoice Issue Date</td><td>2020-03-25</td></tr><tr><td>document\_information.letter\_of\_credit\_number</td><td>Letter of Credit Number</td><td>2135325</td></tr><tr><td>document\_information.letter\_of\_credit\_issuance\_date</td><td>Letter of Credit Issue Date</td><td>2020-03-25</td></tr><tr><td>document\_information.payment</td><td>Method of Payment</td><td>T/T Within 7days after B/L date</td></tr><tr><td>document\_information.purchase\_order\_number</td><td>Purchase Order Document Number</td><td>PO-D2020-008</td></tr><tr><td>shipping\_information.shipper\_name</td><td>Exporter's Name (The person or company sending the goods)</td><td>HAMPSON LTD.</td></tr><tr><td>shipping\_information.shipper\_address</td><td>Exporter's Address</td><td>123 Maple Street Springfield, NY 12345 United States</td></tr><tr><td>shipping\_information.shipper\_attention</td><td>Exporter's Contact Person Name</td><td>MR. CHO TAE HYUNG</td></tr><tr><td>shipping\_information.shipper\_phone\_number</td><td>Exporter's Telephone Number</td><td>+82-31-777-8364</td></tr><tr><td>shipping\_information.shipper\_fax\_number</td><td>Exporter's Fax Number</td><td>07011232231</td></tr><tr><td>shipping\_information.consignee\_name</td><td>Consignee's Name (The person or company receiving the goods)</td><td>Skyline Innovations, Inc.</td></tr><tr><td>shipping\_information.consignee\_address</td><td>Consignee's Address</td><td>456 Oak Avenue, Springfield, IL 62701, United States</td></tr><tr><td>shipping\_information.consignee\_attention</td><td>Consignee's Contact Person Name</td><td>Mr. Alexander Johnson</td></tr><tr><td>shipping\_information.consignee\_phone\_number</td><td>Consignee's Telephone Number</td><td>+1(555)123-4567</td></tr><tr><td>shipping\_information.consignee\_fax\_number</td><td>Consignee's Fax Number</td><td>+1(555)987-6543</td></tr><tr><td>shipping\_information.notify\_party\_name</td><td>Notify Party's Name</td><td>Summit Solutions LLC</td></tr><tr><td>shipping\_information.notify\_party\_address</td><td>Notify Party's Address</td><td>789 Pine Street, Lexington, KY 40502, United States</td></tr><tr><td>shipping\_information.notify\_party\_attention</td><td>Notify Party's Contact Person Name</td><td>Ms. Emily Thompson</td></tr><tr><td>shipping\_information.notify\_party\_phone\_number</td><td>Notify Party's Telephone Number</td><td>+1(555)234-5678</td></tr><tr><td>shipping\_information.notify\_party\_fax\_number</td><td>Notify Party's Fax Number</td><td>+1(555)876-5432</td></tr><tr><td>shipping\_information.port\_of\_loading</td><td>Place of Loading</td><td>KAOHSIUNG, TAIWAN</td></tr><tr><td>shipping\_information.port\_of\_discharge</td><td>Place of Arrival</td><td>BUSAN, KOREA</td></tr><tr><td>shipping\_information.final\_destination</td><td>Final Destination of Cargo</td><td>DAYTON</td></tr><tr><td>shipping\_information.on\_board\_date</td><td>Date of Shipment</td><td>2023-01-08</td></tr><tr><td>total\_cargo\_information.total\_container\_number</td><td>Container Number for Total Cargo Information</td><td>EGHU3481622</td></tr><tr><td>total\_cargo\_information.total\_seal\_number</td><td>SEAL Number for Total Cargo Information</td><td>EMCLLB7191</td></tr><tr><td>total\_cargo\_information.total\_quantity</td><td>Total item quantity and unit</td><td>1029PCS</td></tr><tr><td>total\_cargo\_information.total\_amount</td><td>Total item price</td><td>2,384.02</td></tr><tr><td>total\_cargo\_information.total\_amount\_currency\_unit</td><td>Currency unit of total item price</td><td>USD</td></tr><tr><td>total\_cargo\_information.total\_net\_weight</td><td>Total net weight and unit of items excluding packaging weight</td><td>8,463KGS</td></tr><tr><td>total\_cargo\_information.total\_gross\_weight</td><td>Total weight and unit</td><td>9,239KGS</td></tr><tr><td>cargo\_information.item\_name</td><td>Item Name</td><td>Parts for electric fuel pump</td></tr><tr><td>cargo\_information.quantity</td><td>Individual item quantity and unit</td><td>100PCS</td></tr><tr><td>cargo\_information.unit\_price</td><td>Unit price per individual item</td><td>1,000</td></tr><tr><td>cargo\_information.unit\_price\_currency\_unit</td><td>Currency unit of unit price per individual item</td><td>USD</td></tr><tr><td>cargo\_information.amount</td><td>Total price of individual items</td><td>10,000</td></tr><tr><td>cargo\_information.amount\_currency\_unit</td><td>Currency unit of the total price of individual items</td><td>USD</td></tr><tr><td>cargo\_information.net\_weight</td><td>Individual net weight and unit</td><td>3,225KGS</td></tr><tr><td>cargo\_information.gross\_weight</td><td>Individual gross weight and unit</td><td>3,329KGS</td></tr></tbody></table>

### kr-export-declaration-certificate-extraction-250415 (Deprecated)

Improved extraction accuracy from 98% to 99% and visual grounding accuracy.

<table><tbody><tr><td align="left" width="200px">Field descriptions</td><td>Same as in [kr-export-declaration-certificate-extraction-4.1.6](#kr-export-declaration-certificate-extraction-416-deprecated)</td></tr></tbody></table>

### kr-export-declaration-certificate-extraction-4.1.6 (Deprecated)

An extractor model for the export declaration certificate of Korea.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-06-11</td></tr></tbody></table>

#### Field descriptions

<table><thead><tr><th>Field</th><th>Description</th><th>Example value</th></tr></thead><tbody><tr><td>document\_information.document\_name</td><td>Document Name</td><td>수출신고필증(적재전, 갑지)</td></tr><tr><td>document\_information.declarant\_name</td><td>Applicant's Company Name</td><td>길동관세사무소</td></tr><tr><td>document\_information.declarant\_representative\_name</td><td>Applicant's Representative Name</td><td>홍길동</td></tr><tr><td>document\_information.declaration\_number</td><td>Declaration Number</td><td>127335-22-121845X</td></tr><tr><td>document\_information.date\_of\_declaration\_processing</td><td>Date of Acceptance of Declaration</td><td>2020/01/20</td></tr><tr><td>export\_information.customes\_exchange\_rate</td><td>Customs Exchange Rate Notified by the Customs Office</td><td>USD 1,294.56, (엔티티 복제해서) EUR 1,385.3</td></tr><tr><td>export\_information.exporter\_name</td><td>Export Agent's Name or Personal Name</td><td>하회상사㈜</td></tr><tr><td>export\_information.exporter\_clearance\_code</td><td>Export Agent's Customs Identification Code</td><td>하회상사-1-64-1-02-1</td></tr><tr><td>export\_information.seller\_name</td><td>Exporter's Company Name</td><td>희망케미칼(주)</td></tr><tr><td>export\_information.seller\_clearance\_code</td><td>Exporter's Customs Identification Code</td><td>희망케미칼-1-77-1-02-1</td></tr><tr><td>export\_information.seller\_representative\_name</td><td>Exporter's Representative Name</td><td>한효정</td></tr><tr><td>export\_information.seller\_business\_license\_number</td><td>Exporter's Business Registration Number</td><td>999-81-04520</td></tr><tr><td>export\_information.buyer\_name</td><td>Buyer/Overseas Business Partner Name</td><td>IT SAMBO CO LTD</td></tr><tr><td>export\_information.buyer\_code</td><td>Buyer/Overseas Business Partner Code</td><td>STLTTABB0001K</td></tr><tr><td>export\_information.payment\_type</td><td>Payment Method Code</td><td>GN</td></tr><tr><td>export\_information.payment\_type\_name</td><td>Payment Method Name</td><td>무상거래</td></tr><tr><td>export\_information.country\_of\_destination\_code</td><td>Destination Country Code</td><td>SG</td></tr><tr><td>export\_information.country\_of\_destination\_name</td><td>Destination Country Name</td><td>SINGAPORE</td></tr><tr><td>export\_information.port\_of\_loading\_code</td><td>Loading Port/Airport Code</td><td>KRPUS</td></tr><tr><td>export\_information.port\_of\_loading\_name</td><td>Loading Port/Airport Name</td><td>부산항</td></tr><tr><td>export\_information.name\_of\_carrier</td><td>Shipping (Airline) Company</td><td /></tr><tr><td>export\_information.name\_of\_vessel\_flight</td><td>Shipping (Flight) Name</td><td>RIX</td></tr><tr><td>export\_information.scheduled\_date\_of\_departure</td><td>Expected Departure Date</td><td>2020/02/20</td></tr><tr><td>export\_information.loading\_scheduled\_bonded\_warehouse\_code</td><td>Loading Place Bonded Area Code</td><td>03077126</td></tr><tr><td>export\_information.letter\_of\_credit\_number</td><td>L/C Number (Letter of Credit Number)</td><td>5435988857</td></tr><tr><td>export\_information.total\_weight</td><td>Total Weight of Export Goods</td><td>17,121.0</td></tr><tr><td>export\_information.total\_weight\_unit</td><td>Total Weight Unit of Export Goods</td><td>KG</td></tr><tr><td>export\_information.total\_package</td><td>Total Number of Packages of Export Goods</td><td>22</td></tr><tr><td>export\_information.total\_package\_unit</td><td>Total Packaging Unit of Export Goods</td><td>PK</td></tr><tr><td>export\_information.total\_declared\_value\_krw</td><td>Total Declared Value in Local Currency</td><td>115,868</td></tr><tr><td>export\_information.total\_declared\_value\_usd</td><td>Total Declared Value in USD</td><td>149,997,671</td></tr><tr><td>export\_information.freight</td><td>Freight</td><td>712,008</td></tr><tr><td>export\_information.insurance</td><td>Insurance Premium</td><td>14,000</td></tr><tr><td>export\_information.transaction\_price</td><td>Payment Amount Information</td><td>CIF-SGD-157,608.00</td></tr><tr><td>export\_information.import\_cargo\_management\_number</td><td>Import Cargo Control Number</td><td /></tr><tr><td>export\_information.container\_number</td><td>Container Number</td><td>DOCUMENT ATTACHED</td></tr><tr><td>item\_information.item\_description</td><td>Description of Goods</td><td>FRONT COVER AND ETC</td></tr><tr><td>item\_information.hs\_code</td><td>HS Code (Harmonized System Code, 10-digit)</td><td>8474.90-0000</td></tr><tr><td>item\_information.invoice\_number</td><td>Invoice Number</td><td>1823988</td></tr><tr><td>item\_information.country\_of\_origin\_code</td><td>Country of Origin Information</td><td>KR-B-B-Y, KR---Y</td></tr></tbody></table>

### receipt-extraction-3.2.0 (Deprecated)

An extractor model for paper receipts, that include store descriptions and list of items. Works best for Korean and English receipts. Improved accuracy and performance.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-04-11</td></tr><tr><td>Available platforms</td><td>Upstage Console</td></tr></tbody></table>

#### Field descriptions

<table><thead><tr><th>Field</th><th>Description</th><th>Example value</th></tr></thead><tbody><tr><td>store.store\_name</td><td>Store name</td><td>STARBUCKS</td></tr><tr><td>store.branch\_name</td><td>Branch name</td><td>Store #333</td></tr><tr><td>store.store\_registration\_number</td><td>Store registration number</td><td>888-21-11234</td></tr><tr><td>store.store\_address</td><td>Store address</td><td>11111 State Route 1 Monroe, WA</td></tr><tr><td>store.store\_phone\_number</td><td>Store phone number</td><td>(360)888-1234</td></tr><tr><td>menu.product\_name</td><td>Product name</td><td>Cheese Danish</td></tr><tr><td>menu.unit\_product\_quantity</td><td>Product quantity</td><td>1</td></tr><tr><td>menu.unit\_product\_price</td><td>Unit price</td><td>5</td></tr><tr><td>menu.unit\_product\_discounted\_price</td><td>Discount amount per item</td><td>0.5</td></tr><tr><td>menu.unit\_product\_discounted\_reason</td><td>Discount details/reasons per item</td><td>buy 1 get 1 free</td></tr><tr><td>menu.unit\_product\_discounted\_quantity</td><td>Discount quantity per item</td><td>1</td></tr><tr><td>menu.unit\_product\_total\_price\_before\_discount</td><td>Total amount before discount per item</td><td>5</td></tr><tr><td>menu.unit\_product\_total\_price\_after\_discount</td><td>Total amount after discount per item</td><td>5</td></tr><tr><td>menu.unit\_product\_order</td><td>Item ordering number</td><td>1</td></tr><tr><td>menu.unit\_product\_code</td><td>Item code</td><td>SQ113R</td></tr><tr><td>total.tax\_rate</td><td>Tax rate</td><td>6%</td></tr><tr><td>total.tax\_price</td><td>Tax amount</td><td>0.27</td></tr><tr><td>total.tip\_price</td><td>Tip amount</td><td>1</td></tr><tr><td>total.subtotal\_price</td><td>Subtotal amount before including tax or tip</td><td>4.5</td></tr><tr><td>total.charged\_price</td><td>Total amount charged to the consumer including tax and tip</td><td>5.77</td></tr><tr><td>total.payment\_price</td><td>Amount paid by the consumer</td><td>6</td></tr><tr><td>total.change</td><td>Change amount</td><td>0.23</td></tr><tr><td>total.card\_payment\_price</td><td>Payment amount by card</td><td>3</td></tr><tr><td>total.cash\_payment\_price</td><td>Payment amount by cash</td><td>3</td></tr><tr><td>total.point\_payment\_price</td><td>Payment amount by point</td><td>0</td></tr><tr><td>total.voucher\_payment\_price</td><td>Payment amount by voucher</td><td>0</td></tr><tr><td>total.coupon\_payment\_price</td><td>Payment amount by coupon</td><td>0</td></tr><tr><td>transaction.transaction\_date</td><td>Credit card transaction approval timestamp</td><td>2021-12-30T13:05:12</td></tr><tr><td>transaction.installment</td><td>Installment months</td><td>6-month</td></tr><tr><td>transaction.cc\_code</td><td>Credit card code</td><td>Visa, Master</td></tr><tr><td>transaction.cc\_number</td><td>Credit card number</td><td>3033\*\*\*\*\*\*\*\*\*\*\*\*</td></tr><tr><td>transaction.cc\_expiry</td><td>Credic card expiration date</td><td>**/**</td></tr><tr><td>transaction.approval\_code</td><td>Credit card approval code</td><td>10102312</td></tr></tbody></table>

### receipt-extractor-1.0.0 (Deprecated)

An extractor model for paper receipts, that include store descriptions and list of items. Works best for Korean receipts.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2023-04-11</td></tr></tbody></table>

#### Field descriptions

<table><thead><tr><th>Field</th><th>Description</th><th>Example value</th></tr></thead><tbody><tr><td>store.store\_name</td><td>Store name</td><td>STARBUCKS</td></tr><tr><td>store.branch\_name</td><td>Branch name</td><td>Store #333</td></tr><tr><td>store.store\_registration\_number</td><td>Store registration number</td><td>888-21-11234</td></tr><tr><td>store.store\_address</td><td>Store address</td><td>11111 State Route 1 Monroe, WA</td></tr><tr><td>store.store\_phone\_number</td><td>Store phone number</td><td>(360)888-1234</td></tr><tr><td>menu.product\_name</td><td>Product name</td><td>Cheese Danish</td></tr><tr><td>menu.unit\_product\_quantity</td><td>Product quantity</td><td>1</td></tr><tr><td>menu.unit\_product\_price</td><td>Unit price</td><td>5</td></tr><tr><td>menu.unit\_product\_discounted\_price</td><td>Discount amount per item</td><td>0.5</td></tr><tr><td>menu.unit\_product\_discounted\_reason</td><td>Discount details/reasons per item</td><td>buy 1 get 1 free</td></tr><tr><td>menu.unit\_product\_discounted\_quantity</td><td>Discount quantity per item</td><td>1</td></tr><tr><td>menu.unit\_product\_total\_price\_before\_discount</td><td>Total amount before discount per item</td><td>5</td></tr><tr><td>menu.unit\_product\_total\_price\_after\_discount</td><td>Total amount after discount per item</td><td>5</td></tr><tr><td>menu.unit\_product\_order</td><td>Item ordering number</td><td>1</td></tr><tr><td>menu.unit\_product\_code</td><td>Item code</td><td>SQ113R</td></tr><tr><td>total.tax\_rate</td><td>Tax rate</td><td>6%</td></tr><tr><td>total.tax\_price</td><td>Tax amount</td><td>0.27</td></tr><tr><td>total.tip\_price</td><td>Tip amount</td><td>1</td></tr><tr><td>total.subtotal\_price</td><td>Subtotal amount before including tax or tip</td><td>4.5</td></tr><tr><td>total.charged\_price</td><td>Total amount charged to the consumer including tax and tip</td><td>5.77</td></tr><tr><td>total.payment\_price</td><td>Amount paid by the consumer</td><td>6</td></tr><tr><td>total.change</td><td>Change amount</td><td>0.23</td></tr><tr><td>total.card\_payment\_price</td><td>Payment amount by card</td><td>3</td></tr><tr><td>total.cash\_payment\_price</td><td>Payment amount by cash</td><td>3</td></tr><tr><td>total.point\_payment\_price</td><td>Payment amount by point</td><td>0</td></tr><tr><td>total.voucher\_payment\_price</td><td>Payment amount by voucher</td><td>0</td></tr><tr><td>total.coupon\_payment\_price</td><td>Payment amount by coupon</td><td>0</td></tr><tr><td>transaction.transaction\_date</td><td>Credit card transaction approval timestamp</td><td>2021-12-30T13:05:12</td></tr><tr><td>transaction.installment</td><td>Installment months</td><td>6-month</td></tr><tr><td>transaction.cc\_code</td><td>Credit card code</td><td>Visa, Master</td></tr><tr><td>transaction.cc\_number</td><td>Credit card number</td><td>3033\*\*\*\*\*\*\*\*\*\*\*\*</td></tr><tr><td>transaction.cc\_expiry</td><td>Credic card expiration date</td><td>**/**</td></tr><tr><td>transaction.approval\_code</td><td>Credit card approval code</td><td>10102312</td></tr></tbody></table>

## Document OCR

### ocr-260930

Document OCR now runs on the same engine as `document-parse-260930`. The `ocr` alias now points to `ocr-260930`.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-09-30</td></tr><tr><td>Capabilities</td><td>Document OCR</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### ocr-260630 (Deprecated)

> This version will be fully deprecated on **November 2, 2026 (KST)**. Requests naming it will return an error after that date. Please migrate to the [`ocr`](/docs/models/document-ocr) alias.

Strengthened Japanese support with expanded recognition of Japanese kanji and special symbols, along with improved handwriting recognition accuracy. Introduced a DETR-based text detector that improves detection of large text and words with narrow line spacing while increasing throughput by 60%. Serving stability was also improved through patchify logic and concurrent request processing enhancements.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-06-30</td></tr><tr><td>Capabilities</td><td>Document OCR</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### ocr-250904 (Deprecated)

> This version will be fully deprecated on **October 12, 2026 (KST)**. Requests naming it will return an error after that date. Please migrate to the [`ocr`](/docs/models/document-ocr) alias.

Improved Japanese text recognition performance with accuracy gains in both scene text (89.39% → 91.70%) and document text (95.19% → 96.72%). Maximum number of pages per file increased from 30 to 100 pages.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2025-09-04</td></tr><tr><td>Capabilities</td><td>Document OCR</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li></ul></td></tr></tbody></table>

### ocr-2.2.1 (Deprecated)

> This version was deprecated on **October 13, 2025**. Please upgrade to the [`ocr`](/docs/models/document-ocr) alias.

An OCR model specialized for English and Korean, with additional support for Japanese and Chinese character sets (Hanja, Hanzi, and Kanji). Resilient against real-world images, including wrinkled papers and rotated text.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-06-11</td></tr><tr><td>Capabilities</td><td>Document OCR</td></tr><tr><td>Available platforms</td><td><ul><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-anvrh24vv3yiw)</li><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### ocr-2.1.1 (Deprecated)

> This version has been deprecated. Please upgrade to the [`ocr`](/docs/models/document-ocr) alias.

Improved text detection for single characters and special characters.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-04-04</td></tr><tr><td>Capabilities</td><td>Document OCR</td></tr></tbody></table>

### ocr-2.1.0 (Deprecated)

> This version has been deprecated. Please upgrade to the [`ocr`](/docs/models/document-ocr) alias.

Additional support for Hanja, Hanzi and Kanji. Improved accuracy and performance.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-02-28</td></tr><tr><td>Capabilities</td><td>Document OCR</td></tr></tbody></table>

### ocr-1.0.0 (Deprecated)

> This version has been deprecated. Please upgrade to the [`ocr`](/docs/models/document-ocr) alias.

An OCR model specialized for English and Korean. Resilient against real-world images, including wrinkled papers and rotated text.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2023-04-10</td></tr><tr><td>Capabilities</td><td>Document OCR</td></tr></tbody></table>

## Embed

### solar-embedding-2-query

Query Embedding model with an 8k context limit and 1024-dimensional vectors. Optimized for embedding user's questions in information-seeking tasks such as retrieval & reranking.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-06-30</td></tr><tr><td>Capabilities</td><td>Embeddings</td></tr><tr><td>Context length</td><td>8,000</td></tr><tr><td>Vector dimensions</td><td>1,024</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-dm6frbhyivjeu?sr=0-12\&ref_=beagle\&applicationId=AWSMPContessa)</li><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### solar-embedding-2-passage

Passage Embedding model with an 8k context limit and 1024-dimensional vectors. Optimized for embedding documents or texts to be searched.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-06-30</td></tr><tr><td>Capabilities</td><td>Embeddings</td></tr><tr><td>Context length</td><td>8,000</td></tr><tr><td>Vector dimensions</td><td>1,024</td></tr><tr><td>Available platforms</td><td><ul><li>Upstage Console</li><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-dm6frbhyivjeu?sr=0-12\&ref_=beagle\&applicationId=AWSMPContessa)</li><li>[On-premises](https://www.upstage.ai/contact-us?utm_medium=console\&utm_source=docs-models\&utm_content=text-link)</li></ul></td></tr></tbody></table>

### solar-embedding-1-large-query (Deprecated)

> This version will be fully deprecated on **December 31, 2026 (UTC)**. Requests naming it will return an error after that date. Please migrate to [`solar-embedding-2-query`](/docs/models/history#solar-embedding-2-query).

Solar-based Query Embedding model with a 4k context limit. This model is optimized for embedding user's question in information-seeking tasks such as retrieval & reranking. <a href="https://www.upstage.ai/blog/en/solar-embedding-1-large?utm_medium=console&utm_source=docs-models" target="_blank">Learn more</a>.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-05-10</td></tr><tr><td>Capabilities</td><td>Embeddings</td></tr><tr><td>Context length</td><td>4,000</td></tr><tr><td>Available platforms</td><td><ul><li>[AWS Marketplace](https://aws.amazon.com/marketplace/pp/prodview-dldbdmws5l52i)</li><li>[Datastax](https://docs.datastax.com/en/astra-db-serverless/integrations/embedding-providers/upstage-ai.html)</li><li>Upstage Console</li></ul></td></tr></tbody></table>

### solar-embedding-1-large-passage (Deprecated)

> This version will be fully deprecated on **December 31, 2026 (UTC)**. Requests naming it will return an error after that date. Please migrate to [`solar-embedding-2-passage`](/docs/models/history#solar-embedding-2-passage).

Solar-based Passage Embedding model with a 4k context limit. This model is optimized for embedding documents or texts to be searched. <a href="https://www.upstage.ai/blog/en/solar-embedding-1-large?utm_medium=console&utm_source=docs-models" target="_blank">Learn more</a>.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-05-10</td></tr><tr><td>Capabilities</td><td>Embeddings</td></tr><tr><td>Context length</td><td>4,000</td></tr><tr><td>Available platforms</td><td>Upstage Console</td></tr></tbody></table>

## Groundedness Check

### groundedness-check-240502 `beta` (Deprecated)

> This version was deprecated on **October 21, 2025**.

Solar Mini based groundedness checking model. (Previously called "solar-1-mini-groundedness-check") <a href="https://www.upstage.ai/blog/en/llm-rag-groundedness-check?utm_medium=console&utm_source=docs-models" target="_blank">Learn more</a>.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2024-05-02</td></tr><tr><td>Context length</td><td>32,768</td></tr><tr><td>Capabilities</td><td>Groundedness checking</td></tr><tr><td>Available platforms</td><td>Upstage Console</td></tr></tbody></table>

## Solar Decide

### solar-decide `beta`

Solar Decide is Upstage's structured decision model, served as a System One endpoint on Solar Mini 4. Send a state along with typed questions, and it returns a choice, a score, or a yes/no answer, each with a calibrated probability taken directly from the model rather than written out as text. Because it generates no prose, each decision takes a single forward pass and output tokens are free. With a 512K context window, an entire document can serve as the state. Solar Decide uses the same `/v1/systemone` schema as Jev, bringing Solar Mini 4's strong Korean understanding to routing, classification, and policy checks.

<table><tbody><tr><td align="left" width="200px">Release date</td><td>2026-09-22</td></tr><tr><td>Base model</td><td>Solar Mini 4</td></tr><tr><td>Context length</td><td>512K</td></tr><tr><td>Endpoint</td><td>`POST /v1/systemone`</td></tr><tr><td>Question types</td><td>`choice`, `score`, `noul`</td></tr><tr><td>Capabilities</td><td>Structured decisions with calibrated probabilities</td></tr><tr><td>Available platforms</td><td>Upstage Console</td></tr></tbody></table>