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Baidu releases Unlimited OCR with constant KV cache for long documents

By PulseAugur Editorial · [15 sources] ·

Baidu has released Unlimited OCR, a 3-billion-parameter Mixture-of-Experts model designed for efficient long-document parsing. The model utilizes Reference Sliding Window Attention (R-SWA) to maintain a constant KV cache, overcoming the memory and speed limitations of traditional OCR models that struggle with extended outputs. This innovation allows Unlimited OCR to process dozens of pages in a single forward pass, achieving state-of-the-art performance on benchmarks like OmniDocBench v1.5. AI

IMPACT Sets a new standard for long-document OCR, potentially accelerating enterprise adoption of AI for document processing.

RANK_REASON New model release from a major AI lab (Baidu) with novel technical approach.

Read on MarkTechPost →

AI-generated summary · Google Gemini · from 15 sources. How we write summaries →

Baidu releases Unlimited OCR with constant KV cache for long documents

COVERAGE [15]

  1. Hugging Face Trending Models TIER_1 (ET) · baidu ·

    baidu/Unlimited-OCR

    image-text-to-text · 47 downloads · 55 likes

  2. MarkTechPost TIER_1 English(EN) · Asif Razzaq ·

    Baidu Releases Unlimited OCR, a 3B Model That Keeps the KV Cache Flat for Long-Document Parsing

    <p>Baidu open-sourced Unlimited OCR, a 3B-parameter MoE model that parses dozens of document pages in a single forward pass. Its Reference Sliding Window Attention (R-SWA) holds the KV cache constant, so memory and latency stay flat as output grows. It scores 93.23 on OmniDocBenc…

  3. Pandaily TIER_1 English(EN) · [email protected] (Pandaily) ·

    Baidu Unveils Unlimited-OCR: Constant KV Cache Delivers SOTA Performance on Long Documents

    Baidu Unveils Unlimited-OCR: Constant KV Cache Delivers SOTA Performance on Long Documents

  4. Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] ·

    Baidu has open-sourced Unlimited OCR, a 3B-parameter AI model that keeps KV cache flat when parsing long documents. The model uses Reference Sliding Window Atte

    Baidu has open-sourced Unlimited OCR, a 3B-parameter AI model that keeps KV cache flat when parsing long documents. The model uses Reference Sliding Window Attention to maintain constant memory regardless of output length, scoring 93.23% on OmniDocBench. https://www. marktechpost…

  5. Lobsters — AI tag TIER_1 English(EN) · github.com via metahost ·

    Unlimited-OCR: One-shot Long-horizon OCR

    <p><a href="https://lobste.rs/s/5ej4m6/unlimited_ocr_one_shot_long_horizon_ocr">Comments</a></p>

  6. dev.to — LLM tag TIER_1 English(EN) · pueding ·

    Baidu Unlimited OCR Holds the KV Cache Constant for 40+ Pages: Reference Sliding Window Attention

    <p> </p> <p><strong>What:</strong> The <strong>Unlimited OCR release</strong> (Baidu, arXiv 2606.23050) is a <strong>3-billion-parameter open OCR model</strong> whose decoder replaces standard attention with <strong>Reference Sliding Window Attention (R-SWA)</strong> — the trick …

  7. Mastodon — fosstodon.org TIER_1 Italiano(IT) · [email protected] ·

    🧠 # Baidu presented Unlimited-OCR, an end-to-end # OCR model designed to address one of the main limitations of # LLM -based OCRs: the management of d

    🧠 # Baidu ha presentato Unlimited-OCR, un modello # OCR end-to-end pensato per affrontare uno dei limiti principali degli OCR basati su # LLM : la gestione di documenti lunghi. 👉 I dettagli: https://www. linkedin.com/posts/alessiopoma ro_baidu-ocr-llm-ugcPost-7475861096952819712-…

    LINKS linkedin.com/…/alessiopomaro_baidu-ocr-ll… alessiopomaro.it
  8. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    Unlimited-OCR: One-shot Long-horizon OCR https:// lobste.rs/s/5ej4m6 # ai https:// github.com/baidu/Unlimited-OCR

    Unlimited-OCR: One-shot Long-horizon OCR https:// lobste.rs/s/5ej4m6 # ai https:// github.com/baidu/Unlimited-OCR

    LINKS lobste.rs/…/5ej4m6 github.com/…/Unlimited-OCR
  9. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    Baidu Releases Unlimited OCR, a 3B Model That Keeps the KV Cache Flat for Long-Document Parsing Baidu open-sourced Unlimited OCR, a 3B-parameter MoE model that

    Baidu Releases Unlimited OCR, a 3B Model That Keeps the KV Cache Flat for Long-Document Parsing Baidu open-sourced Unlimited OCR, a 3B-parameter MoE model that parses dozens of document pages in a ... #AI #Paper #Summary #AI #Shorts #Applications #Artificial #Intelligence #Editor…

    LINKS awakari.com/sub-details.html awakari.com/pub-msg.html
  10. r/LocalLLaMA TIER_1 English(EN) · /u/Sporeboss ·

    Unlimited-OCR is now on ModelScope! A 3.3B multilingual OCR model for one-shot parsing across single images, multi-page documents, and PDFs. License: MIT

    <table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1ue51uk/unlimitedocr_is_now_on_modelscope_a_33b/"> <img alt="Unlimited-OCR is now on ModelScope! A 3.3B multilingual OCR model for one-shot parsing across single images, multi-page documents, and PDFs. License…

  11. Mastodon — fosstodon.org TIER_1 中文(ZH) · [email protected] ·

    🌘 GitHub - baidu/Unlimited-OCR: The Era of Unlimited OCR: Embracing the Revolution of Single-Pass Long-View Analysis ➤ Building a High-Performance, Long-Text Industrial-Grade OCR Analysis Solution ✤ https://github.com/baidu/Unlimited-OCR Baidu has open-sourced the "Unlimited-OCR" project, aiming to further push the boundaries of document analysis technology

    🌘 GitHub - baidu/Unlimited-OCR：無限 OCR 時代：迎接單次長視野解析的革命 ➤ 打造高效能、長文本的工業級 OCR 解析方案 ✤ https:// github.com/baidu/Unlimited-OCR 百度開源了「Unlimited-OCR」專案，旨在進一步推進文檔解析技術的邊界。該工具專注於「單次長視野解析」（One-shot Long-horizon Parsing），能夠高效處理單頁與多頁文件的 OCR 需求。該模型不僅支援 Huggingface Transformers 的標準推理，還針對高效能需求提供了…

    LINKS github.com/…/Unlimited-OCR
  12. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    🚀 # GitHub and # Baidu introduce "Unlimited OCR: One-Shot Long-Horizon Parsing," proving that even # AI can get lost in its own overcomplicated jargon maze. 🙄 W

    🚀 # GitHub and # Baidu introduce "Unlimited OCR: One-Shot Long-Horizon Parsing," proving that even # AI can get lost in its own overcomplicated jargon maze. 🙄 With promises of "direct agents" and "automate any workflow," it's like they've discovered the fax machine of the digital…

    LINKS github.com/…/Unlimited-OCR
  13. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    Baidu has unveiled Unlimited-OCR, a new model that solves a fundamental bottleneck in long-document transcription. By introducing Reference Sliding Window Atten

    Baidu has unveiled Unlimited-OCR, a new model that solves a fundamental bottleneck in long-document transcription. By introducing Reference Sliding Window Attention, it compresses memory from linear to constant growth, achieving 93.92 percent on the OmniDocBench benchmark. The 3B…

    LINKS pandaily.com/baidu-unlimited-ocr-constant…
  14. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    Unlimited-OCR: One-shot Long-horizon OCR https://github.com/baidu/Unlimited-OCR # AI # OCR # ComputerVision

    Unlimited-OCR: One-shot Long-horizon OCR https://github.com/baidu/Unlimited-OCR # AI # OCR # ComputerVision

    LINKS github.com/…/Unlimited-OCR
  15. Mastodon — mastodon.social TIER_1 English(EN) · AI_Tech_News_UK ·

    🔥 Unlimited OCR: One-Shot Long-Horizon Parsing Researchers have developed a new OCR (Optical Character Recognition) system that can parse long-horizon text with

    🔥 Unlimited OCR: One-Shot Long-Horizon Parsing Researchers have developed a new OCR (Optical Character Recognition) system that can parse long-horizon text with unprecedented accuracy. This technology has significant implications for document scanning and data extraction, and cou…

    LINKS aitechcodex.uk/…/2584 aitechcodex.uk/…/2584

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