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NeurIPS 2026WuhanU Chinese Academy of sciencesMicrosoft Research AsiaMicrosoftMicrosoft Cloud AILLM evaluation & benchmarks

XL-DocBench: Benchmarking Evidence-Grounded Extra-Long Document Understanding

XL-DocBench introduces a human-verified benchmark for extra-long professional document understanding spanning thousands of pages with multi-page evidence, showing current systems still struggle with long-context structured reasoning.

Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang and 8 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 2 on Hugging Face

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 2/5
86%Must read
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NeurIPS 2026WuhanU Chinese Academy of sciencesMicrosoft Research AsiaMicrosoftMicrosoft Cloud AIAgent memory

DocAtlas: Long-Document Understanding as Mutable-State Interaction

DocAtlas treats long-document understanding as a mutable-state interaction process via a document harness with search, memory, and review tools, reaching 71.4% on MMLongBench-Doc and boosting a 4B VLM to 63.7% via reinforcement learning.

Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang and 7 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 1 on Hugging Face · Code ★ 12

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14/20 AI panelreviewers recommend it

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AI panel: 14 of 20 reviewers recommend it
lenient 4/5
medium 9/10
strict 1/5