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3 items · 2 sources · 3 days

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Operational story trace

Reasoning Question

Current stateDevelopingstatus changed Oct 27

Latest change

DocSkill (Oct 27) applies skill-integrated agentic reasoning to multilingual multi-hop document QA, where evidence spans complex layouts, pages and languages.

Earlier contextThe story so far

Three arXiv papers in five days attack question answering over structured content: tables in document images, knowledge graphs without labeled questions, and multilingual multi-hop documents. All three add structure or self-evaluation around the model instead of relying on a single pass.

editor-curated · source-linked

Arc

Oct 23Oct 27 · now
TABLES · Oct 23
Cycle-of-Thought adds self-evaluation to table VQA
1 source · show source ▾
GRAPHS · Oct 26
Evolve on Graph trains KG reasoning without question annotations
1 source · show source ▾
NOW · Oct 27
DocSkill brings skills to multilingual multi-hop document QA
1 source · show source ▾

What to watch — open questions

  • Do any of the three papers release code or evaluation harnesses that others can reproduce?
  • Does DocSkill report gains over single-pass baselines on multilingual document benchmarks?
How this thread was built
editor wrote the arc · 3 beatswatcher 1 status change

Storylines are threaded mechanically from the feed: stories that share a distinctive anchor across multiple days and sources. Each item links to its original source. The evidence trace, current state, and open questions are written by the editor routine and refreshed whenever a new beat lands.