Author

Tianyun Zhong

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#natural language process... Jul 2025

Beyond Isolated Dots: Benchmarking Structured Table Construction as Deep Knowledge Extraction

AOE (Arranged and Organized Extraction), a bilingual benchmark that evaluates LLMs'ability to distill long-form, multi-document inputs into structured tables, is introduced, revealing that structured extraction from long contexts remains a fundamental challenge - an"Area of Effect"(AOE) that impacts all tested systems.

Tian-Yun Zhong, Guozhao Mo, Yan-Jiang Liu et al. · arXiv.org · 0 citations

Jul 2026

Before the Action: Benchmarking LLMs on Prospective Hypothesis Discovery

Results support treating PHD as a distinct target for evaluating how LLMs formulate investigative directions when final conclusions are withheld, with gains for several lower-performing models on HypoArena but regressions for other systems, including a top-performing model.

Tianyun Zhong, Wangyi Jiang, Wei Wang et al. · arXiv.org · 0 citations