Author

Yan-Jiang Liu

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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

#artificial intelligence Review Sep 2026

Atria Dawn: The Dawn of Agentic Superintelligence

Atria Dawn Preview is introduced, a foundation agentic language model designed for scientific research and engineering workflows, with the goal of expanding the frontier of agent productivity in the real world.

Honglin Guo, Tao Gui, Kun Cai et al. · 0 citations

Navigating the Inﬁnite Dynamic Web Space: Effective In-Context Exploration via Cognitive Multi-Agent Collaboration

Inspired by the human cognitive planning process, HintNav-igator achieves state-of-the-art performance among open-source LLM agents, surpassing proprietary model Claude-3.5 Sonnet on the WebArena benchmark.

Guozhao Mo, Yan-Jiang Liu, Yafei Shi et al. · 0 citations