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PlutoZhou

2 accepted papers

2026

Probing How Scalable Table Data Enhances General Long-Context Reasoning

ICML 2026poster

As real-world tasks grow increasingly complex, long-context reasoning has become a core capability for Large Language Models (LLMs). However, few studies explore which data types are effective for long-context reasoning and why. We find that structured table data with periodic structures shows stron…

Cited by 0SourceScholar
2026

Search-R2: Enhancing Search-Integrated Reasoning via Actor-Refiner Collaboration

ICML 2026poster

Search-integrated reasoning enables language agents to transcend static parametric knowledge by actively querying external sources. However, training these agents via reinforcement learning is hindered by the *multi-scale credit assignment* problem: existing methods typically rely on sparse, traject…

Cited by 0SourceScholar