Author

Zhangyang Gao

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#natural language process... Review Aug 2026

When LLM Meets Tree Search: A Systematic View of Inference as Search in Large Language Models

This survey systematizes recent progress in tree-search-based reasoning, viewing inference as instance-specific optimization rather than decoding, and introduces a Unified Design Space spanning search topology, evaluation signals, and control dynamics to unify a fragmented literature.

Jiaqi Wei, Xiang Zhang, Yue-Jin Yang et al. · 0 citations

#protein folding Open access Aug 2026

Modality-chain reasoning enables multimodal protein modelling and design

ProteinReasoner is developed, a multimodal generative protein foundation model that sequentially connects amino acid sequence, evolutionary constraints and three-dimensional structure within a shared autoregressive architecture and suggests a general route towards reasoning across interdependent representations in other scientific domains.

Chaozhong Liu, Linlin Chao, Shaomin Ji et al. · bioRxiv · 1 citation