ToolTree: Efficient LLM Tool Planning via Dual-Feedback Monte Carlo Tree Search and Bidirectional Pruning
Shuo Yang · Soyeon Caren Han · Yihao Ding · Shuhe Wang · Eduard H Hovy
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Shuo Yang · Soyeon Caren Han · Yihao Ding · Shuhe Wang · Eduard H Hovy
Yi Lin · Yihao Ding · Yonghui Wu · Yifan Peng
Automated 3D radiology report generation often suffers from clinical hallucinations and a lack of the iterative verification found in human practice. While recent Vision-Language Models (VLMs) have advanced the field, they typically operate as monolithic “black-box” systems without the collaborat...
Yihao Ding · Siwen Luo · Yue Dai · Yanbei Jiang · Zechuan Li · Qiang Sun · Geoffrey Martin · Wei Liu · Yifan Peng
Visually Rich Document Understanding (VRDU) has become a pivotal area of research, driven by the need to automatically interpret documents that contain intricate visual, textual, and structural elements. Recently, Multimodal Large Language Models (MLLMs) have demonstrated significant promise in t...
Puzhen Wu · Hexin Dong · Yi Lin · Yihao Ding · Yifan Peng