most citedPeer Review as A Multi-Turn and Long-Context Dialogue with Role-Based Interactions

3 citations · 5 across the 5 of their papers we have counts for

collaborators

5 papers

cs.AI2025

A Medical Multimodal Diagnostic Framework Integrating Vision-Language Models and Logic Tree Reasoning

Zelin Zang, Wenyi Gu, Siqi Ma +6

With the rapid growth of large language models (LLMs) and vision-language models (VLMs) in medicine, simply integrating clinical text and medical imaging does not guarantee reliabl…

cs.AI2025

MedLA: A Logic-Driven Multi-Agent Framework for Complex Medical Reasoning with Large Language Models

Siqi Ma, Jiajie Huang, Fan Zhang +5

Answering complex medical questions requires not only domain expertise and patient-specific information, but also structured and multi-perspective reasoning. Existing multi-agent a…

cs.CL2024★ 1 cited

Evaluating Large Language Models for Anxiety and Depression Classification using Counseling and Psychotherapy Transcripts

Junwei Sun, Siqi Ma, Yiran Fan +1

We aim to evaluate the efficacy of traditional machine learning and large language models (LLMs) in classifying anxiety and depression from long conversational transcripts. We fine…

cs.CL2024★ 1 cited

BioKGBench: A Knowledge Graph Checking Benchmark of AI Agent for Biomedical Science

Xinna Lin, Siqi Ma, Junjie Shan +5

Pursuing artificial intelligence for biomedical science, a.k.a. AI Scientist, draws increasing attention, where one common approach is to build a copilot agent driven by Large Lang…

cs.CL2024★ 3 cited

Peer Review as A Multi-Turn and Long-Context Dialogue with Role-Based Interactions

Cheng Tan, Dongxin Lyu, Siyuan Li +5

Large Language Models (LLMs) have demonstrated wide-ranging applications across various fields and have shown significant potential in the academic peer-review process. However, ex…