Large Language Models for Outpatient Referral: Problem Definition, Benchmarking and Challenges

Authors: Liu, Xiaoxiao, Xiao, Qingying, Chen, Junying, Feng, Xiangyi, Wu, Xiangbo, Zhang, Bairui, Wan, Xiang, Chang, Jian, Yu, Guangjun, Hu, Yan, Wang, Benyou

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2503.08292

S2S-Arena, Evaluating Speech2Speech Protocols on Instruction Following with Paralinguistic Information

Authors: Jiang, Feng, Lin, Zhiyu, Bu, Fan, Du, Yuhao, Wang, Benyou, Li, Haizhou

Subject Terms: Computer Science - Computation and Language, Computer Science - Sound, Electrical Engineering and Systems Science - Audio and Speech Processing

Access URL: http://arxiv.org/abs/2503.05085

The First Few Tokens Are All You Need: An Efficient and Effective Unsupervised Prefix Fine-Tuning Method for Reasoning Models

Authors: Ji, Ke, Xu, Jiahao, Liang, Tian, Liu, Qiuzhi, He, Zhiwei, Chen, Xingyu, Liu, Xiaoyuan, Wang, Zhijie, Chen, Junying, Wang, Benyou, Tu, Zhaopeng, Mi, Haitao, Yu, Dong

Subject Terms: Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2503.02875

NavigateDiff: Visual Predictors are Zero-Shot Navigation Assistants

Authors: Qin, Yiran, Sun, Ao, Hong, Yuze, Wang, Benyou, Zhang, Ruimao

Subject Terms: Computer Science - Robotics, Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2502.13894

Soundwave: Less is More for Speech-Text Alignment in LLMs

Authors: Zhang, Yuhao, Liu, Zhiheng, Bu, Fan, Zhang, Ruiyu, Wang, Benyou, Li, Haizhou

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Sound

Access URL: http://arxiv.org/abs/2502.12900

Towards Understanding Fine-Tuning Mechanisms of LLMs via Circuit Analysis

Authors: Wang, Xu, Hu, Yan, Du, Wenyu, Cheng, Reynold, Wang, Benyou, Zou, Difan

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2502.11812

Uncertainty-Aware Search and Value Models: Mitigating Search Scaling Flaws in LLMs

Authors: Yu, Fei, Li, Yingru, Wang, Benyou

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2502.11155

Federated Linear Dueling Bandits

Authors: Huang, Xuhan, Hu, Yan, Li, Zhiyan, Wang, Zhiyong, Wang, Benyou, Dai, Zhongxiang

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2502.01085

TwinMarket: A Scalable Behavioral and Social Simulation for Financial Markets

Authors: Yang, Yuzhe, Zhang, Yifei, Wu, Minghao, Zhang, Kaidi, Zhang, Yunmiao, Yu, Honghai, Hu, Yan, Wang, Benyou

Subject Terms: Computer Science - Computational Engineering, Finance, and Science, Computer Science - Computers and Society

Access URL: http://arxiv.org/abs/2502.01506

Scaling Flaws of Verifier-Guided Search in Mathematical Reasoning

Authors: Yu, Fei, Li, Yingru, Wang, Benyou

Subject Terms: Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2502.00271

RealCritic: Towards Effectiveness-Driven Evaluation of Language Model Critiques

Authors: Tang, Zhengyang, Li, Ziniu, Xiao, Zhenyang, Ding, Tian, Sun, Ruoyu, Wang, Benyou, Liu, Dayiheng, Huang, Fei, Liu, Tianyu, Yu, Bowen, Lin, Junyang

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2501.14492

Enabling Scalable Oversight via Self-Evolving Critic

Authors: Tang, Zhengyang, Li, Ziniu, Xiao, Zhenyang, Ding, Tian, Sun, Ruoyu, Wang, Benyou, Liu, Dayiheng, Huang, Fei, Liu, Tianyu, Yu, Bowen, Lin, Junyang

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2501.05727

RAG-Instruct: Boosting LLMs with Diverse Retrieval-Augmented Instructions

Authors: Liu, Wanlong, Chen, Junying, Ji, Ke, Zhou, Li, Chen, Wenyu, Wang, Benyou

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2501.00353

On the Compositional Generalization of Multimodal LLMs for Medical Imaging

Authors: Cai, Zhenyang, Chen, Junying, Wang, Rongsheng, Wang, Weihong, Deng, Yonglin, Song, Dingjie, Chen, Yize, Zhang, Zixu, Wang, Benyou

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, Computer Science - Computation and Language, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2412.20070

HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Authors: Chen, Junying, Cai, Zhenyang, Ji, Ke, Wang, Xidong, Liu, Wanlong, Wang, Rongsheng, Hou, Jianye, Wang, Benyou

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2412.18925

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement

Authors: Du, Yuhao, Chen, Shunian, Zan, Wenbo, Li, Peizhao, Wang, Mingxuan, Song, Dingjie, Li, Bo, Hu, Yan, Wang, Benyou

Subject Terms: Computer Science - Human-Computer Interaction, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2412.14203

Second Language (Arabic) Acquisition of LLMs via Progressive Vocabulary Expansion

Authors: Zhu, Jianqing, Huang, Huang, Lin, Zhihang, Liang, Juhao, Tang, Zhengyang, Almubarak, Khalid, Alharthik, Abdulmohsen, An, Bang, He, Juncai, Wu, Xiangbo, Yu, Fei, Chen, Junying, Ma, Zhuoheng, Du, Yuhao, Zhang, He, Alghamdi, Emad A., Zhang, Lian, Sun, Ruoyu, Li, Haizhou, Wang, Benyou, Xu, Jinchao

Subject Terms: Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2412.12310

Alignment at Pre-training! Towards Native Alignment for Arabic LLMs

Authors: Liang, Juhao, Cai, Zhenyang, Zhu, Jianqing, Huang, Huang, Zong, Kewei, An, Bang, Alharthi, Mosen, He, Juncai, Zhang, Lian, Li, Haizhou, Wang, Benyou, Xu, Jinchao

Subject Terms: Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2412.03253

AV-Odyssey Bench: Can Your Multimodal LLMs Really Understand Audio-Visual Information?

Authors: Gong, Kaixiong, Feng, Kaituo, Li, Bohao, Wang, Yibing, Cheng, Mofan, Yang, Shijia, Han, Jiaming, Wang, Benyou, Bai, Yutong, Yang, Zhuoran, Yue, Xiangyu

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, Computer Science - Computation and Language, Computer Science - Multimedia, Computer Science - Sound, Electrical Engineering and Systems Science - Audio and Speech Processing

Access URL: http://arxiv.org/abs/2412.02611

Both Text and Images Leaked! A Systematic Analysis of Multimodal LLM Data Contamination

Authors: Song, Dingjie, Lai, Sicheng, Chen, Shunian, Sun, Lichao, Wang, Benyou

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, Computer Science - Computation and Language, Computer Science - Multimedia

Access URL: http://arxiv.org/abs/2411.03823