大模型推理能力 - arXivDaily 专题

2412.16187 2025-06-06 cs.LG cs.AI cs.CL cs.DS cs.PF 67%

HashEvict: A Pre-Attention KV Cache Eviction Strategy using Locality-Sensitive Hashing

Minghui Liu, Tahseen Rabbani, Tony O'Halloran, Ananth Sankaralingam, Mary-Anne Hartley, Furong Huang, Cornelia Fermüller, Yiannis Aloimonos

机构 * University of Maryland（马里兰大学）； Yale University（耶鲁大学）； University of Galway（Galway大学）； University of Maryland Capital One（马里兰大学Capital One）

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 10 pages, 6 figures, 2 tables

2410.12872 2025-06-06 cs.CL cs.AI cs.CY cs.LG 67%

Not All Options Are Created Equal: Textual Option Weighting for Token-Efficient LLM-Based Knowledge Tracing

JongWoo Kim, SeongYeub Chu, Bryan Wong, Mun Yi

机构 * KAIST（韩国科学技术院）

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 11 pages

2505.20322 2025-06-04 cs.CL cs.AI cs.CV cs.IR cs.LG 67%

Beyond Prompt Engineering: Robust Behavior Control in LLMs via Steering Target Atoms

Mengru Wang, Ziwen Xu, Shengyu Mao, Shumin Deng, Zhaopeng Tu, Huajun Chen, Ningyu Zhang

机构 * Zhejiang University（浙江大学）； Tencent（腾讯）； National University of Singapore（新加坡国立大学）； NUS-NCS Joint Lab（新加坡国立大学NCS联合实验室）

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments ACL 2025

2505.18458 2025-06-03 cs.DB cs.AI cs.CL cs.IR cs.LG 67%

A Survey of LLM $\times$ DATA

Xuanhe Zhou, Junxuan He, Wei Zhou, Haodong Chen, Zirui Tang, Haoyu Zhao, Xin Tong, Guoliang Li, Youmin Chen, Jun Zhou, Zhaojun Sun, Binyuan Hui, Shuo Wang, Conghui He, Zhiyuan Liu, Jingren Zhou, Fan Wu

机构 * Shanghai Jiao Tong University（上海交通大学）； Tsinghua University（清华大学）； Alibaba Group（阿里巴巴集团）； Shanghai AI Laboratory（上海人工智能实验室）

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Please refer to the paper list at: https://github.com/weAIDB/awesome-data-llm

2502.01179 2025-05-30 cs.CL cs.AI cs.LG 67%

Joint Localization and Activation Editing for Low-Resource Fine-Tuning

Wen Lai, Alexander Fraser, Ivan Titov

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted by ICML 2025 (camera-ready version). The code is released at https://github.com/wenlai-lavine/jola

2502.13458 2025-05-29 cs.CL cs.AI cs.CR cs.LG 67%

ThinkGuard: Deliberative Slow Thinking Leads to Cautious Guardrails

Xiaofei Wen, Wenxuan Zhou, Wenjie Jacky Mo, Muhao Chen

机构 * University of California, Davis（加州大学戴维斯分校）； University of Southern California（南加州大学）

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments ACL 2025

2505.18412 2025-05-27 cs.CV cs.HC 67%

Rehabilitation Exercise Quality Assessment and Feedback Generation Using Large Language Models with Prompt Engineering

Jessica Tang, Ali Abedi, Tracey J. F. Colella, Shehroz S. Khan

机构 * KITE Research Institute（KITE研究 institute）； Toronto Rehabilitation Institute（多伦多康复研究所）； University Health Network（大学健康网络）； Faculty of Applied Science and Engineering（应用科学与工程学院）； University of Toronto（多伦多大学）； College of Engineering and Technology（工程与技术学院）； American University of the Middle East（中东美国大学）

专题命中其他推理：reasoning(abstract)；chain-of-thought(abstract)

Comments 16 pages, 3 figures, 5 tables

2410.13852 2025-05-22 cs.CL cs.AI cs.CV cs.LG 67%

Retrospective Learning from Interactions

Zizhao Chen, Mustafa Omer Gul, Yiwei Chen, Gloria Geng, Anne Wu, Yoav Artzi

机构 * Department of Computer Science and Cornell Tech, Cornell University（计算机科学系和康奈尔科技学院，康奈尔大学）

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

2504.19627 2025-05-20 cs.CL cs.AI cs.CV cs.LG 67%

VCM: Vision Concept Modeling Based on Implicit Contrastive Learning with Vision-Language Instruction Fine-Tuning

Run Luo, Renke Shan, Longze Chen, Ziqiang Liu, Lu Wang, Min Yang, Xiaobo Xia

机构 * Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究所）； University of Chinese Academy of Sciences（中国科学院大学）； National University of Singapore（新加坡国立大学）； MoE Key Laboratory of Brain-inspired Intelligent Perception and Cognition, University of Science and Technology of China（中国科学技术大学脑启发智能感知与认知教育部重点实验室）

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments VCM

2411.03883 2025-04-24 cs.CL cs.AI cs.LG 67%

MEG: Medical Knowledge-Augmented Large Language Models for Question Answering

Laura Cabello, Carmen Martin-Turrero, Uchenna Akujuobi, Anders Søgaard, Carlos Bobed

机构 * University of Copenhagen（哥本哈根大学）； Sony AI（索尼人工智能）； University of Zaragoza（阿拉维萨大学）

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

2405.01744 2025-04-18 cs.LG cs.AI cs.CL stat.ME 67%

ALCM: Autonomous LLM-Augmented Causal Discovery Framework

Elahe Khatibi, Mahyar Abbasian, Zhongqi Yang, Iman Azimi, Amir M. Rahmani

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

2407.12879 2025-04-17 cs.CL cs.AI cs.LG 67%

Large Visual-Language Models Are Also Good Classifiers: A Study of In-Context Multimodal Fake News Detection

Ye Jiang, Yimin Wang

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Withdraw for new experiments

2004.13821 2025-04-15 cs.CL cs.AI cs.LG 67%

Fine-tuning Multi-hop Question Answering with Hierarchical Graph Network

Guanming Xiong

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Incomplete Work

2501.15140 2025-04-01 cs.CV cs.AI cs.CL cs.LG 67%

Analyzing and Boosting the Power of Fine-Grained Visual Recognition for Multi-modal Large Language Models

Hulingxiao He, Geng Li, Zijun Geng, Jinglin Xu, Yuxin Peng

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Published as a conference paper at ICLR 2025. The model is available at https://huggingface.co/StevenHH2000/Finedefics

2410.10870 2025-04-01 cs.CL cs.AI cs.LG 67%

PortLLM: Personalizing Evolving Large Language Models with Training-Free and Portable Model Patches

Rana Muhammad Shahroz Khan, Pingzhi Li, Sukwon Yun, Zhenyu Wang, Shahriar Nirjon, Chau-Wai Wong, Tianlong Chen

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

2411.07279 2025-03-26 cs.AI cs.CL cs.LG 67%

The Surprising Effectiveness of Test-Time Training for Few-Shot Learning

Ekin Akyürek, Mehul Damani, Adam Zweiger, Linlu Qiu, Han Guo, Jyothish Pari, Yoon Kim, Jacob Andreas

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Preprint

2412.00876 2025-03-24 cs.CV cs.AI cs.CL cs.LG 67%

Dynamic-LLaVA: Efficient Multimodal Large Language Models via Dynamic Vision-language Context Sparsification

Wenxuan Huang, Zijie Zhai, Yunhang Shen, Shaosheng Cao, Fei Zhao, Xiangfeng Xu, Zheyu Ye, Yao Hu, Shaohui Lin

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted to ICLR 2025. Code is available at https://github.com/Osilly/dynamic_llava

2406.11402 2025-03-13 cs.CL cs.AI cs.LG 67%

Are Small Language Models Ready to Compete with Large Language Models for Practical Applications?

Neelabh Sinha, Vinija Jain, Aman Chadha

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted at The Fifth Workshop on Trustworthy Natural Language Processing (TrustNLP 2025) in Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL), 2025. 8 pages + references + Appendix

2406.08155 2025-02-26 cs.LG cs.AI cs.CL 67%

QuantMoE-Bench: Examining Post-Training Quantization for Mixture-of-Experts

Pingzhi Li, Xiaolong Jin, Zhen Tan, Yu Cheng, Tianlong Chen

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Our code for reproducing all our experiments is provided at https://github.com/UNITES-Lab/moe-quantization

2502.15696 2025-02-25 cs.CL cs.AI cs.IR cs.LG 67%

Integrating Domain Knowledge into Large Language Models for Enhanced Fashion Recommendations

Zhan Shi, Shanglin Yang

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

2502.15603 2025-02-24 cs.CL cs.AI cs.LG 67%

Do Multilingual LLMs Think In English?

Lisa Schut, Yarin Gal, Sebastian Farquhar

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Main paper 9 pages; including appendix 48 pages

2502.14255 2025-02-21 cs.CL cs.AI cs.ET cs.LG 67%

Effects of Prompt Length on Domain-specific Tasks for Large Language Models

Qibang Liu, Wenzhe Wang, Jeffrey Willard

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

2405.16406 2025-02-21 cs.LG cs.AI cs.CL cs.CV 67%

SpinQuant: LLM quantization with learned rotations

Zechun Liu, Changsheng Zhao, Igor Fedorov, Bilge Soran, Dhruv Choudhary, Raghuraman Krishnamoorthi, Vikas Chandra, Yuandong Tian, Tijmen Blankevoort

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments ICLR 2025

2502.07292 2025-02-12 cs.HC 67%

Investigating Creativity in Humans and Generative AI Through Circles Exercises

Runlin Duan, Shao-Kang Hsia, Yuzhao Chen, Yichen Hu, Ming Yin, Karthik Ramani

专题命中其他推理：chain-of-thought(abstract)；CoT(abstract)

2411.16646 2025-02-11 cs.CL cs.AI cs.LG 67%

Self-Generated Critiques Boost Reward Modeling for Language Models

Yue Yu, Zhengxing Chen, Aston Zhang, Liang Tan, Chenguang Zhu, Richard Yuanzhe Pang, Yundi Qian, Xuewei Wang, Suchin Gururangan, Chao Zhang, Melanie Kambadur, Dhruv Mahajan, Rui Hou

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted to NAACL 2025 (Main Conference)

Journal ref NAACL 2025

2405.15973 2025-02-11 cs.CV cs.AI cs.CL cs.LG 67%

Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement

Xiyao Wang, Jiuhai Chen, Zhaoyang Wang, Yuhang Zhou, Yiyang Zhou, Huaxiu Yao, Tianyi Zhou, Tom Goldstein, Parminder Bhatia, Furong Huang, Cao Xiao

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments NAACL 2025 Findings

2502.02040 2025-02-05 cs.CL cs.AI cs.LG 67%

M2R2: Mixture of Multi-Rate Residuals for Efficient Transformer Inference

Nikhil Bhendawade, Mahyar Najibi, Devang Naik, Irina Belousova

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

2410.06331 2025-02-04 cs.CL cs.AI cs.LG 67%

Locate-then-edit for Multi-hop Factual Recall under Knowledge Editing

Zhuoran Zhang, Yongxiang Li, Zijian Kan, Keyuan Cheng, Lijie Hu, Di Wang

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 24 pages

2406.12433 2025-02-04 cs.IR 67%

LLM4Rerank: LLM-based Auto-Reranking Framework for Recommendations

Jingtong Gao, Bo Chen, Weiwen Liu, Xiangyang Li, Yichao Wang, Wanyu Wang, Huifeng Guo, Ruiming Tang, Xiangyu Zhao

专题命中其他推理：chain-of-thought(abstract)；CoT(abstract)

2501.17186 2025-01-31 cs.AI cs.CL cs.LG 67%

Complete Chess Games Enable LLM Become A Chess Master

Yinqi Zhang, Xintian Han, Haolong Li, Kedi Chen, Shaohui Lin

专题命中其他推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments NAACL 2025

1. 其他推理 5849 篇

HashEvict: A Pre-Attention KV Cache Eviction Strategy using Locality-Sensitive Hashing

Not All Options Are Created Equal: Textual Option Weighting for Token-Efficient LLM-Based Knowledge Tracing

Beyond Prompt Engineering: Robust Behavior Control in LLMs via Steering Target Atoms

A Survey of LLM $\times$ DATA

Joint Localization and Activation Editing for Low-Resource Fine-Tuning

ThinkGuard: Deliberative Slow Thinking Leads to Cautious Guardrails

Rehabilitation Exercise Quality Assessment and Feedback Generation Using Large Language Models with Prompt Engineering

Retrospective Learning from Interactions

VCM: Vision Concept Modeling Based on Implicit Contrastive Learning with Vision-Language Instruction Fine-Tuning

MEG: Medical Knowledge-Augmented Large Language Models for Question Answering

ALCM: Autonomous LLM-Augmented Causal Discovery Framework

Large Visual-Language Models Are Also Good Classifiers: A Study of In-Context Multimodal Fake News Detection

Fine-tuning Multi-hop Question Answering with Hierarchical Graph Network

Analyzing and Boosting the Power of Fine-Grained Visual Recognition for Multi-modal Large Language Models

PortLLM: Personalizing Evolving Large Language Models with Training-Free and Portable Model Patches

The Surprising Effectiveness of Test-Time Training for Few-Shot Learning

Dynamic-LLaVA: Efficient Multimodal Large Language Models via Dynamic Vision-language Context Sparsification

Are Small Language Models Ready to Compete with Large Language Models for Practical Applications?

QuantMoE-Bench: Examining Post-Training Quantization for Mixture-of-Experts

Integrating Domain Knowledge into Large Language Models for Enhanced Fashion Recommendations

Do Multilingual LLMs Think In English?

Effects of Prompt Length on Domain-specific Tasks for Large Language Models

SpinQuant: LLM quantization with learned rotations

Investigating Creativity in Humans and Generative AI Through Circles Exercises

Self-Generated Critiques Boost Reward Modeling for Language Models

Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement

M2R2: Mixture of Multi-Rate Residuals for Efficient Transformer Inference

Locate-then-edit for Multi-hop Factual Recall under Knowledge Editing

LLM4Rerank: LLM-based Auto-Reranking Framework for Recommendations

Complete Chess Games Enable LLM Become A Chess Master