大模型推理能力

RAM: Towards an Ever-Improving Memory System by Learning from Communications

Jiaqi Li, Xiaobo Wang, Wentao Ding, Zihao Wang, Yipeng Kang, Zixia Jia, Zilong Zheng

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

Call Me When Necessary: LLMs can Efficiently and Faithfully Reason over Structured Environments

Sitao Cheng, Ziyuan Zhuang, Yong Xu, Fangkai Yang, Chaoyun Zhang, Xiaoting Qin, Xiang Huang, Ling Chen, Qingwei Lin, Dongmei Zhang, Saravan Rajmohan, Qi Zhang

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

Comments Accepted by ACL 2024 Findings. 21 pages, 7 figures, 17 tables

Matching domain experts by training from scratch on domain knowledge

Xiaoliang Luo, Guangzhi Sun, Bradley C. Love

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

Comments ICML 2024 (Large Language Models and Cognition)

Leveraging Machine-Generated Rationales to Facilitate Social Meaning Detection in Conversations

Ritam Dutt, Zhen Wu, Kelly Shi, Divyanshu Sheth, Prakhar Gupta, Carolyn Penstein Rose

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

Comments To appear at The Proceedings of the Association for Computational Linguistics, 2024

Self-AMPLIFY: Improving Small Language Models with Self Post Hoc Explanations

Milan Bhan, Jean-Noel Vittaut, Nicolas Chesneau, Marie-Jeanne Lesot

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

Penetrative AI: Making LLMs Comprehend the Physical World

Huatao Xu, Liying Han, Qirui Yang, Mo Li, Mani Srivastava

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

Comments ACL Findings 2024

Enhancing Long-Term Memory using Hierarchical Aggregate Tree for Retrieval Augmented Generation

Aadharsh Aadhithya A, Sachin Kumar S, Soman K. P

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

Comments 6 pages, 2 figures

Unintended Impacts of LLM Alignment on Global Representation

Michael J. Ryan, William Held, Diyi Yang

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

Comments Accepted to ACL 2024 main conference

RA-ISF: Learning to Answer and Understand from Retrieval Augmentation via Iterative Self-Feedback

Yanming Liu, Xinyue Peng, Xuhong Zhang, Weihao Liu, Jianwei Yin, Jiannan Cao, Tianyu Du

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

Comments 20 pages, multiple figures. Providing second version RA-ISF

RAFT: Adapting Language Model to Domain Specific RAG

Tianjun Zhang, Shishir G. Patil, Naman Jain, Sheng Shen, Matei Zaharia, Ion Stoica, Joseph E. Gonzalez

专题命中 其他推理 ：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Reinforcement of Explainability of ChatGPT Prompts by Embedding Breast Cancer Self-Screening Rules into AI Responses

Yousef Khan, Ahmed Abdeen Hamed

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

Comments 9 pages, 5 figures, 3 algorithms, 1 table, submitted to the IEEE MedAI'24 Conference

Language Models Represent Beliefs of Self and Others

Wentao Zhu, Zhining Zhang, Yizhou Wang

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

Comments project page: https://walter0807.github.io/RepBelief/

DGRC: An Effective Fine-tuning Framework for Distractor Generation in Chinese Multi-choice Reading Comprehension

Runfeng Lin, Dacheng Xu, Huijiang Wang, Zebiao Chen, Yating Wang, Shouqiang Liu

专题命中 其他推理 ：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Edinburgh Clinical NLP at MEDIQA-CORR 2024: Guiding Large Language Models with Hints

Aryo Pradipta Gema, Chaeeun Lee, Pasquale Minervini, Luke Daines, T. Ian Simpson, Beatrice Alex

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

Conv-CoA: Improving Open-domain Question Answering in Large Language Models via Conversational Chain-of-Action

Zhenyu Pan, Haozheng Luo, Manling Li, Han Liu

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

Explainable Few-shot Knowledge Tracing

Haoxuan Li, Jifan Yu, Yuanxin Ouyang, Zhuang Liu, Wenge Rong, Juanzi Li, Zhang Xiong

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

OptLLM: Optimal Assignment of Queries to Large Language Models

Yueyue Liu, Hongyu Zhang, Yuantian Miao, Van-Hoang Le, Zhiqiang Li

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

Comments This paper is accepted by ICWS 2024

"Hunt Takes Hare": Theming Games Through Game-Word Vector Translation

Rabii Younès, Cook Michael

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

Comments 7 pages, PCG Workshop at FDG 2024

LLM and Simulation as Bilevel Optimizers: A New Paradigm to Advance Physical Scientific Discovery

Pingchuan Ma, Tsun-Hsuan Wang, Minghao Guo, Zhiqing Sun, Joshua B. Tenenbaum, Daniela Rus, Chuang Gan, Wojciech Matusik

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

Comments ICML 2024

CEHR-GPT: Generating Electronic Health Records with Chronological Patient Timelines

Chao Pang, Xinzhuo Jiang, Nishanth Parameshwar Pavinkurve, Krishna S. Kalluri, Elise L. Minto, Jason Patterson, Linying Zhang, George Hripcsak, Gamze Gürsoy, Noémie Elhadad, Karthik Natarajan

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

Making Retrieval-Augmented Language Models Robust to Irrelevant Context

Ori Yoran, Tomer Wolfson, Ori Ram, Jonathan Berant

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

Can Large Language Models put 2 and 2 together? Probing for Entailed Arithmetical Relationships

D. Panas, S. Seth, V. Belle

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

Multi-hop Question Answering over Knowledge Graphs using Large Language Models

Abir Chakraborty

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

Recall, Retrieve and Reason: Towards Better In-Context Relation Extraction

Guozheng Li, Peng Wang, Wenjun Ke, Yikai Guo, Ke Ji, Ziyu Shang, Jiajun Liu, Zijie Xu

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

Comments IJCAI 2024

LLM-FP4: 4-Bit Floating-Point Quantized Transformers

Shih-yang Liu, Zechun Liu, Xijie Huang, Pingcheng Dong, Kwang-Ting Cheng

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

Comments EMNLP 2023 Main Conference

Journal ref Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing

Automated Data Visualization from Natural Language via Large Language Models: An Exploratory Study

Yang Wu, Yao Wan, Hongyu Zhang, Yulei Sui, Wucai Wei, Wei Zhao, Guandong Xu, Hai Jin

专题命中 其他推理 ：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Evaluating Class Membership Relations in Knowledge Graphs using Large Language Models

Bradley P. Allen, Paul T. Groth

专题命中 其他推理 ：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Comments 11 pages, 1 figure, 2 tables, accepted at the European Semantic Web Conference Special Track on Large Language Models for Knowledge Engineering, Hersonissos, Crete, GR, May 2024, for associated code and data, see https://github.com/bradleypallen/evaluating-kg-class-memberships-using-llms

Multimodal Large Language Models to Support Real-World Fact-Checking

Jiahui Geng, Yova Kementchedjhieva, Preslav Nakov, Iryna Gurevych

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

Adapting Large Language Models for Education: Foundational Capabilities, Potentials, and Challenges

Qingyao Li, Lingyue Fu, Weiming Zhang, Xianyu Chen, Jingwei Yu, Wei Xia, Weinan Zhang, Ruiming Tang, Yong Yu

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

Comments 31 pages, 5 figures, 1 table

"HOT" ChatGPT: The promise of ChatGPT in detecting and discriminating hateful, offensive, and toxic comments on social media

Lingyao Li, Lizhou Fan, Shubham Atreja, Libby Hemphill

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