语言大模型 / LLM

General Purpose Verification for Chain of Thought Prompting

Robert Vacareanu, Anurag Pratik, Evangelia Spiliopoulou, Zheng Qi, Giovanni Paolini, Neha Anna John, Jie Ma, Yassine Benajiba, Miguel Ballesteros

专题命中 推理与问题求解 ：prompting(title)；LLM(abstract)；large language model(abstract)；language model(abstract)

Comments 22 pages, preprint

MM-PhyQA: Multimodal Physics Question-Answering With Multi-Image CoT Prompting

Avinash Anand, Janak Kapuriya, Apoorv Singh, Jay Saraf, Naman Lal, Astha Verma, Rushali Gupta, Rajiv Shah

专题命中 推理与问题求解 ：prompting(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

$\texttt{LM}^\texttt{2}$: A Simple Society of Language Models Solves Complex Reasoning

Gurusha Juneja, Subhabrata Dutta, Tanmoy Chakraborty

专题命中 推理与问题求解 ：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.CL、cs.AI

ERD: A Framework for Improving LLM Reasoning for Cognitive Distortion Classification

Sehee Lim, Yejin Kim, Chi-Hyun Choi, Jy-yong Sohn, Byung-Hoon Kim

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Llemma: An Open Language Model For Mathematics

Zhangir Azerbayev, Hailey Schoelkopf, Keiran Paster, Marco Dos Santos, Stephen McAleer, Albert Q. Jiang, Jia Deng, Stella Biderman, Sean Welleck

专题命中 推理与问题求解 ：language model(title,abstract)；large language model(abstract)；pretraining(abstract)；分类 cs.CL、cs.AI

Comments Updated references; corrected description of COPRA search budget

Transforming Competition into Collaboration: The Revolutionary Role of Multi-Agent Systems and Language Models in Modern Organizations

Carlos Jose Xavier Cruz

专题命中 推理与问题求解 ：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Recursive Chain-of-Feedback Prevents Performance Degradation from Redundant Prompting

Jinwoo Ahn, Kyuseung Shin

专题命中 推理与问题求解 ：prompting(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Still Ongoing Work; 8 Pages; 2 Figures

How Can LLM Guide RL? A Value-Based Approach

Shenao Zhang, Sirui Zheng, Shuqi Ke, Zhihan Liu, Wanxin Jin, Jianbo Yuan, Yingxiang Yang, Hongxia Yang, Zhaoran Wang

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Mixed Distillation Helps Smaller Language Model Better Reasoning

Chenglin Li, Qianglong Chen, Liangyue Li, Caiyu Wang, Yicheng Li, Zulong Chen, Yin Zhang

专题命中 推理与问题求解 ：language model(title,abstract)；large language model(abstract)；prompting(abstract)；分类 cs.CL、cs.AI

Comments Working in Progress, 17 pages, 16 figures

Towards better Human-Agent Alignment: Assessing Task Utility in LLM-Powered Applications

Negar Arabzadeh, Julia Kiseleva, Qingyun Wu, Chi Wang, Ahmed Awadallah, Victor Dibia, Adam Fourney, Charles Clarke

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Prompting Implicit Discourse Relation Annotation

Frances Yung, Mansoor Ahmad, Merel Scholman, Vera Demberg

专题命中 推理与问题求解 ：prompting(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments To appear at the Linguistic Annotation Workshop 2024

The Role of Foundation Models in Neuro-Symbolic Learning and Reasoning

Daniel Cunnington, Mark Law, Jorge Lobo, Alessandra Russo

专题命中 推理与问题求解 ：foundation model(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments Pre-print

xCoT: Cross-lingual Instruction Tuning for Cross-lingual Chain-of-Thought Reasoning

Linzheng Chai, Jian Yang, Tao Sun, Hongcheng Guo, Jiaheng Liu, Bing Wang, Xiannian Liang, Jiaqi Bai, Tongliang Li, Qiyao Peng, Zhoujun Li

专题命中 推理与问题求解 ：instruction tuning(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 11 pages

Can Language Models Solve Graph Problems in Natural Language?

Heng Wang, Shangbin Feng, Tianxing He, Zhaoxuan Tan, Xiaochuang Han, Yulia Tsvetkov

专题命中 推理与问题求解 ：language model(title,abstract)；large language model(abstract)；prompting(abstract)；分类 cs.CL、cs.AI

Comments NeurIPS 2023 Spotlight

keqing: knowledge-based question answering is a nature chain-of-thought mentor of LLM

Chaojie Wang, Yishi Xu, Zhong Peng, Chenxi Zhang, Bo Chen, Xinrun Wang, Lei Feng, Bo An

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 12 pages, 6 figures

Post Hoc Explanations of Language Models Can Improve Language Models

Satyapriya Krishna, Jiaqi Ma, Dylan Slack, Asma Ghandeharioun, Sameer Singh, Himabindu Lakkaraju

专题命中 推理与问题求解 ：language model(title,abstract)；large language model(abstract)；prompting(abstract)；分类 cs.CL、cs.AI

Unleashing the Creative Mind: Language Model As Hierarchical Policy For Improved Exploration on Challenging Problem Solving

Zhan Ling, Yunhao Fang, Xuanlin Li, Tongzhou Mu, Mingu Lee, Reza Pourreza, Roland Memisevic, Hao Su

专题命中 推理与问题求解 ：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Igniting Language Intelligence: The Hitchhiker's Guide From Chain-of-Thought Reasoning to Language Agents

Zhuosheng Zhang, Yao Yao, Aston Zhang, Xiangru Tang, Xinbei Ma, Zhiwei He, Yiming Wang, Mark Gerstein, Rui Wang, Gongshen Liu, Hai Zhao

专题命中 推理与问题求解 ：language agent(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Language Models can be Logical Solvers

Jiazhan Feng, Ruochen Xu, Junheng Hao, Hiteshi Sharma, Yelong Shen, Dongyan Zhao, Weizhu Chen

专题命中 推理与问题求解 ：language model(title,abstract)；large language model(abstract)；prompting(abstract)；分类 cs.CL、cs.AI

Comments Preprint

Language Models with Rationality

Nora Kassner, Oyvind Tafjord, Ashish Sabharwal, Kyle Richardson, Hinrich Schuetze, Peter Clark

专题命中 推理与问题求解 ：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.CL、cs.AI

LeanDojo: Theorem Proving with Retrieval-Augmented Language Models

Kaiyu Yang, Aidan M. Swope, Alex Gu, Rahul Chalamala, Peiyang Song, Shixing Yu, Saad Godil, Ryan Prenger, Anima Anandkumar

专题命中 推理与问题求解 ：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.AI、cs.LG

Comments Accepted to NeurIPS 2023 (Datasets and Benchmarks Track) as an oral presentation. Data, code, and models available at https://leandojo.org/

DialCoT Meets PPO: Decomposing and Exploring Reasoning Paths in Smaller Language Models

Chengcheng Han, Xiaowei Du, Che Zhang, Yixin Lian, Xiang Li, Ming Gao, Baoyuan Wang

专题命中 推理与问题求解 ：language model(title,abstract)；large language model(abstract)；prompting(abstract)；分类 cs.CL、cs.AI

Comments Accepted to EMNLP 2023

OpenAgents: An Open Platform for Language Agents in the Wild

Tianbao Xie, Fan Zhou, Zhoujun Cheng, Peng Shi, Luoxuan Weng, Yitao Liu, Toh Jing Hua, Junning Zhao, Qian Liu, Che Liu, Leo Z. Liu, Yiheng Xu, Hongjin Su, Dongchan Shin, Caiming Xiong, Tao Yu

专题命中 推理与问题求解 ：language agent(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 34 pages, 8 figures

LgTS: Dynamic Task Sampling using LLM-generated sub-goals for Reinforcement Learning Agents

Yash Shukla, Wenchang Gao, Vasanth Sarathy, Alvaro Velasquez, Robert Wright, Jivko Sinapov

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMs

Hongru Wang, Rui Wang, Fei Mi, Yang Deng, Zezhong Wang, Bin Liang, Ruifeng Xu, Kam-Fai Wong

专题命中 推理与问题求解 ：prompting(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Compositional Foundation Models for Hierarchical Planning

Anurag Ajay, Seungwook Han, Yilun Du, Shuang Li, Abhi Gupta, Tommi Jaakkola, Josh Tenenbaum, Leslie Kaelbling, Akash Srivastava, Pulkit Agrawal

专题命中 推理与问题求解 ：foundation model(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments Website: https://hierarchical-planning-foundation-model.github.io/

Learning and Leveraging Verifiers to Improve Planning Capabilities of Pre-trained Language Models

Daman Arora, Subbarao Kambhampati

专题命中 推理与问题求解 ：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Solving Math Word Problems by Combining Language Models With Symbolic Solvers

Joy He-Yueya, Gabriel Poesia, Rose E. Wang, Noah D. Goodman

专题命中 推理与问题求解 ：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Foundation Models for Decision Making: Problems, Methods, and Opportunities

Sherry Yang, Ofir Nachum, Yilun Du, Jason Wei, Pieter Abbeel, Dale Schuurmans

专题命中 推理与问题求解 ：foundation model(title,abstract)；language model(abstract)；prompting(abstract)；分类 cs.AI、cs.LG

CoTEVer: Chain of Thought Prompting Annotation Toolkit for Explanation Verification

Seungone Kim, Se June Joo, Yul Jang, Hyungjoo Chae, Jinyoung Yeo

专题命中 推理与问题求解 ：prompting(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Comments Accepted at EACL 2023 Demo