大模型推理能力

Can Large Language Models Grasp Legal Theories? Enhance Legal Reasoning with Insights from Multi-Agent Collaboration

Weikang Yuan, Junjie Cao, Zhuoren Jiang, Yangyang Kang, Jun Lin, Kaisong Song, tianqianjin lin, Pengwei Yan, Changlong Sun, Xiaozhong Liu

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Ada-Instruct: Adapting Instruction Generators for Complex Reasoning

Wanyun Cui, Qianle Wang

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

A Foundation Model for Zero-shot Logical Query Reasoning

Mikhail Galkin, Jincheng Zhou, Bruno Ribeiro, Jian Tang, Zhaocheng Zhu

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Comments NeurIPS 2024

TAT-LLM: A Specialized Language Model for Discrete Reasoning over Tabular and Textual Data

Fengbin Zhu, Ziyang Liu, Fuli Feng, Chao Wang, Moxin Li, Tat-Seng Chua

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted by ICAIF 24

Controlled LLM-based Reasoning for Clinical Trial Retrieval

Mael Jullien, Alex Bogatu, Harriet Unsworth, Andre Freitas

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Harmonic Reasoning in Large Language Models

Anna Kruspe

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

LLMs are Superior Feedback Providers: Bootstrapping Reasoning for Lie Detection with Self-Generated Feedback

Tanushree Banerjee, Richard Zhu, Runzhe Yang, Karthik Narasimhan

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 19 pages, 18 figures

Corex: Pushing the Boundaries of Complex Reasoning through Multi-Model Collaboration

Qiushi Sun, Zhangyue Yin, Xiang Li, Zhiyong Wu, Xipeng Qiu, Lingpeng Kong

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments COLM 2024 / ICLR 2024 Workshop on LLM Agents

Beyond Accuracy: Evaluating the Reasoning Behavior of Large Language Models -- A Survey

Philipp Mondorf, Barbara Plank

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments COLM 2024, 27 pages, 2 figures

CompA: Addressing the Gap in Compositional Reasoning in Audio-Language Models

Sreyan Ghosh, Ashish Seth, Sonal Kumar, Utkarsh Tyagi, Chandra Kiran Evuru, S. Ramaneswaran, S. Sakshi, Oriol Nieto, Ramani Duraiswami, Dinesh Manocha

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments ICLR 2024. Project Page: https://sreyan88.github.io/compa_iclr/

AgentKit: Structured LLM Reasoning with Dynamic Graphs

Yue Wu, Yewen Fan, So Yeon Min, Shrimai Prabhumoye, Stephen McAleer, Yonatan Bisk, Ruslan Salakhutdinov, Yuanzhi Li, Tom Mitchell

专题命中 复杂问题求解 ：reasoning(title)；planning(abstract)；分类 cs.AI、cs.LG

Struct-X: Enhancing Large Language Models Reasoning with Structured Data

Xiaoyu Tan, Haoyu Wang, Xihe Qiu, Yuan Cheng, Yinghui Xu, Wei Chu, Yuan Qi

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Sibyl: Simple yet Effective Agent Framework for Complex Real-world Reasoning

Yulong Wang, Tianhao Shen, Lifeng Liu, Jian Xie

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Our code is available at https://github.com/Ag2S1/Sibyl-System

RAGAR, Your Falsehood Radar: RAG-Augmented Reasoning for Political Fact-Checking using Multimodal Large Language Models

M. Abdul Khaliq, P. Chang, M. Ma, B. Pflugfelder, F. Miletić

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 8 pages, submitted to ACL Rolling Review June 2024

BeamAggR: Beam Aggregation Reasoning over Multi-source Knowledge for Multi-hop Question Answering

Zheng Chu, Jingchang Chen, Qianglong Chen, Haotian Wang, Kun Zhu, Xiyuan Du, Weijiang Yu, Ming Liu, Bing Qin

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted to ACL 2024

An LLM-based Knowledge Synthesis and Scientific Reasoning Framework for Biomedical Discovery

Oskar Wysocki, Magdalena Wysocka, Danilo Carvalho, Alex Teodor Bogatu, Danilo Miranda Gusicuma, Maxime Delmas, Harriet Unsworth, Andre Freitas

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments accepted for ACL 2024 System Demonstration Track

Mirror: A Multiple-perspective Self-Reflection Method for Knowledge-rich Reasoning

Hanqi Yan, Qinglin Zhu, Xinyu Wang, Lin Gui, Yulan He

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments ACL24, Main Conference, long paper. Code is available at https://github.com/hanqi-qi/Mirror.git

Complex Reasoning over Logical Queries on Commonsense Knowledge Graphs

Tianqing Fang, Zeming Chen, Yangqiu Song, Antoine Bosselut

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments ACL 2024

GAMA: A Large Audio-Language Model with Advanced Audio Understanding and Complex Reasoning Abilities

Sreyan Ghosh, Sonal Kumar, Ashish Seth, Chandra Kiran Reddy Evuru, Utkarsh Tyagi, S Sakshi, Oriol Nieto, Ramani Duraiswami, Dinesh Manocha

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Project Website: https://sreyan88.github.io/gamaaudio/

An Enhanced Prompt-Based LLM Reasoning Scheme via Knowledge Graph-Integrated Collaboration

Yihao Li, Ru Zhang, Jianyi Liu

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Zero, Finite, and Infinite Belief History of Theory of Mind Reasoning in Large Language Models

Weizhi Tang, Vaishak Belle

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

SeamlessExpressiveLM: Speech Language Model for Expressive Speech-to-Speech Translation with Chain-of-Thought

Hongyu Gong, Bandhav Veluri

专题命中 复杂问题求解 ：chain-of-thought(title,abstract)；分类 cs.CL、cs.AI

GenKubeSec: LLM-Based Kubernetes Misconfiguration Detection, Localization, Reasoning, and Remediation

Ehud Malul, Yair Meidan, Dudu Mimran, Yuval Elovici, Asaf Shabtai

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.LG

Are Machines Better at Complex Reasoning? Unveiling Human-Machine Inference Gaps in Entailment Verification

Soumya Sanyal, Tianyi Xiao, Jiacheng Liu, Wenya Wang, Xiang Ren

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Inquire, Interact, and Integrate: A Proactive Agent Collaborative Framework for Zero-Shot Multimodal Medical Reasoning

Zishan Gu, Fenglin Liu, Changchang Yin, Ping Zhang

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Confidence Matters: Revisiting Intrinsic Self-Correction Capabilities of Large Language Models

Loka Li, Zhenhao Chen, Guangyi Chen, Yixuan Zhang, Yusheng Su, Eric Xing, Kun Zhang

专题命中 复杂问题求解 ：self-correction(title,abstract)；分类 cs.CL、cs.AI

Comments 12 figures, 9 tables

Parrot Mind: Towards Explaining the Complex Task Reasoning of Pretrained Large Language Models with Template-Content Structure

Haotong Yang, Fanxu Meng, Zhouchen Lin, Muhan Zhang

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

SciAgent: Tool-augmented Language Models for Scientific Reasoning

Yubo Ma, Zhibin Gou, Junheng Hao, Ruochen Xu, Shuohang Wang, Liangming Pan, Yujiu Yang, Yixin Cao, Aixin Sun, Hany Awadalla, Weizhu Chen

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Structured Chemistry Reasoning with Large Language Models

Siru Ouyang, Zhuosheng Zhang, Bing Yan, Xuan Liu, Yejin Choi, Jiawei Han, Lianhui Qin

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Work in progress

TimeGraphs: Graph-based Temporal Reasoning

Paridhi Maheshwari, Hongyu Ren, Yanan Wang, Rok Sosic, Jure Leskovec

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.AI、cs.LG