大模型推理能力

CryptoX : Compositional Reasoning Evaluation of Large Language Models

Jiajun Shi, Chaoren Wei, Liqun Yang, Zekun Moore Wang, Chenghao Yang, Ge Zhang, Stephen Huang, Tao Peng, Jian Yang, Zhoufutu Wen

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

Multi-Step Reasoning in Korean and the Emergent Mirage

Guijin Son, Hyunwoo Ko, Dasol Choi

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

Comments C3NLP @ NAACL 2025

Agent models: Internalizing Chain-of-Action Generation into Reasoning models

Yuxiang Zhang, Yuqi Yang, Jiangming Shu, Xinyan Wen, Jitao Sang

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

Modeling Arbitrarily Applicable Relational Responding with the Non-Axiomatic Reasoning System: A Machine Psychology Approach

Robert Johansson

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

Comments 5 figures, 1 table

Can Language Models Falsify? Evaluating Algorithmic Reasoning with Counterexample Creation

Shiven Sinha, Shashwat Goel, Ponnurangam Kumaraguru, Jonas Geiping, Matthias Bethge, Ameya Prabhu

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

Comments Technical Report

Evaluating o1-Like LLMs: Unlocking Reasoning for Translation through Comprehensive Analysis

Andong Chen, Yuchen Song, Wenxin Zhu, Kehai Chen, Muyun Yang, Tiejun Zhao, Min zhang

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

GroundCocoa: A Benchmark for Evaluating Compositional & Conditional Reasoning in Language Models

Harsh Kohli, Sachin Kumar, Huan Sun

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

Comments 16 pages, 17 figures, 3 tables. Accepted to NAACL 2025 (Main)

Evaluating the Systematic Reasoning Abilities of Large Language Models through Graph Coloring

Alex Heyman, Joel Zylberberg

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

Comments 23 pages (8 excluding references and appendices); 8 figures (3 excluding appendices)

Multi-granular Training Strategies for Robust Multi-hop Reasoning Over Noisy and Heterogeneous Knowledge Sources

Jackson Coleman, Isaiah Lawrence, Benjamin Turner

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

TinyThinker: Distilling Reasoning through Coarse-to-Fine Knowledge Internalization with Self-Reflection

Shengmin Piao, Sanghyun Park

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

Comments Accepted by NAACL 2025 Main Conference

Gensors: Authoring Personalized Visual Sensors with Multimodal Foundation Models and Reasoning

Michael Xieyang Liu, Savvas Petridis, Vivian Tsai, Alexander J. Fiannaca, Alex Olwal, Michael Terry, Carrie J. Cai

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

Journal ref 30th International Conference on Intelligent User Interfaces (IUI'25), March 24-27, 2025, Cagliari, Italy. ACM, New York, NY, USA, 16 pages

ReasVQA: Advancing VideoQA with Imperfect Reasoning Process

Jianxin Liang, Xiaojun Meng, Huishuai Zhang, Yueqian Wang, Jiansheng Wei, Dongyan Zhao

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

Comments Accepted to main conference at NAACL 2025; 8 pages;

ARTEMIS-DA: An Advanced Reasoning and Transformation Engine for Multi-Step Insight Synthesis in Data Analytics

Atin Sakkeer Hussain

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

Enhancing LLM Reasoning with Multi-Path Collaborative Reactive and Reflection agents

Chengbo He, Bochao Zou, Xin Li, Jiansheng Chen, Junliang Xing, Huimin Ma

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

EQUATOR: A Deterministic Framework for Evaluating LLM Reasoning with Open-Ended Questions. # v1.0.0-beta

Raymond Bernard, Shaina Raza, Subhabrata Das, Rahul Murugan

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

Confidence v.s. Critique: A Decomposition of Self-Correction Capability for LLMs

Zhe Yang, Yichang Zhang, Yudong Wang, Ziyao Xu, Junyang Lin, Zhifang Sui

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

Comments 16 pages, 10 figures

Improving Multi-Step Reasoning Abilities of Large Language Models with Direct Advantage Policy Optimization

Jiacai Liu, Chaojie Wang, Chris Yuhao Liu, Liang Zeng, Rui Yan, Yiwen Sun, Yang Liu, Yahui Zhou

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

Internalized Self-Correction for Large Language Models

Nishanth Upadhyaya, Raghavendra Sridharamurthy

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

Evolution of Thought: Diverse and High-Quality Reasoning via Multi-Objective Optimization

Biqing Qi, Zhouyi Qian, Yiang Luo, Junqi Gao, Dong Li, Kaiyan Zhang, Bowen Zhou

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

When Can LLMs Actually Correct Their Own Mistakes? A Critical Survey of Self-Correction of LLMs

Ryo Kamoi, Yusen Zhang, Nan Zhang, Jiawei Han, Rui Zhang

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

Comments TACL 2024

Journal ref Transactions of the Association for Computational Linguistics (2024) 12: 1417-1440

GraphOTTER: Evolving LLM-based Graph Reasoning for Complex Table Question Answering

Qianlong Li, Chen Huang, Shuai Li, Yuanxin Xiang, Deng Xiong, Wenqiang Lei

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

Comments COLING 2025, code is available at https://github.com/JDing0521/GraphOTTER

ClevrSkills: Compositional Language and Visual Reasoning in Robotics

Sanjay Haresh, Daniel Dijkman, Apratim Bhattacharyya, Roland Memisevic

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

Comments To appear at NeurIPS 2024 (D&B track)

On the Intrinsic Self-Correction Capability of LLMs: Uncertainty and Latent Concept

Guangliang Liu, Haitao Mao, Bochuan Cao, Zhiyu Xue, Xitong Zhang, Rongrong Wang, Jiliang Tang, Kristen Johnson

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

Comments 21 pages, 6 figures

EXPLORA: Efficient Exemplar Subset Selection for Complex Reasoning

Kiran Purohit, Venktesh V, Raghuram Devalla, Krishna Mohan Yerragorla, Sourangshu Bhattacharya, Avishek Anand

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

SegLLM: Multi-round Reasoning Segmentation

XuDong Wang, Shaolun Zhang, Shufan Li, Konstantinos Kallidromitis, Kehan Li, Yusuke Kato, Kazuki Kozuka, Trevor Darrell

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

Comments 22 pages, 10 figures, 11 tables

PRACT: Optimizing Principled Reasoning and Acting of LLM Agent

Zhiwei Liu, Weiran Yao, Jianguo Zhang, Rithesh Murthy, Liangwei Yang, Zuxin Liu, Tian Lan, Ming Zhu, Juntao Tan, Shirley Kokane, Thai Hoang, Juan Carlos Niebles, Shelby Heinecke, Huan Wang, Silvio Savarese, Caiming Xiong

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

Comments Accepted to SIG CoNLL 2024

Unconstrained Model Merging for Enhanced LLM Reasoning

Yiming Zhang, Baoyi He, Shengyu Zhang, Yuhao Fu, Qi Zhou, Zhijie Sang, Zijin Hong, Kejing Yang, Wenjun Wang, Jianbo Yuan, Guanghan Ning, Linyi Li, Chunlin Ji, Fei Wu, Hongxia Yang

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

Comments Under review, correct typos

VL-GLUE: A Suite of Fundamental yet Challenging Visuo-Linguistic Reasoning Tasks

Shailaja Keyur Sampat, Mutsumi Nakamura, Shankar Kailas, Kartik Aggarwal, Mandy Zhou, Yezhou Yang, Chitta Baral

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

Comments 18 pages, 7 figures

TACT: Advancing Complex Aggregative Reasoning with Information Extraction Tools

Avi Caciularu, Alon Jacovi, Eyal Ben-David, Sasha Goldshtein, Tal Schuster, Jonathan Herzig, Gal Elidan, Amir Globerson

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

Comments Accepted to NeurIPS 2024. Website (https://tact-benchmark.github.io), Huggingface (https://huggingface.co/datasets/google/TACT)

Intrinsic Self-correction for Enhanced Morality: An Analysis of Internal Mechanisms and the Superficial Hypothesis

Guangliang Liu, Haitao Mao, Jiliang Tang, Kristen Marie Johnson

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

Comments Accepted to EMNLP-24