大模型推理能力

VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos

Ziyang Wang, Shoubin Yu, Elias Stengel-Eskin, Jaehong Yoon, Feng Cheng, Gedas Bertasius, Mohit Bansal

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

Comments CVPR 2025; First three authors contributed equally; Project page: https://videotree2024.github.io/

Can Memory-Augmented Language Models Generalize on Reasoning-in-a-Haystack Tasks?

Payel Das, Ching-Yun Ko, Sihui Dai, Georgios Kollias, Subhajit Chaudhury, Aurelie Lozano

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

Disparities in LLM Reasoning Accuracy and Explanations: A Case Study on African American English

Runtao Zhou, Guangya Wan, Saadia Gabriel, Sheng Li, Alexander J Gates, Maarten Sap, Thomas Hartvigsen

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

Comments ARR Under Review, First two authors contribute equally

Smoothing Grounding and Reasoning for MLLM-Powered GUI Agents with Query-Oriented Pivot Tasks

Zongru Wu, Pengzhou Cheng, Zheng Wu, Tianjie Ju, Zhuosheng Zhang, Gongshen Liu

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

DR.GAP: Mitigating Bias in Large Language Models using Gender-Aware Prompting with Demonstration and Reasoning

Hongye Qiu, Yue Xu, Meikang Qiu, Wenjie Wang

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

InfiR : Crafting Effective Small Language Models and Multimodal Small Language Models in Reasoning

Congkai Xie, Shuo Cai, Wenjun Wang, Pengxiang Li, Zhijie Sang, Kejing Yang, Yiming Zhang, Zhen Li, Guanghao Zhu, Zeyu Liu, Yang Yu, Yuhang Liu, Su Lu, Baoyi He, Qi Zhou, Xiaotian Han, Jianbo Yuan, Shengyu Zhang, Fei Wu, Hongxia Yang

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

A Tutorial on LLM Reasoning: Relevant Methods behind ChatGPT o1

Jun Wang

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

Context information can be more important than reasoning for time series forecasting with a large language model

Janghoon Yang

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

Revisiting the Graph Reasoning Ability of Large Language Models: Case Studies in Translation, Connectivity and Shortest Path

Xinnan Dai, Qihao Wen, Yifei Shen, Hongzhi Wen, Dongsheng Li, Jiliang Tang, Caihua Shan

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

SLAM: Towards Efficient Multilingual Reasoning via Selective Language Alignment

Yuchun Fan, Yongyu Mu, Yilin Wang, Lei Huang, Junhao Ruan, Bei Li, Tong Xiao, Shujian Huang, Xiaocheng Feng, Jingbo Zhu

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

Comments Accepted by COLING 2025 (Oral)

Hawkes based Representation Learning for Reasoning over Scale-free Community-structured Temporal Knowledge Graphs

Yuwei Du, Xinyue Liu, Wenxin Liang, Linlin Zong, Xianchao Zhang

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

Reasoning-Oriented and Analogy-Based Methods for Locating and Editing in Zero-Shot Event-Relational Reasoning

Jingyao Tang, Lishuang Li, Liteng Mi, Haiming Wu, Hongbin Lu

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

Context-aware Inductive Knowledge Graph Completion with Latent Type Constraints and Subgraph Reasoning

Muzhi Li, Cehao Yang, Chengjin Xu, Zixing Song, Xuhui Jiang, Jian Guo, Ho-fung Leung, Irwin King

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

Eliciting Causal Abilities in Large Language Models for Reasoning Tasks

Yajing Wang, Zongwei Luo, Jingzhe Wang, Zhanke Zhou, Yongqiang Chen, Bo Han

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

On the Role of Model Prior in Real-World Inductive Reasoning

Zhuo Liu, Ding Yu, Hangfeng He

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

Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-Exploration

Zijian Wang, Bin Wang, Haifeng Jing, Huayu Li, Hongbo Dou

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

Comments Accepted by AAAI-25

Unveiling the Impact of Coding Data Instruction Fine-Tuning on Large Language Models Reasoning

Xinlu Zhang, Zhiyu Zoey Chen, Xi Ye, Xianjun Yang, Lichang Chen, William Yang Wang, Linda Ruth Petzold

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

LLM Augmentations to support Analytical Reasoning over Multiple Documents

Raquib Bin Yousuf, Nicholas Defelice, Mandar Sharma, Shengzhe Xu, Naren Ramakrishnan

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

Comments 2024 IEEE International Conference on Big Data (IEEE BigData 2024)

Negotiating with LLMS: Prompt Hacks, Skill Gaps, and Reasoning Deficits

Johannes Schneider, Steffi Haag, Leona Chandra Kruse

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

Large Language Models Can Self-Improve in Long-context Reasoning

Siheng Li, Cheng Yang, Zesen Cheng, Lemao Liu, Mo Yu, Yujiu Yang, Wai Lam

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

Comments Project Page: https://github.com/SihengLi99/SEALONG

A Hierarchical Language Model For Interpretable Graph Reasoning

Sambhav Khurana, Xiner Li, Shurui Gui, Shuiwang Ji

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

Causal Interventions on Causal Paths: Mapping GPT-2's Reasoning From Syntax to Semantics

Isabelle Lee, Joshua Lum, Ziyi Liu, Dani Yogatama

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

Comments 12 pages

From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks

Xiaofeng Zhang, Yihao Quan, Chen Shen, Xiaosong Yuan, Shaotian Yan, Liang Xie, Wenxiao Wang, Chaochen Gu, Hao Tang, Jieping Ye

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

How Much Can RAG Help the Reasoning of LLM?

Jingyu Liu, Jiaen Lin, Yong Liu

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

When a language model is optimized for reasoning, does it still show embers of autoregression? An analysis of OpenAI o1

R. Thomas McCoy, Shunyu Yao, Dan Friedman, Mathew D. Hardy, Thomas L. Griffiths

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

Comments 6 pages; updated to fix typo in Fig 4 caption

MedAdapter: Efficient Test-Time Adaptation of Large Language Models towards Medical Reasoning

Wenqi Shi, Ran Xu, Yuchen Zhuang, Yue Yu, Haotian Sun, Hang Wu, Carl Yang, May D. Wang

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

Comments Accepted in EMNLP 2024 main conference

Enhancing Temporal Sensitivity and Reasoning for Time-Sensitive Question Answering

Wanqi Yang, Yanda Li, Meng Fang, Ling Chen

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

Comments Accepted by EMNLP 2024 Findings

In-Context Learning May Not Elicit Trustworthy Reasoning: A-Not-B Errors in Pretrained Language Models

Pengrui Han, Peiyang Song, Haofei Yu, Jiaxuan You

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

Comments Accepted at EMNLP 2024 Findings

Automatic Control With Human-Like Reasoning: Exploring Language Model Embodied Air Traffic Agents

Justas Andriuškevičius, Junzi Sun

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

Dissociation of Faithful and Unfaithful Reasoning in LLMs

Evelyn Yee, Alice Li, Chenyu Tang, Yeon Ho Jung, Ramamohan Paturi, Leon Bergen

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

Comments code published at https://github.com/CoTErrorRecovery/CoTErrorRecovery