大模型推理能力

Implicit Reasoning in Deep Time Series Forecasting

Willa Potosnak, Cristian Challu, Mononito Goswami, Michał Wiliński, Nina Żukowska, Artur Dubrawski

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

An Eye for an AI: Evaluating GPT-4o's Visual Perception Skills and Geometric Reasoning Skills Using Computer Graphics Questions

Tony Haoran Feng, Paul Denny, Burkhard C. Wünsche, Andrew Luxton-Reilly, Jacqueline Whalley

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

Comments 8 pages, 8 figures, 1 table, to be published in SIGGRAPH Asia 2024 Educator's Forum

PHAnToM: Persona-based Prompting Has An Effect on Theory-of-Mind Reasoning in Large Language Models

Fiona Anting Tan, Gerard Christopher Yeo, Kokil Jaidka, Fanyou Wu, Weijie Xu, Vinija Jain, Aman Chadha, Yang Liu, See-Kiong Ng

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

Comments 8 pages

Persona is a Double-edged Sword: Mitigating the Negative Impact of Role-playing Prompts in Zero-shot Reasoning Tasks

Junseok Kim, Nakyeong Yang, Kyomin Jung

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

Comments 14 pages, 7 figures

Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models

Ling Yang, Zhaochen Yu, Tianjun Zhang, Shiyi Cao, Minkai Xu, Wentao Zhang, Joseph E. Gonzalez, Bin Cui

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

Comments NeurIPS 2024 Spotlight. Project: https://github.com/YangLing0818/buffer-of-thought-llm

TTQA-RS- A break-down prompting approach for Multi-hop Table-Text Question Answering with Reasoning and Summarization

Jayetri Bardhan, Bushi Xiao, Daisy Zhe Wang

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

CaBRNet, an open-source library for developing and evaluating Case-Based Reasoning Models

Romain Xu-Darme, Aymeric Varasse, Alban Grastien, Julien Girard, Zakaria Chihani

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

Journal ref xAI 2024 - The 2nd World Conference on eXplainable Artificial Intelligence, Jul 2024, La valette, Malta. pp.TBD

Improving Prototypical Parts Abstraction for Case-Based Reasoning Explanations Designed for the Kidney Stone Type Recognition

Daniel Flores-Araiza, Francisco Lopez-Tiro, Clément Larose, Salvador Hinojosa, Andres Mendez-Vazquez, Miguel Gonzalez-Mendoza, Gilberto Ochoa-Ruiz, Christian Daul

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

Comments Paper submitted to Artificial Intelligence in Medicine. (AIIM), Elsevier

Enhancing RL Safety with Counterfactual LLM Reasoning

Dennis Gross, Helge Spieker

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

Look, Compare, Decide: Alleviating Hallucination in Large Vision-Language Models via Multi-View Multi-Path Reasoning

Xiaoye Qu, Jiashuo Sun, Wei Wei, Yu Cheng

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

Comments 13 pages, 7 tables, 7 figures

Guided Reasoning: A Non-Technical Introduction

Gregor Betz

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

Enhancing Multi-hop Reasoning through Knowledge Erasure in Large Language Model Editing

Mengqi Zhang, Bowen Fang, Qiang Liu, Pengjie Ren, Shu Wu, Zhumin Chen, Liang Wang

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

Inductive or Deductive? Rethinking the Fundamental Reasoning Abilities of LLMs

Kewei Cheng, Jingfeng Yang, Haoming Jiang, Zhengyang Wang, Binxuan Huang, Ruirui Li, Shiyang Li, Zheng Li, Yifan Gao, Xian Li, Bing Yin, Yizhou Sun

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

Ultra-High-Resolution Detector Simulation with Intra-Event Aware GAN and Self-Supervised Relational Reasoning

Baran Hashemi, Nikolai Hartmann, Sahand Sharifzadeh, James Kahn, Thomas Kuhr

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

Comments Published at Nature Communications

Journal ref volume 15, Article number: 4916 (2024)

CaseGPT: a case reasoning framework based on language models and retrieval-augmented generation

Rui Yang

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

Comments Submitted to ICCBR

EventGround: Narrative Reasoning by Grounding to Eventuality-centric Knowledge Graphs

Cheng Jiayang, Lin Qiu, Chunkit Chan, Xin Liu, Yangqiu Song, Zheng Zhang

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

Rethinking Machine Ethics -- Can LLMs Perform Moral Reasoning through the Lens of Moral Theories?

Jingyan Zhou, Minda Hu, Junan Li, Xiaoying Zhang, Xixin Wu, Irwin King, Helen Meng

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

Journal ref Findings of the Association for Computational Linguistics: NAACL 2024

Can Low-Rank Knowledge Distillation in LLMs be Useful for Microelectronic Reasoning?

Nirjhor Rouf, Fin Amin, Paul D. Franzon

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

Comments 4 pages, 2 figures, 2 tables, The First IEEE International Workshop on LLM-Aided Design (LAD'24)

Mistral-C2F: Coarse to Fine Actor for Analytical and Reasoning Enhancement in RLHF and Effective-Merged LLMs

Chen Zheng, Ke Sun, Xun Zhou

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

VerifiNER: Verification-augmented NER via Knowledge-grounded Reasoning with Large Language Models

Seoyeon Kim, Kwangwook Seo, Hyungjoo Chae, Jinyoung Yeo, Dongha Lee

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

Comments Accepted to ACL 2024

What do MLLMs hear? Examining reasoning with text and sound components in Multimodal Large Language Models

Enis Berk Çoban, Michael I. Mandel, Johanna Devaney

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

Comments 9 pages

Chain-of-History Reasoning for Temporal Knowledge Graph Forecasting

Yuwei Xia, Ding Wang, Qiang Liu, Liang Wang, Shu Wu, Xiaoyu Zhang

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

DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning

Siyuan Guo, Cheng Deng, Ying Wen, Hechang Chen, Yi Chang, Jun Wang

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

Comments Accepted by ICML 2024

Information Re-Organization Improves Reasoning in Large Language Models

Xiaoxia Cheng, Zeqi Tan, Wei Xue, Weiming Lu

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

Comments 15 pages, 4 figures

Clinical Reasoning over Tabular Data and Text with Bayesian Networks

Paloma Rabaey, Johannes Deleu, Stefan Heytens, Thomas Demeester

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

Comments AI in Medicine 2024

ECR-Chain: Advancing Generative Language Models to Better Emotion-Cause Reasoners through Reasoning Chains

Zhaopei Huang, Jinming Zhao, Qin Jin

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

Comments Accepted by IJCAI 2024

UNcommonsense Reasoning: Abductive Reasoning about Uncommon Situations

Wenting Zhao, Justin T Chiu, Jena D. Hwang, Faeze Brahman, Jack Hessel, Sanjiban Choudhury, Yejin Choi, Xiang Lorraine Li, Alane Suhr

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

Comments accepted at NAACL'24

One Subgraph for All: Efficient Reasoning on Opening Subgraphs for Inductive Knowledge Graph Completion

Zhiwen Xie, Yi Zhang, Guangyou Zhou, Jin Liu, Xinhui Tu, Jimmy Xiangji Huang

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

Bridging the Semantic-Numerical Gap: A Numerical Reasoning Method of Cross-modal Knowledge Graph for Material Property Prediction

Guangxuan Song, Dongmei Fu, Zhongwei Qiu, Zijiang Yang, Jiaxin Dai, Lingwei Ma, Dawei Zhang

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

EventLens: Leveraging Event-Aware Pretraining and Cross-modal Linking Enhances Visual Commonsense Reasoning

Mingjie Ma, Zhihuan Yu, Yichao Ma, Guohui Li

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