大模型推理能力

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

EVIT: Event-Oriented Instruction Tuning for Event Reasoning

Zhengwei Tao, Xiancai Chen, Zhi Jin, Xiaoying Bai, Haiyan Zhao, Yiwei Lou

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

Enhancing Reasoning Capacity of SLM using Cognitive Enhancement

Jonathan Pan, Swee Liang Wong, Xin Wei Chia, Yidi Yuan

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

GRAM: Global Reasoning for Multi-Page VQA

Tsachi Blau, Sharon Fogel, Roi Ronen, Alona Golts, Roy Ganz, Elad Ben Avraham, Aviad Aberdam, Shahar Tsiper, Ron Litman

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

Should We Fear Large Language Models? A Structural Analysis of the Human Reasoning System for Elucidating LLM Capabilities and Risks Through the Lens of Heidegger's Philosophy

Jianqiiu Zhang

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

Comments 39 pages

Explainable Session-based Recommendation via Path Reasoning

Yang Cao, Shuo Shang, Jun Wang, Wei Zhang

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

Exploring Failure Cases in Multimodal Reasoning About Physical Dynamics

Sadaf Ghaffari, Nikhil Krishnaswamy

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

Comments 10 pages, 10 figures, Proceedings of AAAI Spring Symposium: Empowering Machine Learning and Large Language Models with Domain and Commonsense Knowledge (MAKE). AAAI (2024)

Enhancing Numerical Reasoning with the Guidance of Reliable Reasoning Processes

Dingzirui Wang, Longxu Dou, Xuanliang Zhang, Qingfu Zhu, Wanxiang Che

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

A Survey of Table Reasoning with Large Language Models

Xuanliang Zhang, Dingzirui Wang, Longxu Dou, Qingfu Zhu, Wanxiang Che

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

Flows: Building Blocks of Reasoning and Collaborating AI

Martin Josifoski, Lars Klein, Maxime Peyrard, Nicolas Baldwin, Yifei Li, Saibo Geng, Julian Paul Schnitzler, Yuxing Yao, Jiheng Wei, Debjit Paul, Robert West

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

Foundation Model Sherpas: Guiding Foundation Models through Knowledge and Reasoning

Debarun Bhattacharjya, Junkyu Lee, Don Joven Agravante, Balaji Ganesan, Radu Marinescu

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

Comments 9 pages

Causal Reasoning: Charting a Revolutionary Course for Next-Generation AI-Native Wireless Networks

Christo Kurisummoottil Thomas, Christina Chaccour, Walid Saad, Merouane Debbah, Choong Seon Hong

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

A New Paradigm for Counterfactual Reasoning in Fairness and Recourse

Lucius E. J. Bynum, Joshua R. Loftus, Julia Stoyanovich

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

Learning a Structural Causal Model for Intuition Reasoning in Conversation

Hang Chen, Bingyu Liao, Jing Luo, Wenjing Zhu, Xinyu Yang

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

Journal ref IEEE Transactions on Knowledge and Data Engineering early access (2024) 1-14

STAIR: Spatial-Temporal Reasoning with Auditable Intermediate Results for Video Question Answering

Yueqian Wang, Yuxuan Wang, Kai Chen, Dongyan Zhao

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

Comments To appear in AAAI 2024

Can ChatGPT Perform Reasoning Using the IRAC Method in Analyzing Legal Scenarios Like a Lawyer?

Xiaoxi Kang, Lizhen Qu, Lay-Ki Soon, Adnan Trakic, Terry Yue Zhuo, Patrick Charles Emerton, Genevieve Grant

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

Comments EMNLP 2023 Findings

Journal ref 2023.findings-emnlp.929

IAG: Induction-Augmented Generation Framework for Answering Reasoning Questions

Zhebin Zhang, Xinyu Zhang, Yuanhang Ren, Saijiang Shi, Meng Han, Yongkang Wu, Ruofei Lai, Zhao Cao

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

HARE: Explainable Hate Speech Detection with Step-by-Step Reasoning

Yongjin Yang, Joonkee Kim, Yujin Kim, Namgyu Ho, James Thorne, Se-young Yun

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

Comments Findings of EMNLP 2023; The first three authors contribute equally

Inferring the Reader: Guiding Automated Story Generation with Commonsense Reasoning

Xiangyu Peng, Siyan Li, Sarah Wiegreffe, Mark Riedl

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

Comments Findings of EMNLP 2022. For conference video and anthology version, see https://aclanthology.org/2022.findings-emnlp.520/

Improving Zero-shot Visual Question Answering via Large Language Models with Reasoning Question Prompts

Yunshi Lan, Xiang Li, Xin Liu, Yang Li, Wei Qin, Weining Qian

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

CommonsenseVIS: Visualizing and Understanding Commonsense Reasoning Capabilities of Natural Language Models

Xingbo Wang, Renfei Huang, Zhihua Jin, Tianqing Fang, Huamin Qu

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

Comments This paper is accepted by IEEE VIS, 2023. To appear in IEEE Transactions on Visualization and Computer Graphics (IEEE TVCG). 14 pages, 11 figures

Reinforcement Learning-based Knowledge Graph Reasoning for Explainable Fact-checking

Gustav Nikopensius, Mohit Mayank, Orchid Chetia Phukan, Rajesh Sharma

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

Comments Accepted to ASONAM 2023

At Which Training Stage Does Code Data Help LLMs Reasoning?

Yingwei Ma, Yue Liu, Yue Yu, Yuanliang Zhang, Yu Jiang, Changjian Wang, Shanshan Li

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