大模型推理能力

State Machine of Thoughts: Leveraging Past Reasoning Trajectories for Enhancing Problem Solving

Jia Liu, Jie Shuai, Xiyao Li

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

Comments 9 pages, 4 figures

On the generalization capacity of neural networks during generic multimodal reasoning

Takuya Ito, Soham Dan, Mattia Rigotti, James Kozloski, Murray Campbell

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

Comments ICLR 2024

Structure Guided Prompt: Instructing Large Language Model in Multi-Step Reasoning by Exploring Graph Structure of the Text

Kewei Cheng, Nesreen K. Ahmed, Theodore Willke, Yizhou Sun

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

Structured Chain-of-Thought Prompting for Few-Shot Generation of Content-Grounded QA Conversations

Md Arafat Sultan, Jatin Ganhotra, Ramón Fernandez Astudillo

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

AutoPRM: Automating Procedural Supervision for Multi-Step Reasoning via Controllable Question Decomposition

Zhaorun Chen, Zhuokai Zhao, Zhihong Zhu, Ruiqi Zhang, Xiang Li, Bhiksha Raj, Huaxiu Yao

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

Comments 17 pages, 4 figures, 11 tables

GenDec: A robust generative Question-decomposition method for Multi-hop reasoning

Jian Wu, Linyi Yang, Yuliang Ji, Wenhao Huang, Börje F. Karlsson, Manabu Okumura

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

KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph

Jinhao Jiang, Kun Zhou, Wayne Xin Zhao, Yang Song, Chen Zhu, Hengshu Zhu, Ji-Rong Wen

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

Comments work in progress; efficient 7B LLM-based agent

Case Study: Testing Model Capabilities in Some Reasoning Tasks

Min Zhang, Sato Takumi, Jack Zhang, Jun Wang

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

Comments Work in Progress

Two Failures of Self-Consistency in the Multi-Step Reasoning of LLMs

Angelica Chen, Jason Phang, Alicia Parrish, Vishakh Padmakumar, Chen Zhao, Samuel R. Bowman, Kyunghyun Cho

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

Comments Accepted to TMLR: https://openreview.net/forum?id=5nBqY1y96B

Journal ref Transactions on Machine Learning Research (2024)

Prompting Large Vision-Language Models for Compositional Reasoning

Timothy Ossowski, Ming Jiang, Junjie Hu

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

Benchmarks for Physical Reasoning AI

Andrew Melnik, Robin Schiewer, Moritz Lange, Andrei Muresanu, Mozhgan Saeidi, Animesh Garg, Helge Ritter

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

When Graph Data Meets Multimodal: A New Paradigm for Graph Understanding and Reasoning

Qihang Ai, Jianwu Zhou, Haiyun Jiang, Lemao Liu, Shuming Shi

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

Comments 15 pages, 10 figures, 9 tables

Towards Reasoning in Large Language Models via Multi-Agent Peer Review Collaboration

Zhenran Xu, Senbao Shi, Baotian Hu, Jindi Yu, Dongfang Li, Min Zhang, Yuxiang Wu

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

Comments 16 pages, 6 figures, 11 tables. Work in progress

ReST meets ReAct: Self-Improvement for Multi-Step Reasoning LLM Agent

Renat Aksitov, Sobhan Miryoosefi, Zonglin Li, Daliang Li, Sheila Babayan, Kavya Kopparapu, Zachary Fisher, Ruiqi Guo, Sushant Prakash, Pranesh Srinivasan, Manzil Zaheer, Felix Yu, Sanjiv Kumar

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

Comments 19 pages, 4 figures, 4 tables, 8 listings

Beneath the Surface: Unveiling Harmful Memes with Multimodal Reasoning Distilled from Large Language Models

Hongzhan Lin, Ziyang Luo, Jing Ma, Long Chen

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

Comments The first work to alleviate the issue of superficial understanding for harmful meme detection by explicitly utilizing commonsense knowledge, from a fresh perspective on harnessing advanced Large Language Models

Journal ref The 2023 Conference on Empirical Methods in Natural Language Processing

Case Repositories: Towards Case-Based Reasoning for AI Alignment

K. J. Kevin Feng, Quan Ze Chen, Inyoung Cheong, King Xia, Amy X. Zhang

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

Comments MP2 workshop @ NeurIPS 2023

On the Intersection of Self-Correction and Trust in Language Models

Satyapriya Krishna

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

Comments Working Paper

Preventing Language Models From Hiding Their Reasoning

Fabien Roger, Ryan Greenblatt

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

Comments Edit: Fix typos

DCQA: Document-Level Chart Question Answering towards Complex Reasoning and Common-Sense Understanding

Anran Wu, Luwei Xiao, Xingjiao Wu, Shuwen Yang, Junjie Xu, Zisong Zhuang, Nian Xie, Cheng Jin, Liang He

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

Modeling Legal Reasoning: LM Annotation at the Edge of Human Agreement

Rosamond Thalken, Edward H. Stiglitz, David Mimno, Matthew Wilkens

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

Journal ref Published in EMNLP 2023

Once Upon a $\textit{Time}$ in $\textit{Graph}$: Relative-Time Pretraining for Complex Temporal Reasoning

Sen Yang, Xin Li, Lidong Bing, Wai Lam

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

Comments EMNLP 2023 main

Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models

Yifan Hou, Jiaoda Li, Yu Fei, Alessandro Stolfo, Wangchunshu Zhou, Guangtao Zeng, Antoine Bosselut, Mrinmaya Sachan

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

Comments This work is published in EMNLP 2023

Bridging Code Semantic and LLMs: Semantic Chain-of-Thought Prompting for Code Generation

Yingwei Ma, Yue Yu, Shanshan Li, Yu Jiang, Yong Guo, Yuanliang Zhang, Yutao Xie, Xiangke Liao

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

Comments There may be calculation errors in Table 4 of the paper. We need time to verify and supplement, so the manuscript needs to be withdrawn. Thanks!

KG-GPT: A General Framework for Reasoning on Knowledge Graphs Using Large Language Models

Jiho Kim, Yeonsu Kwon, Yohan Jo, Edward Choi

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

Comments Accepted to EMNLP 2023 Findings

Dynamic MOdularized Reasoning for Compositional Structured Explanation Generation

Xiyan Fu, Anette Frank

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

Abductive Reasoning with the GPT-4 Language Model: Case studies from criminal investigation, medical practice, scientific research

Remo Pareschi

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

Comments The article is 12 pages long and has one figure. It also includes a link to some ChatGPT dialogues that show the experiments that support the article's findings. The article will be published in V. Bambini and C. Barattieri di San Pietro (eds.), Sistemi Intelligenti, Special Section "Multidisciplinary perspectives on ChatGPT and the family of Large Language Models"

Zero-Shot Prompting for Implicit Intent Prediction and Recommendation with Commonsense Reasoning

Hui-Chi Kuo, Yun-Nung Chen

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

The Magic of IF: Investigating Causal Reasoning Abilities in Large Language Models of Code

Xiao Liu, Da Yin, Chen Zhang, Yansong Feng, Dongyan Zhao

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

Comments Findings of ACL 2023. Code and data are available at https://github.com/xxxiaol/magic-if

Graph Reasoning for Question Answering with Triplet Retrieval

Shiyang Li, Yifan Gao, Haoming Jiang, Qingyu Yin, Zheng Li, Xifeng Yan, Chao Zhang, Bing Yin

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

Comments Findings of ACL 2023

Towards Graph-hop Retrieval and Reasoning in Complex Question Answering over Textual Database

Minjun Zhu, Yixuan Weng, Shizhu He, Kang Liu, Jun Zhao

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