语言大模型 / LLM

Is your LLM trapped in a Mental Set? Investigative study on how mental sets affect the reasoning capabilities of LLMs

Saiful Haq, Niyati Chhaya, Piyush Pandey, Pushpak Bhattacharya

机构 * IIT Bombay（印度理工学院孟买分校） ； Hyperbots Inc（Hyperbots公司） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.CL、cs.AI

Progressive Multi-granular Alignments for Grounded Reasoning in Large Vision-Language Models

Quang-Hung Le, Long Hoang Dang, Ngan Le, Truyen Tran, Thao Minh Le

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.LG

REVECA: Adaptive Planning and Trajectory-based Validation in Cooperative Language Agents using Information Relevance and Relative Proximity

SeungWon Seo, SeongRae Noh, Junhyeok Lee, SooBin Lim, Won Hee Lee, HyeongYeop Kang

专题命中 推理与问题求解 ：language agent(title,abstract)；分类 cs.CL、cs.AI

Comments v2 is the AAAI'25 camera-ready version, including the appendix, which has been enhanced based on the reviewers' comments

Specifications: The missing link to making the development of LLM systems an engineering discipline

Ion Stoica, Matei Zaharia, Joseph Gonzalez, Ken Goldberg, Koushik Sen, Hao Zhang, Anastasios Angelopoulos, Shishir G. Patil, Lingjiao Chen, Wei-Lin Chiang, Jared Q. Davis

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.CL、cs.AI

Toward AI-Driven Digital Organism: Multiscale Foundation Models for Predicting, Simulating and Programming Biology at All Levels

Le Song, Eran Segal, Eric Xing

专题命中 推理与问题求解 ：foundation model(title,abstract)；分类 cs.AI、cs.LG

Perception Tokens Enhance Visual Reasoning in Multimodal Language Models

Mahtab Bigverdi, Zelun Luo, Cheng-Yu Hsieh, Ethan Shen, Dongping Chen, Linda G. Shapiro, Ranjay Krishna

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.AI、cs.LG

Leveraging Language Models to Detect Greenwashing

Avalon Vinella, Margaret Capetz, Rebecca Pattichis, Christina Chance, Reshmi Ghosh, Kai-Wei Chang

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.LG

Language Models Need Inductive Biases to Count Inductively

Yingshan Chang, Yonatan Bisk

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.LG

ToolPlanner: A Tool Augmented LLM for Multi Granularity Instructions with Path Planning and Feedback

Qinzhuo Wu, Wei Liu, Jian Luan, Bin Wang

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.CL、cs.AI

CELI: Controller-Embedded Language Model Interactions

Jan-Samuel Wagner, Dave DeCaprio, Abishek Chiffon Muthu Raja, Jonathan M. Holman, Lauren K. Brady, Sky C. Cheung, Hosein Barzekar, Eric Yang, Mark Anthony Martinez, David Soong, Sriram Sridhar, Han Si, Brandon W. Higgs, Hisham Hamadeh, Scott Ogden

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments 26 pages, 2 figures

A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context Reasoning

Yuanning Cui, Zequn Sun, Wei Hu

专题命中 推理与问题求解 ：foundation model(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted in the 38th Conference on Neural Information Processing Systems (NeurIPS 2024)

OmnixR: Evaluating Omni-modality Language Models on Reasoning across Modalities

Lichang Chen, Hexiang Hu, Mingda Zhang, Yiwen Chen, Zifeng Wang, Yandong Li, Pranav Shyam, Tianyi Zhou, Heng Huang, Ming-Hsuan Yang, Boqing Gong

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments 19 pages, 6 figures, 12 tables

A Foundation Model for Zero-shot Logical Query Reasoning

Mikhail Galkin, Jincheng Zhou, Bruno Ribeiro, Jian Tang, Zhaocheng Zhu

专题命中 推理与问题求解 ：foundation model(title,abstract)；分类 cs.AI、cs.LG

Comments NeurIPS 2024

Abstraction-of-Thought Makes Language Models Better Reasoners

Ruixin Hong, Hongming Zhang, Xiaoman Pan, Dong Yu, Changshui Zhang

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments EMNLP 2024 Findings

Optimal Power Grid Operations with Foundation Models

Alban Puech, Jonas Weiss, Thomas Brunschwiler, Hendrik F. Hamann

专题命中 推理与问题求解 ：foundation model(title,abstract)；分类 cs.AI、cs.LG

MAPWise: Evaluating Vision-Language Models for Advanced Map Queries

Srija Mukhopadhyay, Abhishek Rajgaria, Prerana Khatiwada, Vivek Gupta, Dan Roth

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments 30 Pages, 46 Tables, 6 Figure

Learning to Plan Long-Term for Language Modeling

Florian Mai, Nathan Cornille, Marie-Francine Moens

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments preprint

LLMs Learn Task Heuristics from Demonstrations: A Heuristic-Driven Prompting Strategy for Document-Level Event Argument Extraction

Hanzhang Zhou, Junlang Qian, Zijian Feng, Hui Lu, Zixiao Zhu, Kezhi Mao

专题命中 推理与问题求解 ：prompting(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted to ACL 2024

CompA: Addressing the Gap in Compositional Reasoning in Audio-Language Models

Sreyan Ghosh, Ashish Seth, Sonal Kumar, Utkarsh Tyagi, Chandra Kiran Evuru, S. Ramaneswaran, S. Sakshi, Oriol Nieto, Ramani Duraiswami, Dinesh Manocha

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments ICLR 2024. Project Page: https://sreyan88.github.io/compa_iclr/

SeaEval for Multilingual Foundation Models: From Cross-Lingual Alignment to Cultural Reasoning

Bin Wang, Zhengyuan Liu, Xin Huang, Fangkai Jiao, Yang Ding, AiTi Aw, Nancy F. Chen

专题命中 推理与问题求解 ：foundation model(title,abstract)；分类 cs.CL、cs.AI

Comments Published at NAACL 2024. Code: https://seaeval.github.io/

Fake News Detection and Manipulation Reasoning via Large Vision-Language Models

Ruihan Jin, Ruibo Fu, Zhengqi Wen, Shuai Zhang, Yukun Liu, Jianhua Tao

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

GLoRe: When, Where, and How to Improve LLM Reasoning via Global and Local Refinements

Alex Havrilla, Sharath Raparthy, Christoforus Nalmpantis, Jane Dwivedi-Yu, Maksym Zhuravinskyi, Eric Hambro, Roberta Raileanu

专题命中 推理与问题求解 ：LLM(title)；language model(abstract)；分类 cs.CL、cs.LG

Language Modeling with Editable External Knowledge

Belinda Z. Li, Emmy Liu, Alexis Ross, Abbas Zeitoun, Graham Neubig, Jacob Andreas

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Collective Constitutional AI: Aligning a Language Model with Public Input

Saffron Huang, Divya Siddarth, Liane Lovitt, Thomas I. Liao, Esin Durmus, Alex Tamkin, Deep Ganguli

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Journal ref Proceedings of the 2024 ACM Conference on Fairness, Accountability, and Transparency. 1395-1417

Language Models Don't Learn the Physical Manifestation of Language

Bruce W. Lee, JaeHyuk Lim

专题命中 推理与问题求解 ：language model(title)；LLM(abstract)；分类 cs.CL、cs.AI

Comments ACL 2024 Main

TopViewRS: Vision-Language Models as Top-View Spatial Reasoners

Chengzu Li, Caiqi Zhang, Han Zhou, Nigel Collier, Anna Korhonen, Ivan Vulić

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.LG

Comments 9 pages, 3 figures, 3 tables (21 pages, 4 figures, 15 tables including references and appendices)

GenKubeSec: LLM-Based Kubernetes Misconfiguration Detection, Localization, Reasoning, and Remediation

Ehud Malul, Yair Meidan, Dudu Mimran, Yuval Elovici, Asaf Shabtai

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.CL、cs.LG

DaVinci at SemEval-2024 Task 9: Few-shot prompting GPT-3.5 for Unconventional Reasoning

Suyash Vardhan Mathur, Akshett Rai Jindal, Manish Shrivastava

专题命中 推理与问题求解 ：prompting(title,abstract)；分类 cs.CL、cs.AI

Thinking Tokens for Language Modeling

David Herel, Tomas Mikolov

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments AITP 2023 (May 10, 2023)

ATG: Benchmarking Automated Theorem Generation for Generative Language Models

Xiaohan Lin, Qingxing Cao, Yinya Huang, Zhicheng Yang, Zhengying Liu, Zhenguo Li, Xiaodan Liang

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI