大模型推理能力 - arXivDaily 专题

2411.00186 2024-11-04 cs.LG cs.AI 62%

Self-Healing Machine Learning: A Framework for Autonomous Adaptation in Real-World Environments

Paulius Rauba, Nabeel Seedat, Krzysztof Kacprzyk, Mihaela van der Schaar

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

Comments Advances in Neural Information Processing Systems 38 (NeurIPS 2024)

2411.00046 2024-11-04 cs.CL cs.AI cs.DB q-bio.QM 62%

CurateGPT: A flexible language-model assisted biocuration tool

Harry Caufield, Carlo Kroll, Shawn T O'Neil, Justin T Reese, Marcin P Joachimiak, Harshad Hegde, Nomi L Harris, Madan Krishnamurthy, James A McLaughlin, Damian Smedley, Melissa A Haendel, Peter N Robinson, Christopher J Mungall

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

2404.01475 2024-11-04 cs.LG cond-mat.mtrl-sci cs.AI physics.chem-ph 62%

Are large language models superhuman chemists?

Adrian Mirza, Nawaf Alampara, Sreekanth Kunchapu, Martiño Ríos-García, Benedict Emoekabu, Aswanth Krishnan, Tanya Gupta, Mara Schilling-Wilhelmi, Macjonathan Okereke, Anagha Aneesh, Amir Mohammad Elahi, Mehrdad Asgari, Juliane Eberhardt, Hani M. Elbeheiry, María Victoria Gil, Maximilian Greiner, Caroline T. Holick, Christina Glaubitz, Tim Hoffmann, Abdelrahman Ibrahim, Lea C. Klepsch, Yannik Köster, Fabian Alexander Kreth, Jakob Meyer, Santiago Miret, Jan Matthias Peschel, Michael Ringleb, Nicole Roesner, Johanna Schreiber, Ulrich S. Schubert, Leanne M. Stafast, Dinga Wonanke, Michael Pieler, Philippe Schwaller, Kevin Maik Jablonka

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

2402.11821 2024-11-01 cs.LG cs.CL cs.IR cs.SI 62%

Microstructures and Accuracy of Graph Recall by Large Language Models

Yanbang Wang, Hejie Cui, Jon Kleinberg

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

Comments Accepted at NeurIPS 2024; Code available at: https://github.com/Abel0828/llm-graph-recall

2410.21716 2024-10-30 cs.CL cs.AI stat.AP 62%

A Bayesian Approach to Harnessing the Power of LLMs in Authorship Attribution

Zhengmian Hu, Tong Zheng, Heng Huang

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

2402.11208 2024-10-30 cs.CR cs.AI cs.CL 62%

Watch Out for Your Agents! Investigating Backdoor Threats to LLM-Based Agents

Wenkai Yang, Xiaohan Bi, Yankai Lin, Sishuo Chen, Jie Zhou, Xu Sun

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

Comments Accepted at NeurIPS 2024, camera ready version. Code and data are available at https://github.com/lancopku/agent-backdoor-attacks

2402.12327 2024-10-29 cs.AI cs.CL cs.CY cs.MA econ.GN q-fin.EC 62%

Shall We Team Up: Exploring Spontaneous Cooperation of Competing LLM Agents

Zengqing Wu, Run Peng, Shuyuan Zheng, Qianying Liu, Xu Han, Brian Inhyuk Kwon, Makoto Onizuka, Shaojie Tang, Chuan Xiao

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

Comments EMNLP 2024 Findings. Source codes available at https://github.com/wuzengqing001225/SABM_ShallWeTeamUp

2410.19109 2024-10-28 cs.AI cs.CL 62%

RSA-Control: A Pragmatics-Grounded Lightweight Controllable Text Generation Framework

Yifan Wang, Vera Demberg

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

Comments Accepted to EMNLP 2024 (main conference)

2410.15252 2024-10-22 cs.CL cs.AI 62%

Lossless KV Cache Compression to 2%

Zhen Yang, J. N. Han, Kan Wu, Ruobing Xie, An Wang, Xingwu Sun, Zhanhui Kang

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

2406.13114 2024-10-22 cs.CL cs.AI 62%

Multi-Stage Balanced Distillation: Addressing Long-Tail Challenges in Sequence-Level Knowledge Distillation

Yuhang Zhou, Jing Zhu, Paiheng Xu, Xiaoyu Liu, Xiyao Wang, Danai Koutra, Wei Ai, Furong Huang

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

Comments EMNLP 2024

2410.12298 2024-10-18 cs.CL cs.AI 62%

Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs

Lei Sun, Xinchen Wang, Youdi Li

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

2410.12858 2024-10-18 cs.CL cs.AI 62%

Large Language Models for Medical OSCE Assessment: A Novel Approach to Transcript Analysis

Ameer Hamza Shakur, Michael J. Holcomb, David Hein, Shinyoung Kang, Thomas O. Dalton, Krystle K. Campbell, Daniel J. Scott, Andrew R. Jamieson

专题命中其他推理：chain-of-thought(abstract)；分类 cs.CL、cs.AI

2403.15362 2024-10-18 cs.CL cs.AI 62%

CoLLEGe: Concept Embedding Generation for Large Language Models

Ryan Teehan, Brenden Lake, Mengye Ren

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

2408.16264 2024-10-17 cs.CL cs.AI 62%

LoraMap: Harnessing the Power of LoRA Connections

Hyeryun Park, Jeongwon Kwak, Dongsuk Jang, Sumin Park, Jinwook Choi

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

Comments 17 pages, 12 figures, 7 tables

2410.11550 2024-10-16 cs.AI cs.CL 62%

Y-Mol: A Multiscale Biomedical Knowledge-Guided Large Language Model for Drug Development

Tengfei Ma, Xuan Lin, Tianle Li, Chaoyi Li, Long Chen, Peng Zhou, Xibao Cai, Xinyu Yang, Daojian Zeng, Dongsheng Cao, Xiangxiang Zeng

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

Comments 12 pages, Under Review

2410.11457 2024-10-16 cs.DB cs.AI cs.CL cs.IR 62%

LR-SQL: A Supervised Fine-Tuning Method for Text2SQL Tasks under Low-Resource Scenarios

Wen Wuzhenghong, Zhang Yongpan, Pan Su, Sun Yuwei, Lu Pengwei, Ding Cheng

专题命中其他推理：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Comments 12pages, 4 figures,submitting to a journal

2410.10728 2024-10-15 cs.LG cs.AI 62%

Towards LLM-guided Efficient and Interpretable Multi-linear Tensor Network Rank Selection

Giorgos Iacovides, Wuyang Zhou, Danilo Mandic

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

2410.09034 2024-10-14 cs.CE cs.AI cs.CL cs.MA 62%

PEAR: A Robust and Flexible Automation Framework for Ptychography Enabled by Multiple Large Language Model Agents

Xiangyu Yin, Chuqiao Shi, Yimo Han, Yi Jiang

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

Comments 18 pages, 5 figures, technical preview report

2410.07551 2024-10-11 cs.CL cs.AI 62%

KRAG Framework for Enhancing LLMs in the Legal Domain

Nguyen Ha Thanh, Ken Satoh

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

Comments Presented at NeLaMKRR@KR, 2024 (arXiv:2410.05339)

2410.07504 2024-10-11 cs.CL cs.AI 62%

Using LLMs to Discover Legal Factors

Morgan Gray, Jaromir Savelka, Wesley Oliver, Kevin Ashley

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

2410.06392 2024-10-10 cs.CL cs.LG 62%

Counterfactual Causal Inference in Natural Language with Large Language Models

Gaël Gendron, Jože M. Rožanec, Michael Witbrock, Gillian Dobbie

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

Comments 22 pages, 10 pages for the main paper, 12 pages for the references and appendix, 5 figures

2404.14741 2024-10-08 cs.CL cs.AI 62%

Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering

Yao Xu, Shizhu He, Jiabei Chen, Zihao Wang, Yangqiu Song, Hanghang Tong, Guang Liu, Kang Liu, Jun Zhao

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

Comments Accepted by EMNLP 2024 Main

2410.02721 2024-10-04 cs.CL cs.AI cs.IR cs.SE 62%

Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization

Ryan C. Barron, Ves Grantcharov, Selma Wanna, Maksim E. Eren, Manish Bhattarai, Nicholas Solovyev, George Tompkins, Charles Nicholas, Kim Ø. Rasmussen, Cynthia Matuszek, Boian S. Alexandrov

专题命中其他推理：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Comments 9 pages 7 figures, 1 table, 1 cypher code Accepted to ICMLA 2024

2410.02173 2024-10-04 cs.LG cs.AI 62%

Efficiently Deploying LLMs with Controlled Risk

Michael J. Zellinger, Matt Thomson

专题命中其他推理：chain-of-thought(abstract)；分类 cs.AI、cs.LG

Comments 10 pages

2405.03709 2024-10-04 cs.SE cs.AI cs.LG cs.PL 62%

ScenicNL: Generating Probabilistic Scenario Programs from Natural Language

Karim Elmaaroufi, Devan Shanker, Ana Cismaru, Marcell Vazquez-Chanlatte, Alberto Sangiovanni-Vincentelli, Matei Zaharia, Sanjit A. Seshia

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

Comments 22 pages, 3 figures. Published at COLM 2024. https://ke7.github.io/ScenicNL

2311.17041 2024-10-04 cs.CV cs.AI cs.CL 62%

Eliciting In-Context Learning in Vision-Language Models for Videos Through Curated Data Distributional Properties

Keunwoo Peter Yu, Zheyuan Zhang, Fengyuan Hu, Shane Storks, Joyce Chai

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

Comments 16 pages, LaTeX; Accepted to EMNLP 2024 Main

2409.20566 2024-10-01 cs.CV cs.CL cs.LG 62%

MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning

Haotian Zhang, Mingfei Gao, Zhe Gan, Philipp Dufter, Nina Wenzel, Forrest Huang, Dhruti Shah, Xianzhi Du, Bowen Zhang, Yanghao Li, Sam Dodge, Keen You, Zhen Yang, Aleksei Timofeev, Mingze Xu, Hong-You Chen, Jean-Philippe Fauconnier, Zhengfeng Lai, Haoxuan You, Zirui Wang, Afshin Dehghan, Peter Grasch, Yinfei Yang

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

2406.12585 2024-10-01 cs.CL cs.AI 62%

Breaking the Ceiling of the LLM Community by Treating Token Generation as a Classification for Ensembling

Yao-Ching Yu, Chun-Chih Kuo, Ziqi Ye, Yu-Cheng Chang, Yueh-Se Li

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

Comments Accepted to EMNLP 2024

2409.13994 2024-09-30 cs.CL cs.AI 62%

Contrastive Learning for Knowledge-Based Question Generation in Large Language Models

Zhenhong Zhang, Jiajing Chen, Weiyan Shi, Lingjie Yi, Chihang Wang, Qian Yu

专题命中其他推理：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Comments 5 pages, 2 figures

2409.17416 2024-09-27 cs.CL cs.AI 62%

From Deception to Detection: The Dual Roles of Large Language Models in Fake News

Dorsaf Sallami, Yuan-Chen Chang, Esma Aïmeur

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

1. 其他推理 5813 篇

Self-Healing Machine Learning: A Framework for Autonomous Adaptation in Real-World Environments

CurateGPT: A flexible language-model assisted biocuration tool

Are large language models superhuman chemists?

Microstructures and Accuracy of Graph Recall by Large Language Models

A Bayesian Approach to Harnessing the Power of LLMs in Authorship Attribution

Watch Out for Your Agents! Investigating Backdoor Threats to LLM-Based Agents

Shall We Team Up: Exploring Spontaneous Cooperation of Competing LLM Agents

RSA-Control: A Pragmatics-Grounded Lightweight Controllable Text Generation Framework

Lossless KV Cache Compression to 2%

Multi-Stage Balanced Distillation: Addressing Long-Tail Challenges in Sequence-Level Knowledge Distillation

Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs

Large Language Models for Medical OSCE Assessment: A Novel Approach to Transcript Analysis

CoLLEGe: Concept Embedding Generation for Large Language Models

LoraMap: Harnessing the Power of LoRA Connections

Y-Mol: A Multiscale Biomedical Knowledge-Guided Large Language Model for Drug Development

LR-SQL: A Supervised Fine-Tuning Method for Text2SQL Tasks under Low-Resource Scenarios

Towards LLM-guided Efficient and Interpretable Multi-linear Tensor Network Rank Selection

PEAR: A Robust and Flexible Automation Framework for Ptychography Enabled by Multiple Large Language Model Agents

KRAG Framework for Enhancing LLMs in the Legal Domain

Using LLMs to Discover Legal Factors

Counterfactual Causal Inference in Natural Language with Large Language Models

Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering

Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization

Efficiently Deploying LLMs with Controlled Risk

ScenicNL: Generating Probabilistic Scenario Programs from Natural Language

Eliciting In-Context Learning in Vision-Language Models for Videos Through Curated Data Distributional Properties

MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning

Breaking the Ceiling of the LLM Community by Treating Token Generation as a Classification for Ensembling

Contrastive Learning for Knowledge-Based Question Generation in Large Language Models

From Deception to Detection: The Dual Roles of Large Language Models in Fake News