Measuring and Narrowing the Compositionality Gap in Language Models

7 October 2022

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Papers citing "Measuring and Narrowing the Compositionality Gap in Language Models"

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Title
ZeroSearch: Incentivize the Search Capability of LLMs without Searching Hao-Lun Sun Zile Qiao Jiayan Guo Xuanbo Fan Yingyan Hou Yong-feng Jiang Pengjun Xie Fei Huang Yan Zhang OffRL 48 0 0 07 May 2025
Embracing Collaboration Over Competition: Condensing Multiple Prompts for Visual In-Context Learning J. Wang Tianci Luo Yaohua Zha Yan Feng Ruisheng Luo B. Chen Tao Dai Long Chen Yaowei Wang Shu-Tao Xia VLM 47 0 0 30 Apr 2025
E-InMeMo: Enhanced Prompting for Visual In-Context Learning Jiahao Zhang Bowen Wang Hong Liu Liangzhi Li Yuta Nakashima Hajime Nagahara VLM 99 0 0 25 Apr 2025
SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning Cheng Wen Tingwei Guo Shuaijiang Zhao Wei Zou Xiangang Li OffRL AuLLM LRM 48 1 0 22 Apr 2025
a1: Steep Test-time Scaling Law via Environment Augmented Generation Lingrui Mei Shenghua Liu Yiwei Wang Baolong Bi Yuyao Ge Jun Wan Yurong Wu Xueqi Cheng LRM 20 0 0 20 Apr 2025
CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models Feiyang Li Peng Fang Zhan Shi Arijit Khan Fang Wang D. Feng Weihao Wang Xin Zhang Yongjian Cui ReLM LRM 40 0 0 18 Apr 2025
LLM-as-a-Judge: Reassessing the Performance of LLMs in Extractive QA Xanh Ho Jiahao Huang Florian Boudin Akiko Aizawa ELM 29 0 0 16 Apr 2025
ToolRL: Reward is All Tool Learning Needs Cheng Qian Emre Can Acikgoz Qi He Hongru Wang X. Chen Dilek Hakkani-Tür Gökhan Tür Heng Ji OffRL LRM 25 3 0 16 Apr 2025
ReZero: Enhancing LLM search ability by trying one-more-time Alan Dao Thinh Le RALM LRM 33 1 0 15 Apr 2025
ARise: Towards Knowledge-Augmented Reasoning via Risk-Adaptive Search Y. Zhang Tianshu Wang Sirui Chen Kun Wang Xingyu Zeng Hongyu Lin Xianpei Han Le Sun Chaochao Lu LRM 31 0 0 15 Apr 2025
Out of Style: RAG's Fragility to Linguistic Variation Tianyu Cao Neel Bhandari Akhila Yerukola Akari Asai Maarten Sap 22 0 0 11 Apr 2025
LLM for Comparative Narrative Analysis Leo Kampen Carlos Rabat Villarreal Louis Yu Santu Karmaker Dongji Feng 22 0 0 11 Apr 2025
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models Yuxiang Lin Jingdong Sun Zhi-Qi Cheng Jue Wang Haomin Liang Zebang Cheng Yifei Dong Jun-Yan He Xiaojiang Peng Xian-Sheng Hua 39 0 0 10 Apr 2025
Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM Collaboration Ran Xu W. Shi Yuchen Zhuang Yue Yu Joyce C. Ho Haoyu Wang Carl Yang 24 0 0 07 Apr 2025
ReaRAG: Knowledge-guided Reasoning Enhances Factuality of Large Reasoning Models with Iterative Retrieval Augmented Generation Zhicheng Lee S. Cao Jinxin Liu J. Zhang Weichuan Liu Xiaoyin Che Lei Hou Juanzi Li ReLM LRM 79 2 0 27 Mar 2025
MCTS-RAG: Enhancing Retrieval-Augmented Generation with Monte Carlo Tree Search Yunhai Hu Yilun Zhao Chen Zhao Arman Cohan ReLM LRM 88 1 0 26 Mar 2025
ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning M. Ben-Chen Tianpeng Li Haoze Sun Yijie Zhou Chenzheng Zhu ... Weipeng Chen Haofen Wang Jeff Z. Pan Wen Zhang H. Chen ReLM OffRL AI4TS LRM 62 4 0 25 Mar 2025
ExpertRAG: Efficient RAG with Mixture of Experts -- Optimizing Context Retrieval for Adaptive LLM Responses Esmail Gumaan MoE 25 0 0 23 Mar 2025
SUNAR: Semantic Uncertainty based Neighborhood Aware Retrieval for Complex QA Venktesh V Mandeep Rathee Avishek Anand RALM LRM 55 0 0 23 Mar 2025
Enhancing Persona Consistency for LLMs' Role-Playing using Persona-Aware Contrastive Learning Ke Ji Yixin Lian Linxu Li Jingsheng Gao Weiyuan Li Bin Dai 34 0 0 22 Mar 2025
Typed-RAG: Type-aware Multi-Aspect Decomposition for Non-Factoid Question Answering DongGeon Lee Ahjeong Park Hyeri Lee Hyeonseo Nam Yunho Maeng 35 1 0 20 Mar 2025
Synthetic Data Generation Using Large Language Models: Advances in Text and Code Mihai Nadas Laura Diosan Andreea Tomescu SyDa 67 0 0 18 Mar 2025
ThinkPatterns-21k: A Systematic Study on the Impact of Thinking Patterns in LLMs Pengcheng Wen Jiaming Ji Chi-Min Chan Juntao Dai Donghai Hong Yaodong Yang Sirui Han Yike Guo LLMAG LRM 76 1 0 17 Mar 2025
MES-RAG: Bringing Multi-modal, Entity-Storage, and Secure Enhancements to RAG Pingyu Wu Daiheng Gao Jing Tang Huimin Chen Wenbo Zhou W. Zhang Nenghai Yu 42 0 0 17 Mar 2025
Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscation Bowen Baker Joost Huizinga Leo Gao Zehao Dou M. Guan Aleksander Mądry Wojciech Zaremba J. Pachocki David Farhi LRM 62 11 0 14 Mar 2025
Language Models, Graph Searching, and Supervision Adulteration: When More Supervision is Less and How to Make More More Arvid Frydenlund LRM 44 0 0 13 Mar 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning Bowen Jin Hansi Zeng Zhenrui Yue Dong Wang Sercan Ö. Arik Dong Wang Hamed Zamani J. Han RALM ReLM KELM OffRL AI4TS LRM 76 18 0 12 Mar 2025
A Survey on Knowledge-Oriented Retrieval-Augmented Generation Mingyue Cheng Yucong Luo Jie Ouyang Q. Liu Huijie Liu ... Bohou Zhang Jiawei Cao Jie Ma Daoyu Wang Enhong Chen 3DV 59 3 0 11 Mar 2025
ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA Zhao Xinjie Fan Gao Rui Yang Yingjian Chen Yuyang Wang Ying Zhu Jiacheng Tang Irene Z Li LRM KELM 38 0 0 10 Mar 2025
Agent models: Internalizing Chain-of-Action Generation into Reasoning models Yuxiang Zhang Yuqi Yang Jiangming Shu Xinyan Wen Jitao Sang LRM LLMAG LM&Ro 38 1 0 09 Mar 2025
R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning Huatong Song Jinhao Jiang Yingqian Min Jie Chen Z. Chen Wayne Xin Zhao Lei Fang Ji-Rong Wen AI4TS LRM KELM 93 6 0 07 Mar 2025
OkraLong: A Flexible Retrieval-Augmented Framework for Long-Text Query Processing Yulong Hui Y. Liu Yao Lu Huanchen Zhang RALM 121 0 0 04 Mar 2025
Invisible Strings: Revealing Latent Dancer-to-Dancer Interactions with Graph Neural Networks Luis Zerkowski Zixuan Wang I. Vidrin M. Pettee 33 0 0 04 Mar 2025
SePer: Measure Retrieval Utility Through The Lens Of Semantic Perplexity Reduction Lu Dai Yijie Xu Jinhui Ye Hao Liu Hui Xiong 3DV RALM 63 2 0 03 Mar 2025
Answer, Refuse, or Guess? Investigating Risk-Aware Decision Making in Language Models Cheng-Kuang Wu Zhi Rui Tam Chieh-Yen Lin Yun-Nung Chen Hung-yi Lee 59 0 0 03 Mar 2025
TeleRAG: Efficient Retrieval-Augmented Generation Inference with Lookahead Retrieval Chien-Yu Lin Keisuke Kamahori Yiyu Liu Xiaoxiang Shi Madhav Kashyap ... Stephanie Wang Arvind Krishnamurthy Rohan Kadekodi Luis Ceze Baris Kasikci 3DV VLM 55 0 0 28 Feb 2025
KiRAG: Knowledge-Driven Iterative Retriever for Enhancing Retrieval-Augmented Generation Jinyuan Fang Zaiqiao Meng Craig Macdonald RALM 48 0 0 25 Feb 2025
Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models Zhenyu Pan Haozheng Luo Manling Li Han Liu LRM 37 13 0 24 Feb 2025
Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation Abdelrahman Abdallah Bhawna Piryani Jamshid Mozafari Mohammed Ali Adam Jatowt 77 1 0 21 Feb 2025
Autellix: An Efficient Serving Engine for LLM Agents as General Programs Michael Luo Xiaoxiang Shi Colin Cai Tianjun Zhang Justin Wong ... Chi Wang Yanping Huang Zhifeng Chen Joseph E. Gonzalez Ion Stoica 47 2 0 20 Feb 2025
Fast or Better? Balancing Accuracy and Cost in Retrieval-Augmented Generation with Flexible User Control Jinyan Su Jennifer Healey Preslav Nakov Claire Cardie 3DV 54 1 0 17 Feb 2025
RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation Pengcheng Jiang Lang Cao Ruike Zhu Minhao Jiang Yunyi Zhang J. Sun J. Han RALM 75 0 0 16 Feb 2025
Vendi-RAG: Adaptively Trading-Off Diversity And Quality Significantly Improves Retrieval Augmented Generation With LLMs Mohammad Reza Rezaei Adji Bousso Dieng VLM 41 1 0 16 Feb 2025
Has My System Prompt Been Used? Large Language Model Prompt Membership Inference Roman Levin Valeriia Cherepanova Abhimanyu Hans Avi Schwarzschild Tom Goldstein 57 1 0 14 Feb 2025
Bag of Tricks for Inference-time Computation of LLM Reasoning Fan Liu Wenshuo Chao Naiqiang Tan Hao Liu OffRL LRM 69 3 0 11 Feb 2025
Adaptive Prompting: Ad-hoc Prompt Composition for Social Bias Detection Maximilian Spliethover Tim Knebler Fabian Fumagalli Maximilian Muschalik Barbara Hammer Eyke Hüllermeier Henning Wachsmuth 97 1 0 10 Feb 2025
Evaluating the Systematic Reasoning Abilities of Large Language Models through Graph Coloring Alex Heyman Joel Zylberberg LRM 42 0 0 10 Feb 2025
Preventing Rogue Agents Improves Multi-Agent Collaboration Ohav Barbi Ori Yoran Mor Geva 48 1 0 09 Feb 2025
Can we Retrieve Everything All at Once? ARM: An Alignment-Oriented LLM-based Retrieval Method Peter Baile Chen Yi Zhang Michael Cafarella Dan Roth RALM AIFin 131 2 0 30 Jan 2025
Learning to Explore and Select for Coverage-Conditioned Retrieval-Augmented Generation Takyoung Kim Kyungjae Lee Y. Jang Ji Yong Cho Gangwoo Kim Minseok Cho Moontae Lee 75 0 0 28 Jan 2025