Title
Large Language Monkeys: Scaling Inference Compute with Repeated Sampling Bradley Brown Jordan Juravsky Ryan Ehrlich Ronald Clark Quoc V. Le Christopher Ré Azalia Mirhoseini ALM LRM 161 278 0 03 Jan 2025
Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers Zhenting Qi Mingyuan Ma Jiahang Xu Li Zhang Fan Yang Mao Yang ReLM LRM 39 73 0 12 Aug 2024
Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters Charlie Snell Jaehoon Lee Kelvin Xu Aviral Kumar LRM 106 576 0 06 Aug 2024
Generate-then-Ground in Retrieval-Augmented Generation for Multi-hop Question Answering Zhengliang Shi Shuo Zhang Weiwei Sun Shen Gao Pengjie Ren Zhumin Chen Zhaochun Ren RALM 83 34 0 21 Jun 2024
Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning Chaojie Wang Yanchen Deng Zhiyi Lyu Liang Zeng Jujie He Shuicheng Yan Bo An LRM ReLM 55 54 0 20 Jun 2024
RQ-RAG: Learning to Refine Queries for Retrieval Augmented Generation Chi-Min Chan Chunpu Xu Ruibin Yuan Hongyin Luo Wei Xue Yi-Ting Guo Jie Fu RALM 40 70 0 31 Mar 2024
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 94 1,701 1 18 Dec 2023
Probabilistic Tree-of-thought Reasoning for Answering Knowledge-intensive Complex Questions S. Cao Jiajie Zhang Jiaxin Shi Xin Lv Zijun Yao Qingwen Tian Juanzi Li Lei Hou LRM 39 16 0 23 Nov 2023
Semi-Structured Chain-of-Thought: Integrating Multiple Sources of Knowledge for Improved Language Model Reasoning Xin Su Tiep Le Steven Bethard Phillip Howard LRM KELM 50 7 0 14 Nov 2023
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 226 699 0 17 Oct 2023
Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future Zheng Chu Jingchang Chen Qianglong Chen Weijiang Yu Tao He Haotian Wang Weihua Peng Ming-Yuan Liu Bing Qin Ting Liu LRM AI4CE 71 166 0 27 Sep 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 206 11,636 0 18 Jul 2023
Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy Zhihong Shao Yeyun Gong Yelong Shen Minlie Huang Nan Duan Weizhu Chen RALM LRM KELM 48 242 0 24 May 2023
Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions H. Trivedi Niranjan Balasubramanian Tushar Khot Ashish Sabharwal KELM RALM LRM 71 441 0 20 Dec 2022
Measuring and Narrowing the Compositionality Gap in Language Models Ofir Press Muru Zhang Sewon Min Ludwig Schmidt Noah A. Smith M. Lewis ReLM KELM LRM 111 595 0 07 Oct 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 478 3,486 0 21 Mar 2022
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 120 864 0 16 Dec 2021
Improving language models by retrieving from trillions of tokens Sebastian Borgeaud A. Mensch Jordan Hoffmann Trevor Cai Eliza Rutherford ... Simon Osindero Karen Simonyan Jack W. Rae Erich Elsen Laurent Sifre KELM RALM 160 1,069 0 08 Dec 2021
Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps Xanh Ho A. Nguyen Saku Sugawara Akiko Aizawa RALM LRM 47 425 0 02 Nov 2020
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 120 2,577 0 25 Sep 2018