A Survey of Scaling in Large Language Model Reasoning

2 April 2025

Papers citing "A Survey of Scaling in Large Language Model Reasoning"

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Title
MAPLE: Many-Shot Adaptive Pseudo-Labeling for In-Context Learning Zihan Chen Song Wang Zhen Tan Jundong Li Cong Shen OffRL 177 0 0 22 May 2025
Human Implicit Preference-Based Policy Fine-tuning for Multi-Agent Reinforcement Learning in USV Swarm Haksub Kim Kanghoon Lee J. Park Jiachen Li Jinkyoo Park 91 1 0 05 Mar 2025
U-NIAH: Unified RAG and LLM Evaluation for Long Context Needle-In-A-Haystack Yunfan Gao Yun Xiong Wenlong Wu Zijing Huang Bohan Li Haoyu Wang 80 4 0 01 Mar 2025
Reasoning with Latent Thoughts: On the Power of Looped Transformers Nikunj Saunshi Nishanth Dikkala Zhiyuan Li Sanjiv Kumar Sashank J. Reddi OffRL LRM AI4CE 101 21 0 24 Feb 2025
SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities Fengqing Jiang Zhangchen Xu Yuetai Li Luyao Niu Zhen Xiang Yue Liu Bill Yuchen Lin Radha Poovendran KELM ELM LRM 119 26 0 17 Feb 2025
LIMO: Less is More for Reasoning Yixin Ye Zhen Huang Yang Xiao Ethan Chern Shijie Xia Pengfei Liu LRM 138 138 0 05 Feb 2025
From Few to Many: Self-Improving Many-Shot Reasoners Through Iterative Optimization and Generation Xingchen Wan Han Zhou Ruoxi Sun Hootan Nakhost Ke Jiang Sercan Ö. Arık ReLM OffRL LRM 59 4 0 01 Feb 2025
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training Tianzhe Chu Yuexiang Zhai Jihan Yang Shengbang Tong Saining Xie Dale Schuurmans Quoc V. Le Sergey Levine Yi-An Ma OffRL 183 97 0 28 Jan 2025
CrisisSense-LLM: Instruction Fine-Tuned Large Language Model for Multi-label Social Media Text Classification in Disaster Informatics Kai Yin Chengkai Liu Ali Mostafavi Xia Hu 82 12 0 17 Jan 2025
Harnessing Large Language Models for Disaster Management: A Survey Zhenyu Lei Yushun Dong Weiyu Li Rong Ding Qi Wang Jundong Li AI4CE 87 6 0 12 Jan 2025
O1 Replication Journey -- Part 3: Inference-time Scaling for Medical Reasoning Zhongzhen Huang Gui Geng Shengyi Hua Zhen Huang Haoyang Zou Shanghang Zhang Pengfei Liu Xiaofan Zhang LRM 70 13 0 11 Jan 2025
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs Xingyu Chen Jiahao Xu Tian Liang Zhiwei He Jianhui Pang ... Zizhuo Zhang Rui Wang Zhaopeng Tu Haitao Mi Dong Yu LRM ReLM 150 166 0 30 Dec 2024
ICLR: In-Context Learning of Representations Core Francisco Park Andrew Lee Ekdeep Singh Lubana Yongyi Yang Maya Okawa Kento Nishi Martin Wattenberg Hidenori Tanaka AIFin 186 6 0 29 Dec 2024
MedCoT: Medical Chain of Thought via Hierarchical Expert Jiaxiang Liu Yuan Wang Jiawei Du Qiufeng Wang Zuozhu Liu LRM 130 16 0 18 Dec 2024
Inference Scaling for Bridging Retrieval and Augmented Generation Youngwon Lee Seung-won Hwang Daniel F Campos Filip Graliński Z. Yao Yuxiong He RALM 84 2 0 14 Dec 2024
From Generation to Judgment: Opportunities and Challenges of LLM-as-a-judge Dawei Li Bohan Jiang Liangjie Huang Alimohammad Beigi Chengshuai Zhao ... Canyu Chen Tianhao Wu Kai Shu Lu Cheng Huan Liu ELM AILaw 199 100 0 25 Nov 2024
Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters Charlie Snell Jaehoon Lee Kelvin Xu Aviral Kumar LRM 143 626 0 06 Aug 2024
ChatQA 2: Bridging the Gap to Proprietary LLMs in Long Context and RAG Capabilities Peng Xu Ming-Yu Liu Xianchao Wu Zihan Liu Mohammad Shoeybi Mohammad Shoeybi Bryan Catanzaro RALM 104 20 0 19 Jul 2024
LongRAG: Enhancing Retrieval-Augmented Generation with Long-context LLMs Ziyan Jiang Xueguang Ma Wenhu Chen RALM 86 59 0 21 Jun 2024
A Survey on Large Language Models for Code Generation Juyong Jiang Fan Wang Jiasi Shen Sungju Kim Sunghun Kim 108 186 0 01 Jun 2024
In-Context Learning with Long-Context Models: An In-Depth Exploration Amanda Bertsch Maor Ivgi Uri Alon Jonathan Berant Matthew R. Gormley Matthew R. Gormley Graham Neubig ReLM AIMat 153 78 0 30 Apr 2024
Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking E. Zelikman Georges Harik Yijia Shao Varuna Jayasiri Nick Haber Noah D. Goodman LLMAG ReLM LRM 91 140 0 14 Mar 2024
Tuning-Free Accountable Intervention for LLM Deployment -- A Metacognitive Approach Zhen Tan Jie Peng Tianlong Chen Huan Liu 64 6 0 08 Mar 2024
A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems Zihao Yi Jiarui Ouyang Yuwen Liu Tianhao Liao Zhe Xu Ying Shen LLMAG LRM 88 67 0 28 Feb 2024
A Multi-Agent Conversational Recommender System Jiabao Fang Shen Gao Pengjie Ren Preslav Nakov Suzan Verberne Zhaochun Ren LLMAG 62 22 0 02 Feb 2024
RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval Parth Sarthi Salman Abdullah Aditi Tuli Shubh Khanna Anna Goldie Christopher D. Manning RALM 63 138 0 31 Jan 2024
FinMem: A Performance-Enhanced LLM Trading Agent with Layered Memory and Character Design Yangyang Yu Haohang Li Zhi Chen Yuechen Jiang Yang Li Denghui Zhang Rong Liu Jordan W. Suchow K. Khashanah 68 66 0 23 Nov 2023
In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering Sheng Liu Haotian Ye Lei Xing James Y. Zou 70 109 0 11 Nov 2023
Language Agents with Reinforcement Learning for Strategic Play in the Werewolf Game Zelai Xu Chao Yu Fei Fang Yu Wang Yi Wu LLMAG 87 89 0 29 Oct 2023
CBD: A Certified Backdoor Detector Based on Local Dominant Probability Zhen Xiang Zidi Xiong Bo Li AAML 89 14 0 26 Oct 2023
InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining Wei Ping Ming-Yu Liu Lawrence C. McAfee Peng Xu Bo Li Mohammad Shoeybi Bryan Catanzaro RALM 75 49 0 11 Oct 2023
Let Models Speak Ciphers: Multiagent Debate through Embeddings Chau Pham Boyi Liu Yingxiang Yang Zhengyu Chen Tianyi Liu Jianbo Yuan Bryan A. Plummer Zhaoran Wang Hongxia Yang LLMAG 56 18 0 10 Oct 2023
From Words to Watts: Benchmarking the Energy Costs of Large Language Model Inference S. Samsi Dan Zhao Joseph McDonald Baolin Li Adam Michaleas Michael Jones William Bergeron J. Kepner Devesh Tiwari V. Gadepally 51 139 0 04 Oct 2023
Scaling In-Context Demonstrations with Structured Attention Tianle Cai Kaixuan Huang Jason D. Lee Mengdi Wang LRM 58 8 0 05 Jul 2023
CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing Zhibin Gou Zhihong Shao Yeyun Gong Yelong Shen Yujiu Yang Nan Duan Weizhu Chen KELM LRM 59 381 0 19 May 2023
CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Ge Li Hasan Hammoud Hani Itani Dmitrii Khizbullin Guohao Li SyDa ALM 111 475 0 31 Mar 2023
Large Language Models Are Reasoning Teachers Namgyu Ho Laura Schmid Se-Young Yun ReLM ELM LRM 91 343 0 20 Dec 2022
Teaching Small Language Models to Reason Lucie Charlotte Magister Jonathan Mallinson Jakub Adamek Eric Malmi Aliaksei Severyn LRM AI4CE ReLM 156 266 0 16 Dec 2022
Can large language models reason about medical questions? Valentin Liévin C. Hother Andreas Geert Motzfeldt Ole Winther ELM LM&MA AI4MH LRM 83 309 0 17 Jul 2022
Self-Generated In-Context Learning: Leveraging Auto-regressive Language Models as a Demonstration Generator Sungmin Cho Hyunsoo Cho Junyeob Kim Taeuk Kim Kang Min Yoo Sang-goo Lee 80 64 0 16 Jun 2022
The Carbon Footprint of Machine Learning Training Will Plateau, Then Shrink David A. Patterson Joseph E. Gonzalez Urs Holzle Quoc V. Le Chen Liang Lluís-Miquel Munguía D. Rothchild David R. So Maud Texier J. Dean AI4CE 68 243 0 11 Apr 2022
Learning To Retrieve Prompts for In-Context Learning Ohad Rubin Jonathan Herzig Jonathan Berant VPVLM RALM 77 699 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 206 1,082 0 08 Dec 2021
Evaluating Large Language Models Trained on Code Mark Chen Jerry Tworek Heewoo Jun Qiming Yuan Henrique Pondé ... Bob McGrew Dario Amodei Sam McCandlish Ilya Sutskever Wojciech Zaremba ELM ALM 201 5,454 0 07 Jul 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 355 1,370 0 17 Jan 2021
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval Lee Xiong Chenyan Xiong Ye Li Kwok-Fung Tang Jialin Liu Paul N. Bennett Junaid Ahmed Arnold Overwijk 107 1,218 0 01 Jul 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 596 41,736 0 28 May 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 103 2,090 0 10 Feb 2020
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 444 18,931 0 20 Jul 2017
Reading Wikipedia to Answer Open-Domain Questions Danqi Chen Adam Fisch Jason Weston Antoine Bordes RALM 108 2,007 0 31 Mar 2017