v1v2 (latest)

Pretraining Language Models to Ponder in Continuous Space

27 May 2025

Papers citing "Pretraining Language Models to Ponder in Continuous Space"

49 / 49 papers shown

Title
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model? Yang Yue Zhiqi Chen Rui Lu Andrew Zhao Zhaokai Wang Yang Yue Shiji Song Gao Huang ReLM LRM 216 128 0 18 Apr 2025
Chain-of-Thought Matters: Improving Long-Context Language Models with Reasoning Path Supervision Dawei Zhu Xiyu Wei Guangxiang Zhao Wenhao Wu Haosheng Zou Junfeng Ran Xun Wang Lin Sun Xiangzheng Zhang Sujian Li LRM 112 3 0 28 Feb 2025
BOLT: Bootstrap Long Chain-of-Thought in Language Models without Distillation Bo Pang Hanze Dong Jiacheng Xu Siyang Song Yingbo Zhou Caiming Xiong KELM LRM 148 10 0 06 Feb 2025
T1: Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling Zhenyu Hou Xin Lv Rui Lu Jing Zhang Yongqian Li Zijun Yao Juanzi Li J. Tang Yuxiao Dong OffRL LRM ReLM 142 33 0 20 Jan 2025
Scaling of Search and Learning: A Roadmap to Reproduce o1 from Reinforcement Learning Perspective Zhiyuan Zeng Qinyuan Cheng Zhangyue Yin Bo Wang Shimin Li Yunhua Zhou Qipeng Guo Xuanjing Huang Xipeng Qiu ELM AI4TS LRM 149 36 0 18 Dec 2024
Inference Scaling fLaws: The Limits of LLM Resampling with Imperfect Verifiers Benedikt Stroebl Sayash Kapoor Arvind Narayanan LRM 127 18 0 26 Nov 2024
Fast Best-of-N Decoding via Speculative Rejection Hanshi Sun Momin Haider Ruiqi Zhang Huitao Yang Jiahao Qiu Ming Yin Mengdi Wang Peter L. Bartlett Andrea Zanette BDL 91 53 0 26 Oct 2024
Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters Charlie Snell Jaehoon Lee Kelvin Xu Aviral Kumar LRM 198 698 0 06 Aug 2024
Variational Best-of-N Alignment Afra Amini Tim Vieira Ryan Cotterell Ryan Cotterell BDL 85 23 0 08 Jul 2024
Hopping Too Late: Exploring the Limitations of Large Language Models on Multi-Hop Queries Eden Biran Daniela Gottesman Sohee Yang Mor Geva Amir Globerson LRM 78 43 0 18 Jun 2024
BoNBoN Alignment for Large Language Models and the Sweetness of Best-of-n Sampling Lin Gui Cristina Garbacea Victor Veitch BDL LM&MA 103 49 0 02 Jun 2024
A Theoretical Understanding of Self-Correction through In-context Alignment Yifei Wang Yuyang Wu Zeming Wei Stefanie Jegelka Yisen Wang LRM 94 27 0 28 May 2024
MoEUT: Mixture-of-Experts Universal Transformers Róbert Csordás Kazuki Irie Jürgen Schmidhuber Christopher Potts Christopher D. Manning MoE 76 11 0 25 May 2024
Let's Think Dot by Dot: Hidden Computation in Transformer Language Models Jacob Pfau William Merrill Samuel R. Bowman LRM 82 83 0 24 Apr 2024
Physics of Language Models: Part 3.3, Knowledge Capacity Scaling Laws Zeyuan Allen-Zhu Yuanzhi Li KELM 47 70 0 08 Apr 2024
The Larger the Better? Improved LLM Code-Generation via Budget Reallocation Michael Hassid Tal Remez Jonas Gehring Roy Schwartz Yossi Adi 97 27 0 31 Mar 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 127 151 0 14 Mar 2024
Do Large Language Models Latently Perform Multi-Hop Reasoning? Sohee Yang E. Gribovskaya Nora Kassner Mor Geva Sebastian Riedel ReLM LRM 122 113 0 26 Feb 2024
TinyLlama: An Open-Source Small Language Model Peiyuan Zhang Guangtao Zeng Tianduo Wang Wei Lu ALM LRM 150 407 0 04 Jan 2024
Mamba: Linear-Time Sequence Modeling with Selective State Spaces Albert Gu Tri Dao Mamba 150 2,786 0 01 Dec 2023
Think Before You Speak: Cultivating Communication Skills of Large Language Models via Inner Monologue Junkai Zhou Liang Pang Huawei Shen Xueqi Cheng LRM 54 6 0 13 Nov 2023
Physics of Language Models: Part 3.2, Knowledge Manipulation Zeyuan Allen-Zhu Yuanzhi Li KELM 72 104 0 25 Sep 2023
Symbolic Chain-of-Thought Distillation: Small Models Can Also "Think" Step-by-Step Liunian Harold Li Jack Hessel Youngjae Yu Xiang Ren Kai-Wei Chang Yejin Choi LRM AI4CE ReLM 92 143 0 24 Jun 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 444 4,444 0 09 Jun 2023
Scaling Data-Constrained Language Models Niklas Muennighoff Alexander M. Rush Boaz Barak Teven Le Scao Aleksandra Piktus Nouamane Tazi S. Pyysalo Thomas Wolf Colin Raffel ALM 114 226 0 25 May 2023
RWKV: Reinventing RNNs for the Transformer Era Bo Peng Eric Alcaide Quentin G. Anthony Alon Albalak Samuel Arcadinho ... Qihang Zhao P. Zhou Qinghua Zhou Jian Zhu Rui-Jie Zhu 235 609 0 22 May 2023
Pythia: A Suite for Analyzing Large Language Models Across Training and Scaling Stella Biderman Hailey Schoelkopf Quentin G. Anthony Herbie Bradley Kyle O'Brien ... USVSN Sai Prashanth Edward Raff Aviya Skowron Lintang Sutawika Oskar van der Wal 107 1,307 0 03 Apr 2023
Self-Refine: Iterative Refinement with Self-Feedback Aman Madaan Niket Tandon Prakhar Gupta Skyler Hallinan Luyu Gao ... Bodhisattwa Prasad Majumder Katherine Hermann Sean Welleck Amir Yazdanbakhsh Peter Clark ReLM LRM DiffM 190 1,678 0 30 Mar 2023
Computation vs. Communication Scaling for Future Transformers on Future Hardware Suchita Pati Shaizeen Aga Mahzabeen Islam Nuwan Jayasena Matthew D. Sinclair 40 10 0 06 Feb 2023
Looped Transformers as Programmable Computers Angeliki Giannou Shashank Rajput Jy-yong Sohn Kangwook Lee Jason D. Lee Dimitris Papailiopoulos 91 106 0 30 Jan 2023
Large Language Models Can Self-Improve Jiaxin Huang S. Gu Le Hou Yuexin Wu Xuezhi Wang Hongkun Yu Jiawei Han ReLM AI4MH LRM 206 616 0 20 Oct 2022
OPT: Open Pre-trained Transformer Language Models Susan Zhang Stephen Roller Naman Goyal Mikel Artetxe Moya Chen ... Daniel Simig Punit Singh Koura Anjali Sridhar Tianlu Wang Luke Zettlemoyer VLM OSLM AI4CE 362 3,699 0 02 May 2022
Training Compute-Optimal Large Language Models Jordan Hoffmann Sebastian Borgeaud A. Mensch Elena Buchatskaya Trevor Cai ... Karen Simonyan Erich Elsen Jack W. Rae Oriol Vinyals Laurent Sifre AI4TS 208 1,987 0 29 Mar 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 554 3,737 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 850 9,714 0 28 Jan 2022
Show Your Work: Scratchpads for Intermediate Computation with Language Models Maxwell Nye Anders Andreassen Guy Gur-Ari Henryk Michalewski Jacob Austin ... Aitor Lewkowycz Maarten Bosma D. Luan Charles Sutton Augustus Odena ReLM LRM 183 756 0 30 Nov 2021
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 353 4,598 0 27 Oct 2021
RoFormer: Enhanced Transformer with Rotary Position Embedding Jianlin Su Yu Lu Shengfeng Pan Ahmed Murtadha Bo Wen Yunfeng Liu 327 2,533 0 20 Apr 2021
Efficient Large-Scale Language Model Training on GPU Clusters Using Megatron-LM Deepak Narayanan Mohammad Shoeybi Jared Casper P. LeGresley M. Patwary ... Prethvi Kashinkunti J. Bernauer Bryan Catanzaro Amar Phanishayee Matei A. Zaharia MoE 138 707 0 09 Apr 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 476 2,123 0 31 Dec 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 892 42,463 0 28 May 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 642 4,921 0 23 Jan 2020
PIQA: Reasoning about Physical Commonsense in Natural Language Yonatan Bisk Rowan Zellers Ronan Le Bras Jianfeng Gao Yejin Choi OOD LRM 186 1,847 0 26 Nov 2019
Root Mean Square Layer Normalization Biao Zhang Rico Sennrich 99 761 0 16 Oct 2019
HellaSwag: Can a Machine Really Finish Your Sentence? Rowan Zellers Ari Holtzman Yonatan Bisk Ali Farhadi Yejin Choi 185 2,532 0 19 May 2019
Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge Peter Clark Isaac Cowhey Oren Etzioni Tushar Khot Ashish Sabharwal Carissa Schoenick Oyvind Tafjord ELM RALM LRM 198 2,670 0 14 Mar 2018
Crowdsourcing Multiple Choice Science Questions Johannes Welbl Nelson F. Liu Matt Gardner AI4Ed 109 522 0 19 Jul 2017
RACE: Large-scale ReAding Comprehension Dataset From Examinations Guokun Lai Qizhe Xie Hanxiao Liu Yiming Yang Eduard H. Hovy ELM 203 1,359 0 15 Apr 2017
The LAMBADA dataset: Word prediction requiring a broad discourse context Denis Paperno Germán Kruszewski Angeliki Lazaridou Q. N. Pham Raffaella Bernardi Sandro Pezzelle Marco Baroni Gemma Boleda Raquel Fernández 142 727 0 20 Jun 2016