Title
Heimdall: test-time scaling on the generative verification Wenlei Shi Xing Jin LRM 93 6 0 14 Apr 2025
EAGLE-3: Scaling up Inference Acceleration of Large Language Models via Training-Time Test Yuhui Li Fangyun Wei Chao Zhang Hongyang R. Zhang 186 14 0 03 Mar 2025
Towards Thinking-Optimal Scaling of Test-Time Compute for LLM Reasoning Wenkai Yang Shuming Ma Yankai Lin Furu Wei LRM 94 45 0 25 Feb 2025
rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking Xinyu Guan Lefei Zhang Yifei Liu Ning Shang Youran Sun Yi Zhu Fan Yang Mao Yang LRM SyDa ReLM 113 118 0 08 Jan 2025
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 231 302 0 03 Jan 2025
Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters Charlie Snell Jaehoon Lee Kelvin Xu Aviral Kumar LRM 176 644 0 06 Aug 2024
EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees Yuhui Li Fangyun Wei Chao Zhang Hongyang R. Zhang 135 77 0 24 Jun 2024
Mixture-of-Agents Enhances Large Language Model Capabilities Junlin Wang Jue Wang Ben Athiwaratkun Ce Zhang James Zou LLMAG AIFin 80 129 0 07 Jun 2024
EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty Yuhui Li Fangyun Wei Chao Zhang Hongyang R. Zhang 106 156 0 26 Jan 2024
Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads Tianle Cai Yuhong Li Zhengyang Geng Hongwu Peng Jason D. Lee De-huai Chen Tri Dao 127 299 0 19 Jan 2024
GPQA: A Graduate-Level Google-Proof Q&A Benchmark David Rein Betty Li Hou Asa Cooper Stickland Jackson Petty Richard Yuanzhe Pang Julien Dirani Julian Michael Samuel R. Bowman AI4MH ELM 92 682 0 20 Nov 2023
Accelerating Large Language Model Decoding with Speculative Sampling Charlie Chen Sebastian Borgeaud G. Irving Jean-Baptiste Lespiau Laurent Sifre J. Jumper BDL LRM 87 422 0 02 Feb 2023
Fast Inference from Transformers via Speculative Decoding Yaniv Leviathan Matan Kalman Yossi Matias LRM 145 706 0 30 Nov 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 516 3,646 0 21 Mar 2022
Measuring Mathematical Problem Solving With the MATH Dataset Dan Hendrycks Collin Burns Saurav Kadavath Akul Arora Steven Basart Eric Tang Basel Alomair Jacob Steinhardt ReLM FaML 173 2,265 0 05 Mar 2021