Beyond Templates: Dynamic Adaptation of Reasoning Demonstrations via Feasibility-Aware Exploration

27 May 2025

Papers citing "Beyond Templates: Dynamic Adaptation of Reasoning Demonstrations via Feasibility-Aware Exploration"

20 / 20 papers shown

Title
ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning Bairu Hou Yang Zhang Jiabao Ji Yujian Liu Kaizhi Qian Jacob Andreas Shiyu Chang OffRL LRM 87 20 0 02 Apr 2025
Deconstructing Long Chain-of-Thought: A Structured Reasoning Optimization Framework for Long CoT Distillation Yijia Luo Yulin Song Xingyao Zhang Jiaheng Liu Weixun Wang Gengru Chen Wenbo Su Bo Zheng LRM 89 10 0 20 Mar 2025
Demystifying Long Chain-of-Thought Reasoning in LLMs Edward Yeo Yuxuan Tong Morry Niu Graham Neubig Xiang Yue OffRL LRM 121 107 0 05 Feb 2025
LIMO: Less is More for Reasoning Yixin Ye Zhen Huang Yang Xiao Ethan Chern Shijie Xia Pengfei Liu LRM 124 132 0 05 Feb 2025
MAmmoTH2: Scaling Instructions from the Web Xiang Yue Tuney Zheng Ge Zhang Wenhu Chen ALM LRM 62 97 0 06 May 2024
MathScale: Scaling Instruction Tuning for Mathematical Reasoning Zhengyang Tang Xingxing Zhang Benyou Wang Furu Wei ALM LRM 70 67 0 05 Mar 2024
OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems Chaoqun He Renjie Luo Yuzhuo Bai Shengding Hu Zhen Leng Thai ... Yuxiang Zhang Jie Liu Lei Qi Zhiyuan Liu Maosong Sun ELM AIMat 76 205 0 21 Feb 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 94 953 0 05 Feb 2024
MARIO: MAth Reasoning with code Interpreter Output -- A Reproducible Pipeline Minpeng Liao Wei Luo Chengxi Li Jing Wu Kai Fan LRM 58 44 0 16 Jan 2024
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models L. Yu Weisen Jiang Han Shi Jincheng Yu Zhengying Liu Yu Zhang James T. Kwok Zheng Li Adrian Weller Weiyang Liu OSLM LRM 80 363 0 21 Sep 2023
Let's Verify Step by Step Hunter Lightman V. Kosaraju Yura Burda Harrison Edwards Bowen Baker Teddy Lee Jan Leike John Schulman Ilya Sutskever K. Cobbe ALM OffRL LRM 126 1,044 0 31 May 2023
Solving Quantitative Reasoning Problems with Language Models Aitor Lewkowycz Anders Andreassen David Dohan Ethan Dyer Henryk Michalewski ... Theo Gutman-Solo Yuhuai Wu Behnam Neyshabur Guy Gur-Ari Vedant Misra ReLM ELM LRM 125 793 0 29 Jun 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 616 9,009 0 28 Jan 2022
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 214 4,175 0 27 Oct 2021
Monte Carlo Tree Search: A Review of Recent Modifications and Applications M. Świechowski Konrad Godlewski B. Sawicki Jacek Mańdziuk 57 259 0 08 Mar 2021
Measuring Mathematical Problem Solving With the MATH Dataset Dan Hendrycks Collin Burns Saurav Kadavath Akul Arora Steven Basart Eric Tang D. Song Jacob Steinhardt ReLM FaML 132 2,109 0 05 Mar 2021
Measuring Massive Multitask Language Understanding Dan Hendrycks Collin Burns Steven Basart Andy Zou Mantas Mazeika D. Song Jacob Steinhardt ELM RALM 155 4,222 0 07 Sep 2020
Sequence-Level Knowledge Distillation Yoon Kim Alexander M. Rush 95 1,109 0 25 Jun 2016
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 292 19,523 0 09 Mar 2015
A Reduction of Imitation Learning and Structured Prediction to No-Regret Online Learning Stéphane Ross Geoffrey J. Gordon J. Andrew Bagnell OffRL 184 3,196 0 02 Nov 2010