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 117 35 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 112 11 0 20 Mar 2025
LIMO: Less is More for Reasoning Yixin Ye Zhen Huang Yang Xiao Ethan Chern Shijie Xia Pengfei Liu LRM 166 167 0 05 Feb 2025
Demystifying Long Chain-of-Thought Reasoning in LLMs Edward Yeo Yuxuan Tong Morry Niu Graham Neubig Xiang Yue OffRL LRM 173 140 0 05 Feb 2025
MAmmoTH2: Scaling Instructions from the Web Xiang Yue Tuney Zheng Ge Zhang Wenhu Chen ALM LRM 94 101 0 06 May 2024
MathScale: Scaling Instruction Tuning for Mathematical Reasoning Zhengyang Tang Xingxing Zhang Benyou Wang Furu Wei ALM LRM 87 82 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 126 282 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 167 1,287 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 87 48 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 106 395 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 198 1,240 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 181 859 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 850 9,714 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 350 4,596 0 27 Oct 2021
Monte Carlo Tree Search: A Review of Recent Modifications and Applications M. Świechowski Konrad Godlewski B. Sawicki Jacek Mańdziuk 89 271 0 08 Mar 2021
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 191 2,405 0 05 Mar 2021
Measuring Massive Multitask Language Understanding Dan Hendrycks Collin Burns Steven Basart Andy Zou Mantas Mazeika Basel Alomair Jacob Steinhardt ELM RALM 187 4,572 0 07 Sep 2020
Sequence-Level Knowledge Distillation Yoon Kim Alexander M. Rush 130 1,123 0 25 Jun 2016
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 367 19,745 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 256 3,238 0 02 Nov 2010