Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization

Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization

11 October 2024

Ning Dai

Quanquan Gu

Lin Yan

Papers citing "Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization"

5 / 5 papers shown

Title
Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use Anna Goldie Azalia Mirhoseini Hao Zhou Irene Cai Christopher D. Manning SyDa OffRL ReLM LRM 99 3 0 07 Apr 2025
SWEET-RL: Training Multi-Turn LLM Agents on Collaborative Reasoning Tasks Yifei Zhou Song Jiang Yuandong Tian Jason Weston Sergey Levine Sainbayar Sukhbaatar Xian Li LLMAG LRM 48 2 0 19 Mar 2025
PIPA: Preference Alignment as Prior-Informed Statistical Estimation Junbo Li Zhangyang Wang Qiang Liu OffRL 89 0 0 09 Feb 2025
Nearly Optimal Sample Complexity of Offline KL-Regularized Contextual Bandits under Single-Policy Concentrability Qingyue Zhao Kaixuan Ji Heyang Zhao Tong Zhang Q. Gu OffRL 32 0 0 09 Feb 2025
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems Hashmath Shaik Alex Doboli OffRL ELM 50 0 0 31 Dec 2024