LMRL Gym: Benchmarks for Multi-Turn Reinforcement Learning with Language
Models

LMRL Gym: Benchmarks for Multi-Turn Reinforcement Learning with Language Models

30 November 2023

Charles Burton Snell

Papers citing "LMRL Gym: Benchmarks for Multi-Turn Reinforcement Learning with Language Models"

12 / 12 papers shown

Title
VLM Q-Learning: Aligning Vision-Language Models for Interactive Decision-Making Jake Grigsby Yuke Zhu Michael S Ryoo Juan Carlos Niebles OffRL VLM 41 0 0 06 May 2025
InfoQuest: Evaluating Multi-Turn Dialogue Agents for Open-Ended Conversations with Hidden Context Bryan L. M. de Oliveira Luana G. B. Martins Bruno Brandão Luckeciano C. Melo ELM 207 1 0 17 Feb 2025
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training Tianzhe Chu Yuexiang Zhai Jihan Yang Shengbang Tong Saining Xie Dale Schuurmans Quoc V. Le Sergey Levine Yi Ma OffRL 70 60 0 28 Jan 2025
Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF Zhaolin Gao Wenhao Zhan Jonathan D. Chang Gokul Swamy Kianté Brantley Jason D. Lee Wen Sun OffRL 61 3 0 06 Oct 2024
Self-playing Adversarial Language Game Enhances LLM Reasoning Pengyu Cheng Tianhao Hu Han Xu Zhisong Zhang Yong Dai Lei Han Nan Du Nan Du Xiaolong Li SyDa LRM ReLM 98 29 0 16 Apr 2024
Natural Language Reinforcement Learning Xidong Feng Bo Liu Girish A. Koushik Ziyan Wang Girish A. Koushiks Yali Du Ying Wen Jun Wang OffRL 35 3 0 11 Feb 2024
Cal-QL: Calibrated Offline RL Pre-Training for Efficient Online Fine-Tuning Mitsuhiko Nakamoto Yuexiang Zhai Anika Singh Max Sobol Mark Yi Ma Chelsea Finn Aviral Kumar Sergey Levine OffRL OnRL 114 108 0 09 Mar 2023
Offline RL for Natural Language Generation with Implicit Language Q Learning Charles Burton Snell Ilya Kostrikov Yi Su Mengjiao Yang Sergey Levine OffRL 133 102 0 05 Jun 2022
Offline Reinforcement Learning with Implicit Q-Learning Ilya Kostrikov Ashvin Nair Sergey Levine OffRL 214 843 0 12 Oct 2021
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 299 6,984 0 20 Apr 2018
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,746 0 26 Sep 2016
Deep Reinforcement Learning for Dialogue Generation Jiwei Li Will Monroe Alan Ritter Michel Galley Jianfeng Gao Dan Jurafsky 214 1,327 0 05 Jun 2016