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20232026
most citedLanguage Model Self-improvement by Reinforcement Learning Contemplation

2 citations · 3 across the 6 of their papers we have counts for

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cs.LG2026

VLGOR: Visual-Language Knowledge Guided Offline Reinforcement Learning for Generalizable Agents

Pengsen Liu, Maosen Zeng, Nan Tang +4

Combining Large Language Models (LLMs) with Reinforcement Learning (RL) enables agents to interpret language instructions more effectively for task execution. However, LLMs typical…

cs.CL2026

RLVR Training of LLMs Does Not Improve Thinking Ability for General QA: Evaluation Method and a Simple Solution

Kaiyuan Li, Jing-Cheng Pang, Yang Yu

Reinforcement learning from verifiable rewards (RLVR) stimulates the thinking processes of large language models (LLMs), substantially enhancing their reasoning abilities on verifi…