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• Is Reinforcement Learning (Not) for Natural Language Processing: Benchmarks, Baselines, and Building Blocks for Natural Language Policy Optimization
  2022 · 54 citations
• Do Embodied Agents Dream of Pixelated Sheep: Embodied Decision Making using Language Guided World Modelling
  2023 · 9 citations
• RewardBench: Evaluating Reward Models for Language Modeling
  2024 · 5 citations
• Potential-Based Advice for Stochastic Policy Learning
  2019 · 4 citations
• 2 OLMo 2 Furious
  2025 · 2 citations
• RLVE: Scaling Up Reinforcement Learning for Language Models with Adaptive Verifiable Environments
  2025
• Train for Truth, Keep the Skills: Binary Retrieval-Augmented Reward Mitigates Hallucinations
  2025
• RL Grokking Recipe: How Does RL Unlock and Transfer New Algorithms in LLMs?
  2025
• Spurious Rewards: Rethinking Training Signals in RLVR
  2025