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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
• Quark: Controllable Text Generation with Reinforced Unlearning
  2022 · 45 citations
• Graph Constrained Reinforcement Learning for Natural Language Action Spaces
  2020 · 43 citations
• How To Avoid Being Eaten By a Grue: Exploration Strategies for Text-Adventure Agents
  2020 · 13 citations
• Playing Text-Adventure Games with Graph-Based Deep Reinforcement Learning
  2018 · 12 citations
• Inherently Explainable Reinforcement Learning in Natural Language
  2021 · 9 citations
• Do Embodied Agents Dream of Pixelated Sheep: Embodied Decision Making using Language Guided World Modelling
  2023 · 9 citations
• Introspective X Training: Feedback Conditioning Improves Scaling Across all LLM Training Stages
  2026
• Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text
  2026
• A Practitioner's Guide to Multi-turn Agentic Reinforcement Learning
  2025