reinforcement learning

4122 papers

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Also known as

RLVR HARL GRPO RL PPO REINFORCE RFT DRL RL NULL LQR RLHF

Co-occurring keywords

large language model (12755) policy learning (699) markov decision process (788) policy gradient (518) policy optimization (630) deep reinforcement learning (903) multi-agent system (1743) imitation learning (741) regret bound (1918) language model (4573)

Papers

Should I Trust You? Detecting Deception in Negotiations using Counterfactual RL ACL 2025

NeLLCom-Lex: A Neural-agent Framework to Study the Interplay between Lexical Systems and Language Use EMNLP 2025

Curr-ReFT: Overcoming Training Bottlenecks in Small-scale Vision-Language Models via Curriculum Reinforcement Finetuning EMNLP 2025

Assess and Prompt: A Generative RL Framework for Improving Engagement in Online Mental Health Communities EMNLP 2025

Dialogue Is Not Enough to Make a Communicative BabyLM (But Neither Is Developmentally Inspired Reinforcement Learning) EMNLP 2025

RLLTE: Long-Term Evolution Project of Reinforcement Learning AAAI 2025

REAR: Reinforced Reasoning Optimization for Event Argument Extraction with Relation-Aware Support EMNLP 2025

FastCuRL: Curriculum Reinforcement Learning with Stage-wise Context Scaling for Efficient Training R1-like Reasoning Models EMNLP 2025

SCE: Semantic Consistency Enhanced Reinforcement Learning for Multi-Hop Knowledge Graph Reasoning EMNLP 2025

RichRAG: Crafting Rich Responses for Multi-faceted Queries in Retrieval-Augmented Generation COLING 2025

Chatbot To Help Patients Understand Their Health EMNLP 2025

Tool Zero: Training Tool-Augmented LLMs via Pure RL from Scratch EMNLP 2025

Legal Mathematical Reasoning with LLMs: Procedural Alignment through Two-Stage Reinforcement Learning EMNLP 2025

Agentic Reward Modeling: Integrating Human Preferences with Verifiable Correctness Signals for Reliable Reward Systems ACL 2025

A Deployed Online Reinforcement Learning Algorithm in an Oral Health Clinical Trial AAAI 2025

Flexible Thinking for Multimodal Emotional Support Conversation via Reinforcement Learning EMNLP 2025

Speaking at the Right Level: Literacy-Controlled Counterspeech Generation with RAG-RL EMNLP 2025

LegalSim: Multi-Agent Simulation of Legal Systems for Discovering Procedural Exploits EMNLP 2025

AdaptThink: Reasoning Models Can Learn When to Think EMNLP 2025

Thinking with DistilQwen: A Tale of Four Distilled Reasoning and Reward Model Series EMNLP 2025

PUER: Boosting Few-shot Positive-Unlabeled Entity Resolution with Reinforcement Learning EMNLP 2025

Semi-Markovian Planning to Coordinate Aerial and Maritime Medical Evacuation Platforms AAAI 2025

Training Language Models to Critique With Multi-agent Feedback EMNLP 2025

Enhancing Predictive Healthcare Using AI-Driven Early Warning Systems AAAI 2025

A Collaborative Reasoning Framework Powered by Reinforcement Learning and Large Language Models for Complex Questions Answering over Knowledge Graph COLING 2025