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Reinforcement Learning

2,944 papers

Papers per year

22
14
284
419
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'25

Papers

Team XSZ at BioLaySumm2025: Section-Wise Summarization, Retrieval-Augmented LLM, and Reinforcement Learning Fine-Tuning for Lay Summaries ACL 2025
The Fellowship of the LLMs: Multi-Model Workflows for Synthetic Preference Optimization Dataset Generation ACL 2025
Shallow Preference Signals: Large Language Model Aligns Even Better with Truncated Data? ACL 2025
Positive Experience Reflection for Agents in Interactive Text Environments ACL 2025
The Power of Simplicity in LLM-Based Event Forecasting ACL 2025
InstructionCP: A Simple yet Effective Approach for Transferring Large Language Models to Target Languages ACL 2025
Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning ACL 2025
LLMSR@XLLM25: A Language Model-Based Pipeline for Structured Reasoning Data Construction ACL 2025
Learning to Reason via Self-Iterative Process Feedback for Small Language Models COLING 2025
StoryLLaVA: Enhancing Visual Storytelling with Multi-Modal Large Language Models COLING 2025
Large Language Models with Reinforcement Learning from Human Feedback Approach for Enhancing Explainable Sexism Detection COLING 2025
Towards Human Understanding of Paraphrase Types in Large Language Models COLING 2025
Why Does ChatGPT “Delve” So Much? Exploring the Sources of Lexical Overrepresentation in Large Language Models COLING 2025
sDPO: Don’t Use Your Data All at Once COLING 2025
BackMATH: Towards Backward Reasoning for Solving Math Problems Step by Step COLING 2025
Sources of Disagreement in Data for LLM Instruction Tuning COLING 2025
Investigating the effectiveness of length based rewards in DPO for building Conversational Financial Question Answering Systems COLING 2025
FinNLP-FNP-LLMFinLegal @ COLING 2025 Shared Task: Agent-Based Single Cryptocurrency Trading Challenge COLING 2025
Northeastern Uni at Multilingual Counterspeech Generation: Enhancing Counter Speech Generation with LLM Alignment through Direct Preference Optimization COLING 2025
HW-TSC at Multilingual Counterspeech Generation COLING 2025
Aesthetic Post-Training Diffusion Models from Generic Preferences with Step-by-step Preference Optimization CVPR 2025
Continual SFT Matches Multimodal RLHF with Negative Supervision CVPR 2025
RaSS: Improving Denoising Diffusion Samplers with Reinforced Active Sampling Scheduler CVPR 2025
VideoDPO: Omni-Preference Alignment for Video Diffusion Generation CVPR 2025
GENMANIP: LLM-driven Simulation for Generalizable Instruction-Following Manipulation CVPR 2025