Natural Language Generation

Hansel: Output Length Controlling Framework for Large Language Models AAAI 2025 Hierarchical Memory Organization for Wikipedia Generation ACL 2025 Improving Factuality in Large Language Models via Decoding-Time Hallucinatory and Truthful Comparators AAAI 2025 Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Interspeech 2025 Improving the Calibration of Confidence Scores in Text Generation Using the Output Distribution’s Characteristics ACL 2025 KokoroChat: A Japanese Psychological Counseling Dialogue Dataset Collected via Role-Playing by Trained Counselors ACL 2025 Language Models of Code Are Few-Shot Planners and Reasoners for Multi-Document Summarization with Attribution AAAI 2025 Learning Auxiliary Tasks Improves Reference-Free Hallucination Detection in Open-Domain Long-Form Generation ACL 2025 LearnLens: LLM-Enabled Personalised, Curriculum-Grounded Feedback with Educators in the Loop EMNLP 2025 LingConv: An Interactive Toolkit for Controlled Paraphrase Generation with Linguistic Attribute Control EMNLP 2025 Look Beyond Feeling: Unveiling Latent Needs from Implicit Expressions for Proactive Emotional Support EMNLP 2025 Meetalk: Retrieval-Augmented and Adaptively Personalized Meeting Summarization with Knowledge Learning from User Corrections ACL 2025 Mixture of Knowledge Minigraph Agents for Literature Review Generation AAAI 2025 MPCG: Multi-Round Persona-Conditioned Generation for Modeling the Evolution of Misinformation with LLMs EMNLP 2025 Neuro2Semantic: A Transfer Learning Framework for Semantic Reconstruction of Continuous Language from Human Intracranial EEG Interspeech 2025 NexusSum: Hierarchical LLM Agents for Long-Form Narrative Summarization ACL 2025 NormGenesis: Multicultural Dialogue Generation via Exemplar-Guided Social Norm Modeling and Violation Recovery EMNLP 2025 Odysseus Navigates the Sirens’ Song: Dynamic Focus Decoding for Factual and Diverse Open-Ended Text Generation ACL 2025 Online Iterative Self-Alignment for Radiology Report Generation ACL 2025 On Subjective Uncertainty Quantification and Calibration in Natural Language Generation AISTATS 2025 On-the-fly Preference Alignment via Principle-Guided Decoding ICLR 2025 Personalized LLM Decoding via Contrasting Personal Preference EMNLP 2025 PhyT2V: LLM-Guided Iterative Self-Refinement for Physics-Grounded Text-to-Video Generation CVPR 2025 QuASAR: A Question-Driven Structure-Aware Approach for Table-to-Text Generation ACL 2025 ReFF: Reinforcing Format Faithfulness in Language Models Across Varied Tasks AAAI 2025