Natural Language Generation

Auto-Weighted Group Relative Preference Optimization for Multi-Objective Text Generation Tasks EMNLP 2025 Benchmarking LLMs' Judgments with No Gold Standard ICLR 2025 Beyond Coarse Labels: Fine-Grained Problem Augmentation and Multi-Dimensional Feedback for Emotional Support Conversation EMNLP 2025 Boundary Matters: Leveraging Structured Text Plots for Long Text Outline Generation EMNLP 2025 Can Reasoning LLMs Synthesize Complex Climate Statements? ACL 2025 COGENT: A Curriculum-oriented Framework for Generating Grade-appropriate Educational Content ACL 2025 CoKe: Customizable Fine-Grained Story Evaluation via Chain-of-Keyword Rationalization ACL 2025 Correcting Hallucinations in News Summaries: Exploration of Self-Correcting LLM Methods with External Knowledge ACL 2025 Crowd Comparative Reasoning: Unlocking Comprehensive Evaluations for LLM-as-a-Judge ACL 2025 D-GEN: Automatic Distractor Generation and Evaluation for Reliable Assessment of Generative Models ACL 2025 Dialogue Systems for Emotional Support via Value Reinforcement ACL 2025 Diverse, not Short: A Length-Controlled Data Selection Strategy for Improving Response Diversity of Language Models EMNLP 2025 DSVD: Dynamic Self-Verify Decoding for Faithful Generation in Large Language Models EMNLP 2025 ECO Decoding: Entropy-Based Control for Controllability and Fluency in Controllable Dialogue Generation EMNLP 2025 EdiText: Controllable Coarse-to-Fine Text Editing with Diffusion Language Models ACL 2025 Efficient and Asymptotically Unbiased Constrained Decoding for Large Language Models AISTATS 2025 Enhancing Persuasive Dialogue Agents by Synthesizing Cross‐Disciplinary Communication Strategies EMNLP 2025 Enhancing Retrieval-Augmented Audio Captioning with Generation-Assisted Multimodal Querying and Progressive Learning Interspeech 2025 Estimation of Text Difficulty in the Context of Language Learning ACL 2025 Explaining Puzzle Solutions in Natural Language: An Exploratory Study on 6x6 Sudoku ACL 2025 Exploiting the English Vocabulary Profile for L2 word-level vocabulary assessment with LLMs ACL 2025 Fine-grained Video Dubbing Duration Alignment with Segment Supervised Preference Optimization ACL 2025 From Sub-Ability Diagnosis to Human-Aligned Generation: Bridging the Gap for Text Length Control via MarkerGen ACL 2025 Generative Reviewer Agents: Scalable Simulacra of Peer Review EMNLP 2025 GRAMMAR-LLM: Grammar-Constrained Natural Language Generation ACL 2025