Generation

DAMPER: A Dual-Stage Medical Report Generation Framework with Coarse-Grained MeSH Alignment and Fine-Grained Hypergraph Matching AAAI 2025 DA-Pred: Performance Prediction for Text Summarization under Domain-Shift and Instruct-Tuning EMNLP 2025 DASA-Trans-STM: Adaptive Efficient Transformer for Short Text Matching using Data Augmentation and Semantic Awareness EMNLP 2025 Data Drives Unstable Hierarchical Generalization in LMs EMNLP 2025 Data-Efficient Selection via Grammatical Complexity in Continual Pre-training of Domain-Specific LLMs EMNLP 2025 DataGen: Unified Synthetic Dataset Generation via Large Language Models ICLR 2025 DataHacks at PerAnsSumm 2025: LoRA-Driven Prompt Engineering for Perspective Aware Span Identification and Summarization NAACL 2025 Data with High and Consistent Preference Difference Are Better for Reward Model AAAI 2025 DayDreamer at CQs-Gen 2025: Generating Critical Questions through Argument Scheme Completion ACL 2025 DCG-SQL: Enhancing In-Context Learning for Text-to-SQL with Deep Contextual Schema Link Graph ACL 2025 DC-Spin: A Speaker-invariant Speech Tokenizer for Spoken Language Models Interspeech 2025 DDxTutor: Clinical Reasoning Tutoring System with Differential Diagnosis-Based Structured Reasoning ACL 2025 Debate4MATH: Multi-Agent Debate for Fine-Grained Reasoning in Math ACL 2025 Debate-to-Write: A Persona-Driven Multi-Agent Framework for Diverse Argument Generation COLING 2025 Debt Collection Negotiations with Large Language Models: An Evaluation System and Optimizing Decision Making with Multi-Agent ACL 2025 Debunking with Dialogue? Exploring AI-Generated Counterspeech to Challenge Conspiracy Theories ACL 2025 Decoder-Only LLMs can be Masked Auto-Encoders ACL 2025 Decoding Decoded: Understanding Hyperparameter Effects in Open-Ended Text Generation COLING 2025 Decoding Game: On Minimax Optimality of Heuristic Text Generation Strategies ICLR 2025 Decoding Uncertainty: The Impact of Decoding Strategies for Uncertainty Estimation in Large Language Models EMNLP 2025 Decomposed Opinion Summarization with Verified Aspect-Aware Modules ACL 2025 Deconstructing Attention: Investigating Design Principles for Effective Language Modeling IJCNLP 2025 Deconstructing What Makes a Good Optimizer for Autoregressive Language Models ICLR 2025 DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations EMNLP 2025 DecoupledESC: Enhancing Emotional Support Generation via Strategy-Response Decoupled Preference Optimization EMNLP 2025