Generation

From Information to Insight: Leveraging LLMs for Open Aspect-Based Educational Summarization ACL 2025 From Insight to Exploit: Leveraging LLM Collaboration for Adaptive Adversarial Text Generation EMNLP 2025 From Isolated Conversations to Hierarchical Schemas: Dynamic Tree Memory Representation for LLMs ICLR 2025 From Keyterms to Context: Exploring Topic Description Generation in Scientific Corpora EMNLP 2025 From Language Models over Tokens to Language Models over Characters ICML 2025 From Movement Memories to Robotic Dialogue: A Language-Mediated Pipeline for Somatic Machine Translation NeurIPS 2025 From Neurons to Semantics: Evaluating Cross-Linguistic Alignment Capabilities of Large Language Models via Neurons Alignment ACL 2025 From Objectives to Questions: A Planning-based Framework for Educational Mathematical Question Generation ACL 2025 From Panels to Prose: Generating Literary Narratives from Comics ICCV 2025 From Personas to Talks: Revisiting the Impact of Personas on LLM-Synthesized Emotional Support Conversations EMNLP 2025 From Real to Synthetic: Synthesizing Millions of Diversified and Complicated User Instructions with Attributed Grounding ACL 2025 From Recall to Creation: Generating Follow-Up Questions Using Bloom’s Taxonomy and Grice’s Maxims ACL 2025 From Schema to State: Zero-Shot Scheme-Only Dialogue State Tracking via Diverse Synthetic Dialogue and Step-by-Step Distillation EMNLP 2025 From Scores to Steps: Diagnosing and Improving LLM Performance in Evidence-Based Medical Calculations EMNLP 2025 From Single to Multi: How LLMs Hallucinate in Multi-Document Summarization NAACL 2025 From Sub-Ability Diagnosis to Human-Aligned Generation: Bridging the Gap for Text Length Control via MarkerGen ACL 2025 From Superficial to Deep: Integrating External Knowledge for Follow-up Question Generation Using Knowledge Graph and LLM COLING 2025 From Trade-off to Synergy: A Versatile Symbiotic Watermarking Framework for Large Language Models ACL 2025 From Traits to Empathy: Personality-Aware Multimodal Empathetic Response Generation COLING 2025 From Words to Structured Visuals: A Benchmark and Framework for Text-to-Diagram Generation and Editing CVPR 2025 Full-Step-DPO: Self-Supervised Preference Optimization with Step-wise Rewards for Mathematical Reasoning ACL 2025 FUSE: Universal Speech Enhancement using Multi‐Stage Fusion of Sparse Compression and Token Generation Models for the URGENT 2025 Challenge Interspeech 2025 G2: Guided Generation for Enhanced Output Diversity in LLMs EMNLP 2025 GADFA: Generator-Assisted Decision-Focused Approach for Opinion Expressing Timing Identification COLING 2025 GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal Synthesis ACL 2025