Text Generation

UNCLE: Benchmarking Uncertainty Expressions in Long-Form Generation EMNLP 2025 Uncovering the Impact of Chain-of-Thought Reasoning for Direct Preference Optimization: Lessons from Text-to-SQL ACL 2025 Uniandes at TSAR 2025 Shared Task Multi-Agent CEFR Text Simplification with Automated Quality Assessment and Iterative Refinement EMNLP 2025 UniCoM: A Universal Code-Switching Speech Generator EMNLP 2025 UnifiedGEC: Integrating Grammatical Error Correction Approaches for Multi-languages with a Unified Framework COLING 2025 Unifying Continuous and Discrete Text Diffusion with Non-simultaneous Diffusion Processes ACL 2025 Unifying Large Language Models and Knowledge Graphs for efficient Regulatory Information Retrieval and Answer Generation COLING 2025 UniICL: An Efficient ICL Framework Unifying Compression, Selection, and Generation ACL 2025 UniRAG: Unified Query Understanding Method for Retrieval Augmented Generation ACL 2025 Unlocking Speech Instruction Data Potential with Query Rewriting ACL 2025 Unmasking Database Vulnerabilities: Zero-Knowledge Schema Inference Attacks in Text-to-SQL Systems NAACL 2025 Unraveling Interwoven Roles of Large Language Models in Authorship Privacy: Obfuscation, Mimicking, and Verification EMNLP 2025 Unstructured Minds, Predictable Machines: A Comparative Study of Narrative Cohesion in Human and LLM Stream-of-Consciousness Writing ACL 2025 UoL-UPF at TSAR 2025 Shared Task A Generate-and-Select Approach for Readability-Controlled Text Simplification EMNLP 2025 UTSamuel at ArchEHR-QA 2025: A Clinical Question Answering System for Responding to Patient Portal Messages Using Generative AI ACL 2025 VCR: A Task for Pixel-Level Complex Reasoning in Vision Language Models via Restoring Occluded Text ICLR 2025 VELA: An LLM-Hybrid-as-a-Judge Approach for Evaluating Long Image Captions EMNLP 2025 VeriFact: Enhancing Long-Form Factuality Evaluation with Refined Fact Extraction and Reference Facts EMNLP 2025 Verifiable by Design: Aligning Language Models to Quote from Pre-Training Data NAACL 2025 Verifiable Format Control for Large Language Model Generations NAACL 2025 VidCapBench: A Comprehensive Benchmark of Video Captioning for Controllable Text-to-Video Generation ACL 2025 VideoChain: A Transformer-Based Framework for Multi-hop Video Question Generation IJCNLP 2025 VinaBench: Benchmark for Faithful and Consistent Visual Narratives CVPR 2025 VisCoder: Fine-Tuning LLMs for Executable Python Visualization Code Generation EMNLP 2025 Visual Attention Never Fades: Selective Progressive Attention ReCalibration for Detailed Image Captioning in Multimodal Large Language Models ICML 2025