Text Generation

LLMs can be easily Confused by Instructional Distractions ACL 2025 LLMs can Perform Multi-Dimensional Analytic Writing Assessments: A Case Study of L2 Graduate-Level Academic English Writing ACL 2025 LLMs in alliance with Edit-based models: advancing In-Context Learning for Grammatical Error Correction by Specific Example Selection ACL 2025 LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks ACL 2025 Local Normalization Distortion and the Thermodynamic Formalism of Decoding Strategies for Large Language Models EMNLP 2025 LoCt-Instruct: An Automatic Pipeline for Constructing Datasets of Logical Continuous Instructions EMNLP 2025 Logically Constrained Decoding EMNLP 2025 Logic: Long-form Outline Generation via Imitative and Critical Self-refinement EMNLP 2025 LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning ACL 2025 LOGO — Long cOntext aliGnment via efficient preference Optimization ICML 2025 LoGU: Long-form Generation with Uncertainty Expressions ACL 2025 LongDPO: Unlock Better Long-form Generation Abilities for LLMs via Critique-augmented Stepwise Information ACL 2025 Long-Form Information Alignment Evaluation Beyond Atomic Facts EMNLP 2025 LongGenBench: Benchmarking Long-Form Generation in Long Context LLMs ICLR 2025 LongWeave: A Long-Form Generation Benchmark Bridging Real-World Relevance and Verifiability EMNLP 2025 LongWriter: Unleashing 10,000+ Word Generation from Long Context LLMs ICLR 2025 LookAlike: Consistent Distractor Generation in Math MCQs ACL 2025 MAgICoRe: Multi-Agent, Iterative, Coarse-to-Fine Refinement for Reasoning EMNLP 2025 MAMS: Model-Agnostic Module Selection Framework for Video Captioning AAAI 2025 Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System ACL 2025 MAPLE: Enhancing Review Generation with Multi-Aspect Prompt LEarning in Explainable Recommendation ACL 2025 MathSpeech: Leveraging Small LMs for Accurate Conversion in Mathematical Speech-to-Formula AAAI 2025 MCiteBench: A Multimodal Benchmark for Generating Text with Citations EMNLP 2025 MCP2OSC: Parametric Control by Natural Language NeurIPS 2025 MCQG-SRefine: Multiple Choice Question Generation and Evaluation with Iterative Self-Critique, Correction, and Comparison Feedback NAACL 2025