Generation

AQuilt: Weaving Logic and Self-Inspection into Low-Cost, High-Relevance Data Synthesis for Specialist LLMs EMNLP 2025 Archaeology at TSAR 2025 Shared Task Teaching Small Models to do CEFR Simplifications EMNLP 2025 ArchiDocGen: Multi-Agent Framework for Expository Document Generation in the Architectural Industry ACL 2025 Are Checklists Really Useful for Automatic Evaluation of Generative Tasks? EMNLP 2025 A Recipe For Building a Compliant Real Estate Chatbot COLING 2025 A REGNLP Framework: Developing Retrieval-Augmented Generation for Regulatory Document Analysis COLING 2025 Are Language Models Agnostic to Linguistically Grounded Perturbations? A Case Study of Indic Languages NAACL 2025 Are Large Language Models Ready for Multi-Turn Tabular Data Analysis? ICML 2025 Are Larger Language Models Better at Disambiguation? NAACL 2025 Are LLMs reliable? An exploration of the reliability of large language models in clinical note generation ACL 2025 Are LLMs Rigorous Logical Reasoners? Empowering Natural Language Proof Generation by Stepwise Decoding with Contrastive Learning IJCNLP 2025 ArgCMV: An Argument Summarization Benchmark for the LLM-era EMNLP 2025 ARGENT: Automatic Reference-free Evaluation for Open-Ended Text Generation without Source Inputs ACL 2025 Argument Summarization and its Evaluation in the Era of Large Language Models EMNLP 2025 A Rigorous Evaluation of LLM Data Generation Strategies for Low-Resource Languages EMNLP 2025 "Artificial Spectator" Developing AI Audiences for Watching AI-Generated Films: A Speculative Exploration on the Future of Media and AI NeurIPS 2025 ARWI: Arabic Write and Improve NAACL 2025 A Scalable Pipeline for Estimating Verb Frame Frequencies Using Large Language Models IJCNLP 2025 ASD-iLLM:An Intervention Large Language Model for Autistic Children based on Real Clinical Dialogue Intervention Dataset EMNLP 2025 As easy as PIE: understanding when pruning causes language models to disagree NAACL 2025 A Similarity Measure for Comparing Conversational Dynamics EMNLP 2025 Ask, and it shall be given: On the Turing completeness of prompting ICLR 2025 ASK: Aspects and Retrieval based Hybrid Clarification in Task Oriented Dialogue Systems ACL 2025 Asking a Language Model for Diverse Responses EMNLP 2025 AskToAct: Enhancing LLMs Tool Use via Self-Correcting Clarification EMNLP 2025