Natural Language Processing

Do Large Language Models Understand Word Senses? EMNLP 2025 DOLFIN - Document-Level Financial Test-Set for Machine Translation NAACL 2025 Do LLMs Behave as Claimed? Investigating How LLMs Follow Their Own Claims using Counterfactual Questions EMNLP 2025 Do LLMs Encode Frame Semantics? Evidence from Frame Identification EMNLP 2025 Do LLMs estimate uncertainty well in instruction-following? ICLR 2025 Do LLMs have Consistent Values? ICLR 2025 Do LLMs Know and Understand Domain Conceptual Knowledge? EMNLP 2025 Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs ICLR 2025 Do LLMs Understand Dialogues? A Case Study on Dialogue Acts ACL 2025 Do LLMs Understand Wine Descriptors Across Cultures? A Benchmark for Cultural Adaptations of Wine Reviews EMNLP 2025 Domain2Vec: Vectorizing Datasets to Find the Optimal Data Mixture without Training ICML 2025 Domain Adaptation of Foundation LLMs for e-Commerce ACL 2025 Domain-adaptative Continual Learning for Low-resource Tasks: Evaluation on Nepali COLING 2025 DOMAINEVAL: An Auto-Constructed Benchmark for Multi-Domain Code Generation AAAI 2025 Domain Meets Typology: Predicting Verb-Final Order from Universal Dependencies for Financial and Blockchain NLP ACL 2025 Domaino1s: Guiding LLM Reasoning for Explainable Answers in High-Stakes Domains ACL 2025 Domain Regeneration: How well do LLMs match syntactic properties of text domains? ACL 2025 DomainSum: A Hierarchical Benchmark for Fine-Grained Domain Shift in Abstractive Text Summarization NAACL 2025 Do Mentioned Items Truly Matter? Enhancing Conversational Recommender Systems with Causal Intervention and Large Language Models IJCAI 2025 DoMIX: An Efficient Framework for Exploiting Domain Knowledge in Fine-Tuning ACL 2025 Do Multimodal Large Language Models Truly See What We Point At? Investigating Indexical, Iconic, and Symbolic Gesture Comprehension ACL 2025 DongbaMIE: A Multimodal Information Extraction Dataset for Evaluating Semantic Understanding of Dongba Pictograms EMNLP 2025 Do not Abstain! Identify and Solve the Uncertainty ACL 2025 Do Not Design, Learn: A Trainable Scoring Function for Uncertainty Estimation in Generative LLMs NAACL 2025 Don’t Erase, Inform! Detecting and Contextualizing Harmful Language in Cultural Heritage Collections ACL 2025