Understanding

Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models ACL 2025 DynamicNER: A Dynamic, Multilingual, and Fine-Grained Dataset for LLM-based Named Entity Recognition EMNLP 2025 Dynamic Prefix as Instructor for Incremental Named Entity Recognition: A Unified Seq2Seq Generation Framework ACL 2025 Dynamic Syntactic Feature Filtering and Injecting Networks for Cross-lingual Dependency Parsing AAAI 2025 DynClean: Training Dynamics-based Label Cleaning for Distantly-Supervised Named Entity Recognition NAACL 2025 EAVIT: Efficient and Accurate Human Value Identification From Text Data via LLMs IJCAI 2025 Effective Multi-Task Learning for Biomedical Named Entity Recognition ACL 2025 Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks NAACL 2025 Employing Discourse Coherence Enhancement to Improve Cross-Document Event and Entity Coreference Resolution ACL 2025 Enhanced Noun-Noun Compound Interpretation through Textual Enrichment EMNLP 2025 Enhancing AMR Parsing with Group Relative Policy Optimization ACL 2025 Enhancing Antimicrobial Drug Resistance Classification by Integrating Sequence-Based and Text-Based Representations ACL 2025 Enhancing Automatic Term Extraction with Large Language Models via Syntactic Retrieval ACL 2025 Enhancing Coreference Resolution with LLM-driven Data Augmentation and Adversarial Filtering IJCNLP 2025 Enhancing Discourse Parsing for Local Structures from Social Media with LLM-Generated Data COLING 2025 Enhancing Hyperbole and Metaphor Detection with Their Bidirectional Dynamic Interaction and Emotion Knowledge ACL 2025 Enhancing Multi-party Dialogue Discourse Parsing with Explanation Generation COLING 2025 Enhancing NER by Harnessing Multiple Datasets with Conditional Variational Autoencoders ACL 2025 Enhancing NER Performance in Low-Resource Pakistani Languages using Cross-Lingual Data Augmentation NAACL 2025 Enhancing NLU in Large Language Models Using Adversarial Noisy Instruction Tuning AAAI 2025 Enhancing Rhetorical Figure Annotation: An Ontology-Based Web Application with RAG Integration COLING 2025 Enhancing Spatial Reasoning in Multimodal Large Language Models through Reasoning-based Segmentation ICCV 2025 Enhancing Text Editing for Grammatical Error Correction: Arabic as a Case Study ACL 2025 Entity Decomposition with Filtering: A Zero-Shot Clinical Named Entity Recognition Framework NAACL 2025 Entity Framing and Role Portrayal in the News ACL 2025