Understanding

LLMs Can Also Do Well! Breaking Barriers in Semantic Role Labeling via Large Language Models ACL 2025 LLM’s Weakness in NER Doesn’t Stop It from Enhancing a Stronger SLM NAACL 2025 Low-Hallucination and Efficient Coreference Resolution with LLMs EMNLP 2025 Low-Resource Grammatical Error Correction: Selective Data Augmentation with Round-Trip Machine Translation ACL 2025 LTG at VarDial 2025 NorSID: More and Better Training Data for Slot and Intent Detection COLING 2025 MADAWSD: Multi-Agent Debate Framework for Adversarial Word Sense Disambiguation EMNLP 2025 Mahānāma: A Unique Testbed for Literary Entity Discovery and Linking EMNLP 2025 MAKAR: a Multi-Agent framework based Knowledge-Augmented Reasoning for Grounded Multimodal Named Entity Recognition EMNLP 2025 Make Good Use of GujiRoBERTa to Identify Entities in Ancient Chinese NAACL 2025 Mark My Words: A Robust Multilingual Model for Punctuation in Text and Speech Transcripts IJCNLP 2025 MASAQ Parser: A Fine-grained MorphoSyntactic Analyzer for the Quran COLING 2025 ME2-BERT: Are Events and Emotions what you need for Moral Foundation Prediction? COLING 2025 Meaning Beyond Truth Conditions: Evaluating Discourse Level Understanding via Anaphora Accessibility ACL 2025 Measuring Bias and Agreement in Large Language Model Presupposition Judgments ACL 2025 Measuring Contextual Informativeness in Child-Directed Text COLING 2025 Mechanisms vs. Outcomes: Probing for Syntax Fails to Explain Performance on Targeted Syntactic Evaluations EMNLP 2025 Medical Spoken Named Entity Recognition NAACL 2025 MedLinkDE – MedDRA Entity Linking for German with Guided Chain of Thought Reasoning EMNLP 2025 MedPath: Multi-Domain Cross-Vocabulary Hierarchical Paths for Biomedical Entity Linking IJCNLP 2025 Memorization or Reasoning? Exploring the Idiom Understanding of LLMs EMNLP 2025 Memory-enhanced Large Language Model for Cross-lingual Dependency Parsing via Deep Hierarchical Syntax Understanding EMNLP 2025 Merging Two Grammar Worlds: Exploring the Relationship between Universal Dependencies and Signal Temporal Logic IJCNLP 2025 Messages from the Quran and the Bible in Mandarin through Factor Analysis with Syntactic and Semantic Tags COLING 2025 Metaphor and Large Language Models: When Surface Features Matter More than Deep Understanding ACL 2025 Meta-Pretraining for Zero-Shot Cross-Lingual Named Entity Recognition in Low-Resource Philippine Languages EMNLP 2025