Understanding

MMUIE: Massive Multi-Domain Universal Information Extraction for Long Documents EACL 2026 Modal Dependency Parsing as Structured Prediction over Source-Cue Scope ACL 2026 Modelling the Morphology of Verbal Paradigms: A Case Study in the Tokenization of Turkish and Hebrew EACL 2026 MORPHOGEN: A Multilingual Benchmark for Evaluating Gender-Aware Morphological Generation ACL 2026 Morphologically-informed Somali Lemmatization Corpus built with a Web-based Crowdsourcing Platform EACL 2026 Morphology-Aware Multi-Granularity Representation Learning for Agglutinative Languages ACL 2026 Multilingual Idioms in Sentences and Conversations Across High-, Medium-, and Low-Resource Languages ACL 2026 MWE-2026 Shared Task: AdMIRe 2 Advancing Multimodal Idiomaticity Representation EACL 2026 NarraBench: A Comprehensive Framework for Narrative Benchmarking EACL 2026 Narrative in Short German Prose: A Multi-Phenomenon Dataset for Computational Literary Analysis EACL 2026 Narrative Team at SemEval-2026 Task 5: Rating Plausibility of Word Senses in Ambiguous Sentences through Narrative Understanding SemEval 2026 NarSiL at SemEval-2026 Task 4: A Multi-Expert, Multi-Pathway System for Narrative Story Similarity SemEval 2026 NewsLensAI: NER-Guided Summarization for Mitigating Hallucination and Bias in LLM-Based News Summaries (Student Abstract) AAAI 2026 Normalizing Health Concepts with Biomedical Embedding and LLMs EACL 2026 On the Continued Value of Universal Dependencies in the Era of Large Language Models ACL 2026 Orthographic Robustness of Persian Named Entity Recognition Models EACL 2026 Paramanu: Compact and Competitive Monolingual Language Models for Low-Resource Morphologically Rich Indian Languages ACL 2026 Pelican Soup Framework: A Theoretical Framework for Language Model Capabilities EACL 2026 PMI MWE Scorer at PARSEME 2.0 Subtask 1: identifying multi-word expressions using pointwise mutual information and universal dependencies EACL 2026 PortOldBERT: Portuguese Historical Language Models EACL 2026 PRAGWORLD: A Benchmark Evaluating LLMs’ Local World Model Under Minimal Linguistic Alterations and Conversational Dynamics AAAI 2026 Prefix Parsing is Just Parsing ACL 2026 Probing Semantic Alignment, Lexical Invariance, and Syntactic Influence in LLM Metaphor Processing ACL 2026 PuerAI at SemEval-2026 Task 5: Homograph Appropriateness Assessment via DeBERTa Contrastive Regression and Contextual Grouping SemEval 2026 QAMAR: A New Fully Verified and Accurate Quranic Arabic Morphological Analysis Resource. EACL 2026