Understanding

FiNERweb: Datasets and Artifacts for Scalable Multilingual Named Entity Recognition EACL 2026 FL-MSCL: A Unified Figurative Language Detection Model Driven by Multi-Type Signals and Contrastive Learning ACL 2026 Frame-Semantic Knowledge Injection for Event-Level Inference in LLMs ACL 2026 From Corpus to Concept Scheme: Developing a SKOS Vocabulary for Armenian Epigraphic Heritage EACL 2026 From Dependency to CCG to Incremental CCG: Approaches to Flexible Word Order in Turkish CoNLL 2026 From Lemmas to Dependencies: What Signals Drive Light Verbs Classification? EACL 2026 Garden Path Recovery in Causal and Masked Language Models ACL 2026 Gated Tree Cross-Attention for Checkpoint-Compatible Syntax Injection in Decoder-Only LLMs ACL 2026 GOLEMcoref: A Multilingual Coreference Dataset of Fiction ACL 2026 Happiness is Sharing a Vocabulary: A Study of Transliteration Methods EACL 2026 harapalb at SemEval-2026 Task 4: Multi-Signal Neuro-Symbolic Ensembles for Narrative Similarity SemEval 2026 HistLens: Mapping Idea Change across Concepts and Corpora ACL 2026 HU at SemEval-2026 Task 10: Psycholinguistic Conspiracy Marker Extraction and Detection SemEval 2026 IDEAlign: Comparing Ideas of Large Language Models to Domain Experts EACL 2026 Identifying the Periodicity of Information in Natural Language ACL 2026 If Probable, Then Acceptable? Understanding Conditional Acceptability Judgments in Large Language Models EACL 2026 IIITH Boys at SemEval-2026 Task 4: StoryNet - Understanding Narrative Story Similarity through Symbolic Representations SemEval 2026 ImCoref-CeS: An Improved Lightweight Pipeline for Coreference Resolution with LLM-based Checker-Splitter Refinement ACL 2026 Implicit Representations of Grammaticality in Language Models ACL 2026 Improving Implicit Discourse Relation Recognition with Natural Language Explanations from LLMs AAAI 2026 IntelliProof: An Argumentation Network-based Conversational Helper for Organized Reflection AAAI 2026 IPN at MWE-2026 PARSEME 2.0 Subtask 1: MWE Identification via Related Languages and Harnessing Thinking Mode EACL 2026 “I See What You Did There”: Can Large Vision-Language Models Understand Multimodal Puns? ACL 2026 Is Information Density Uniform when Utterances are Grounded on Perception and Discourse? EACL 2026 ITUNLP at MWE-2026 AdMIRe 2: A Zero-Shot LLM Pipeline for Multimodal Idiom Understanding and Ranking EACL 2026