Understanding

Re2-DocRED: Revisiting Revisited-DocRED for Joint Entity and Relation Extraction EACL 2026 Reading As Humans: Unified Negation Detection via Cascade Linear Attention Network with Model-Agnostic Meta-Learning UAI 2026 Reasoning Beyond Literal: Cross-style Multimodal Reasoning for Figurative Language Understanding EACL 2026 Refining and Reusing Annotation Guidelines for LLM Annotation ACL 2026 Reframing Responsibility: Framing-Aware Event Causality Identification ACL 2026 REGLAT at SemEval-2026 Task 12: Multi-Strategy Ensemble Reasoning for Event Causality Identification SemEval 2026 RegNLI: Detecting Online Product Misbranding through Legal and Linguistic Alignment EACL 2026 Revisiting a Pain in the Neck: A Semantic Reasoning Benchmark for Language Models ACL 2026 Reviving Iterative Refinement in Diffusion-based NER with an Initializer-Restorer Approach ACL 2026 R-GDA: Reflective Guidance Data Augmentation with Multi-Agent Feedback for Domain-Specific Named Entity Recognition EACL 2026 Rhetorical Questions in LLM Representations: A Linear Probing Study ACL 2026 Sahara Tokenizers at PARSEME 2.0 Subtask 1: Combining Contextual Embeddings with Structural Decoding for Multi-Word Expression Detection EACL 2026 SampurNER: Fine-Grained Named Entity Recognition Dataset for 22 Indian Languages AAAI 2026 Says Who? Argument Convincingness and Reader Stance Are Correlated with Perceived Author Personality EACL 2026 SCoNE: a Self-Correcting and Noise-Augmented Method for Complex Biological and Chemical Named Entity Recognition EACL 2026 Semantic Change Characterization with LLMs using Rhetorics EACL 2026 Semantic Echo Pathways (SEP): Tracing How Medical Language Propagates and Transforms EACL 2026 SemEval-2026 Task 5: Rating Plausibility of Word Senses in Ambiguous Stories through Narrative Understanding SemEval 2026 SemEval-2026 Task 6: CLARITY – Unmasking Political Question Evasions SemEval 2026 SemTechLab at SemEval-2026 Task 5: Context-Aware Homonym Disambiguation via Span-Specific Interaction Features SemEval 2026 Sense-Based Annotation of Geographical Nouns in Ancient Greek and Latin: A Diachronic Study with LLMs EACL 2026 SenseRel: A Sense-Level Benchmark for Denotational and Connotational Meaning Relations ACL 2026 Serbian SuperGLUE: Towards an Evaluation Benchmark for South Slavic Language Models EACL 2026 Similar, but why? A Toolkit for Explaining Text Similarity EACL 2026 SindBERT, the Sailor: Charting the Seas of Turkish NLP EACL 2026