Understanding

IYKYK: Using language models to decode extremist cryptolects EACL 2026 Just Pass Twice: Efficient Token Classification with LLMs for Zero-Shot NER ACL 2026 kirito at SemEval-2026 Task 3: Dimensional Aspect-Based Sentiment Analysis via Sentence Structure Parsing Preprocessing and Prompt-Enhanced Instruction Tuning SemEval 2026 K-LegalDeID: A Benchmark Dataset and KLUEBERT-CRF for De-identification in Korean Court Judgments EACL 2026 Knowledge Augmentation Enhances Token Classification for Recipe Understanding EACL 2026 Language Mixture to Develop Accurate Galician Dependency Parsers: An Exploration of Its Effects EACL 2026 Language Models Learn Constructional Semantics, Not To Mention Syntax: Investigating LM Understanding of Paired-Focus Constructions CoNLL 2026 Large Language Models Put to the Test on Chinese Noun Compounds: Experiments on Natural Language Inference and Compound Semantics EACL 2026 Learning Nested Named Entity Recognition from Flat Annotations EACL 2026 LIAAD INESCTEC at SemEval-2026 Task 4: Unsupervised Narrative Similarity via Discourse Representation Structures and Sentence Embeddings SemEval 2026 Linguistic Cues for LLM-based Implicit Discourse Relation Classification EACL 2026 LingVarBench: Benchmarking LLMs on Entity Recognitions and Linguistic Verbalization Patterns in Phone-Call Transcripts EACL 2026 LLM-based Literal Example Generation for Japanese Multiword Expressions ACL 2026 LLMs Got Rhyme? Hybrid Phonological Filtering for Greek Poetry Rhyme Detection and Generation EACL 2026 LogicCat: A Chain-of-Thought Text-to-SQL Benchmark for Complex Reasoning AAAI 2026 Mary, the Cheeseburger-Eating Vegetarian: Do LLMs Recognize Incoherence in Narratives? EACL 2026 Massively Multilingual Joint Segmentation and Glossing ACL 2026 Mechanistic Interpretability of Animacy Effects on Structure Choice in GPT-2 CoNLL 2026 Memorization, Emergence, and Explaining Reversal Failures: A Controlled Study of Relational Semantics in LLMs ACL 2026 MetaGPT: A Large Vision-Language Model for Meme Metaphor Understanding AAAI 2026 MetFuse: Figurative Fusion between Metonymy and Metaphor ACL 2026 Metric Grammars: A usage-based grammatical formalism that supports generation, parsing and morphological innovation CoNLL 2026 MIMIC: Multi-party Dialogue Augmentation via Speaker Stylistic Transfer EACL 2026 Mind Your Steps in Biomedical Named Entity Recognition: First Extract, Tag Afterwards EACL 2026 Mitigating Structural Knowledge Collapse in Domain-Specific LLMs via Morpheme-Aware KV-Aggregation ACL 2026