Natural Language Understanding

AsymVerify at SemEval-2026 Task 6: Asymmetric Confidence-Gated Verification for Political Evasion Detection SemEval 2026 Beyond Single-View Detection: A Dual-Space Reasoning Framework for Interpretable Harmful Meme Understanding ACL 2026 CLARITY: A Framework and Benchmark for Conversational Language Ambiguity and Unanswerability in Interactive NL2SQL Systems ACL 2026 CSECU-DSG at SemEval-2026 Task 6: Imbalance-Aware Transformers for Unmasking Political Question Evasions SemEval 2026 Event-Guided Slot Interaction for Multi-Domain Dialogue State Tracking CoNLL 2026 Fiction Flows: A Replication and Reinterpretation of Narrative Sequentiality ACL 2026 JCT at SemEval-2026 Task 4: A Multi-Method Approach to Narrative Story Similarity SemEval 2026 KCLarity at SemEval-2026 Task 6: Encoder and Zero-Shot Approaches to Political Evasion Detection SemEval 2026 Lacuna Inc. at SemEval-2026 Task 4: Structurally Gated State-Space Models for Disentangling Narrative Similarity SemEval 2026 Language Reconstruction with Brain Predictive Coding from fMRI Data ACL 2026 LitVISTA: A Benchmark for Narrative Orchestration in Literary Text ACL 2026 LLMs in Sarcasm Detection? It’s elementary! (Or is it?) ACL 2026 MECH: A Cost-Effective Multi-Task Cascade Framework for Classroom Opinion Evolution Recognition ACL 2026 Modular Monolingual Adaptation using Pretrained Language Models ACL 2026 Neo-Classic: A Benchmark for Evaluating Linguistic-Aesthetic Reasoning in Classical Chinese Poetry ACL 2026 "Newspaper Eat" Means "Not Tasty": A Taxonomy and Benchmark for Coded Language in Real-World Chinese Online Reviews ACL 2026 ParseJargon: Personalized Real-time Jargon Support in Online Meetings ACL 2026 Probing Semantic Alignment, Lexical Invariance, and Syntactic Influence in LLM Metaphor Processing ACL 2026 Rethinking Meeting Effectiveness: A Benchmark and Framework for Temporal Fine-grained Automatic Meeting Effectiveness Evaluation ACL 2026 SwissGov-RSD: A Human-annotated, Cross-lingual Benchmark for Token-level Recognition of Semantic Differences Between Related Documents ACL 2026 To Judge or Not to Judge: Can Large Language Models Leverage the Dispute Focus in Legal Judgment? ACL 2026 UAlberta at SemEval-2026 Task 5: Disambiguating Stories via Task Decomposition SemEval 2026 A Benchmark for Translations Across Styles and Language Variants EMNLP 2025 AbGen: Evaluating Large Language Models in Ablation Study Design and Evaluation for Scientific Research ACL 2025 ACL 2025 Industry Track: Overview ACL 2025