Natural Language Understanding

A Dual-Task Paradigm to Investigate Sentence Comprehension Strategies in Language Models ACL 2026 AsymVerify at SemEval-2026 Task 6: Asymmetric Confidence-Gated Verification for Political Evasion Detection SemEval 2026 Continuous Interpretive Steering for Scalar Diversity ACL 2026 Conversational Image Segmentation: Grounding Abstract Concepts with Scalable Supervision CVPR 2026 DRInQ: Evaluating Conversational Implicature with Controlled Context Variation ACL 2026 FactUEP at SemEval-2026 Task 4: Structured Narrative Similarity Scoring with Aspect Decomposition and Weak-Signal Gating SemEval 2026 GROKE: Vision-Free Navigation Instruction Evaluation via Graph Reasoning on OpenStreetMap ACL 2026 ICDAGENT: Empowering Agentic Large Language Models for Explainable Medical Coding ACL 2026 Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following ACL 2026 Iterative Dual-Model Alignment for Story Evaluation ACL 2026 Metaphor Reasoning is Meta-reasoning ACL 2026 Multi-Task Representation Alignment on Language Understanding: A Mutual Information Perspective ACL 2026 Phun-Bench: Evaluating LLMs on Phonological Understanding in Chinese ACL 2026 PICTURE: Enhancing Theory-of-Mind in Large Language Models by Revealing, Not Hiding, Characters’ Lack of Knowledge ACL 2026 Robertha: Eigenspectrum Regularized Attention for Robust Natural Language Understanding ACL 2026 Social Story Frames: Contextual Reasoning about Narrative Intent and Reception ACL 2026 Understanding Conversational Implicatures in Humans and LLMs ACL 2026 Unveiling the Limits of Large Language Models in Inferring Pragmatic Meaning from Non-Verbal Responses ACL 2026 Wait! There’s a Way Out: A Decision Mechanism for Forecasting Conversational Derailment ACL 2026 Who Plays Which Role When? Communication Role Dynamics for Peer Recognition and Team Performance Prediction ACL 2026 Adapting Large Language Models for Movie Domain with Narrative Understanding Tasks CoNLL 2025 AmbiK: Dataset of Ambiguous Tasks in Kitchen Environment ACL 2025 Do Large Language Models Understand Word Senses? EMNLP 2025 Drivel-ology: Challenging LLMs with Interpreting Nonsense with Depth EMNLP 2025 HiTZ-Ixa at SemEval-2025 Task 1: Multimodal Idiomatic Language Understanding SemEval 2025