Natural Language Processing

Suppressing Final Layer Hidden State Jumps in Transformer Pretraining EACL 2026 SURE or Not? Investigating Semantic Understanding in Dense Retrieval Models ACL 2026 Surprisal and Metaphor Novelty Judgments: Moderate Correlations and Divergent Scaling Effects Revealed by Corpus-Based and Synthetic Datasets EACL 2026 Surprisal from Larger Transformer-based Language Models Predicts fMRI Data More Poorly EACL 2026 SwanNLP at SemEval-2026 Task 5: An LLM-based Framework for Plausibility Scoring in Narrative Word Sense Disambiguation SemEval 2026 SWAN: Semantic Watermarking with Abstract Meaning Representation ACL 2026 Swedish Multiword Expression Corpora in PARSEME EACL 2026 SwissGov-RSD: A Human-annotated, Cross-lingual Benchmark for Token-level Recognition of Semantic Differences Between Related Documents ACL 2026 Syllable Structures Across Arabic Varieties EACL 2026 Syllogism-Inspired TableQA: Evidentialization Makes Decomposition Reasoning and Answer Verification More Reliable AAAI 2026 SymPyBench: A Dynamic Benchmark for Scientific Reasoning with Executable Python Code EACL 2026 Syntactically-guided Information Maintenance in Sentence Comprehension CoNLL 2026 SyntaxMind at SemEval-2026 Task 6: Exploring Transformers and LLMs for Unmasking Political Question Evasions SemEval 2026 Synthesizing question answering data from financial documents: An End-to-End Multi-Agent Approach EACL 2026 Synthetic Data Fine-Tuning for Effective Team Formation in Enterprises EACL 2026 Synthetic Data Generation Pipeline for Low-Resource Swahili Sentiment Analysis: Multi-LLM Judging with Human Validation EACL 2026 SYSUpporter at SemEval-2026 Task 13: Leveraging Stylistic Signals and Language-Aware Truncation for Machine-Generated Code Detection SemEval 2026 T2-RAGBench: Text-and-Table Benchmark for Evaluating Retrieval-Augmented Generation EACL 2026 TabEmb: Joint Semantic-Structure Embedding for Table Annotation ACL 2026 TableMBR: Minimum Bayes Risk Table Generation Based on Structural Consistency ACL 2026 TableMix: Enhancing Multimodal Table Reasoning in MLLMs from a Data-Centric Perspective CVPR 2026 Table Question Answering in the Era of Large Language Models: A Comprehensive Survey of Tasks, Methods, and Evaluation ACL 2026 Tables Decoded: DELTA for Structure, TARQA for Understanding WACV 2026 Tackling Distractor Documents in Multi-Hop QA with Reinforcement and Curriculum Learning EACL 2026 TAdaRAG: Task Adaptive Retrieval-Augmented Generation via On-the-Fly Knowledge Graph Construction AAAI 2026