Natural Language Inference

Stanford MLab at SemEval 2023 Task 7: Neural Methods for Clinical Trial Report NLI SemEval 2023 Stubborn Lexical Bias in Data and Models ACL 2023 SWING: Balancing Coverage and Faithfulness for Dialogue Summarization EACL 2023 Synthetic Dataset for Evaluating Complex Compositional Knowledge for Natural Language Inference ACL 2023 Temporal Relation Classification using Boolean Question Answering ACL 2023 Textual Entailment for Temporal Dependency Graph Parsing ACL 2023 The Case for Scalable, Data-Driven Theory: A Paradigm for Scientific Progress in NLP EMNLP 2023 TIMELINE: Exhaustive Annotation of Temporal Relations Supporting the Automatic Ordering of Events in News Articles EMNLP 2023 TLM: Token-Level Masking for Transformers EMNLP 2023 Towards Stable Natural Language Understanding via Information Entropy Guided Debiasing ACL 2023 Transferring Legal Natural Language Inference Model from a US State to Another: What Makes It So Hard? EMNLP 2023 TrueTeacher: Learning Factual Consistency Evaluation with Large Language Models EMNLP 2023 Uncertainty-aware Parameter-Efficient Self-training for Semi-supervised Language Understanding EMNLP 2023 Unsupervised Explanation Generation via Correct Instantiations AAAI 2023 Using contradictions improves question answering systems ACL 2023 Vera: A General-Purpose Plausibility Estimation Model for Commonsense Statements EMNLP 2023 Weakly Supervised Explainable Phrasal Reasoning with Neural Fuzzy Logic ICLR 2023 We’re Afraid Language Models Aren’t Modeling Ambiguity EMNLP 2023 What does the Failure to Reason with “Respectively” in Zero/Few-Shot Settings Tell Us about Language Models? ACL 2023 What Makes it Ok to Set a Fire? Iterative Self-distillation of Contexts and Rationales for Disambiguating Defeasible Social and Moral Situations EMNLP 2023 When Truth Matters - Addressing Pragmatic Categories in Natural Language Inference (NLI) by Large Language Models (LLMs) ACL 2023 WiCE: Real-World Entailment for Claims in Wikipedia EMNLP 2023 With a Little Push, NLI Models can Robustly and Efficiently Predict Faithfulness ACL 2023 YNU-HPCC at SemEval-2023 Task7: Multi-evidence Natural Language Inference for Clinical Trial Data Based a BioBERT Model SemEval 2023 Zero-shot Temporal Relation Extraction with ChatGPT ACL 2023