Papers about NLI
- Recent Advances in Natural Language Inference: A Survey of Benchmarks, Resources, and Approaches [pdf] 2020.2
- Beyond Leaderboards A survey of methods for revealing weaknesses in Natural Language Inference data and models [pdf] 2020.5
- Neural Network Models for Paraphrase Identification, Semantic Textual Similarity, Natural Language Inference, and Question Answering [pdf] 2018.8
- Dialogue Natural Language Inference
- UnNatural Language Inference
- Natural Language Inference in Context— Investigating Contextual Reasoning over Long Texts
- Uncertain Natural Language Inference
- Moral Stories- Situated Reasoning about Norms, Intents, Actions, and their Consequences
- Natural Language Inference in Context -- Investigating Contextual Reasoning over Long Texts
- Logical reasoning in formal and everyday reasoning tasks
- Fact-driven Logical Reasoning
- Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text
- CommonGen- A Constrained Text Generation Challenge for Generative Commonsense Reasoning
- The Box is in the Pen: Evaluating Commonsense Reasoning in Neural Machine Translation
- Beyond Language- Learning Commonsense from Images for Reasoning
- I Know What You Asked- Graph Path Learning using AMR for Commonsense Reasoning
- Exploring Logically Dependent Multi-task Learning with Causal Inference
- ABDUCTIVE COMMONSENSE REASONING
- L2R2 Leveraging Ranking for Abductive Reasoning
- Generating Hypothetical Events for Abductive Inference
- Align, Mask and Select- A Simple Method for Incorporating Commonsense Knowledge into Language Representation Models
- Generating Negative Commonsense Knowledge
- Dimensions of Commonsense Knowledge
- Teach Me to Explain- A Review of Datasets for Explainable Natural Language Processing
- NILE Natural Language Inference with Faithful Natural Language Explanations
- Explanations for CommonsenseQA- New Dataset and Models
- Prompting Contrastive Explanations for Commonsense Reasoning Tasks
- Braid Weaving Symbolic and Statistical Knowledge into Coherent Logical Explanations
- NILE Natural Language Inference with Faithful Natural Language
- Do Natural Language Explanations Represent Valid Logical Arguments- Verifying Entailment in Explainable NLI Gold Standards
- Rationale-Inspired Natural Language Explanations with Commonsense
- Commonsense Knowledge Mining from Pretrained Models
- Birds have four legs-! NumerSense- Probing Numerical Commonsense Knowledge of Pre-trained Language Models
- On Commonsense Cues in BERT for Solving Commonsense Tasks
- Pre-training Text-to-Text Transformers for Concept-centric Common Sense
- Trusting RoBERTa over BERT- Insights from CheckListing the Natural Language Inference Task
- Transformers as Soft Reasoners over Language
- Reclor- A reading comprehension dataset requiring logical reasoning
- COMMONSENSEQA A Question Answering Challenge Targeting Commonsense Knowledge
- CommonsenseQA 2.0- Exposing the Limits of AI through Gamification
- FORECASTQA- A Question Answering Challenge for Event Forecasting with Temporal Text Data
- COM2SENSE: A Commonsense Reasoning Benchmark with Complementary Sentences
- Think you have Solved Direct-Answer Question Answering? Try ARC-DA, the Direct-Answer AI2 Reasoning Challenge
- A Broad-Coverage Challenge Corpus for Sentence Under-standing through Inference.
- ProtoQA- A Question Answering Dataset for Prototypical Common-Sense Reasoning
- Piqa- Reasoning about physical commonsense in natural language
- Adversarial NLI- A New Benchmark for Natural Language Understanding
- QA Dataset Explosion- A Taxonomy of NLP Resources for Question Answering and Reading Comprehension
- RiddleSense- Reasoning about Riddle Questions Featuring Linguistic Creativity and Commonsense Knowledge