SOTAVerified

Natural Language Inference

Natural language inference (NLI) is the task of determining whether a "hypothesis" is true (entailment), false (contradiction), or undetermined (neutral) given a "premise".

Example:

| Premise | Label | Hypothesis | | --- | ---| --- | | A man inspects the uniform of a figure in some East Asian country. | contradiction | The man is sleeping. | | An older and younger man smiling. | neutral | Two men are smiling and laughing at the cats playing on the floor. | | A soccer game with multiple males playing. | entailment | Some men are playing a sport. |

Approaches used for NLI include earlier symbolic and statistical approaches to more recent deep learning approaches. Benchmark datasets used for NLI include SNLI, MultiNLI, SciTail, among others. You can get hands-on practice on the SNLI task by following this d2l.ai chapter.

Further readings:

Papers

Showing 12511300 of 1961 papers

TitleStatusHype
Probing Multilingual Sentence Representations With X-Probe0
PerspectroScope: A Window to the World of Diverse PerspectivesCode0
Multimodal Logical Inference System for Visual-Textual Entailment0
Classifying the reported ability in clinical mobility descriptions0
An Imitation Learning Approach to Unsupervised ParsingCode0
A Cross-Sentence Latent Variable Model for Semi-Supervised Text Sequence Matching0
SherLIiC: A Typed Event-Focused Lexical Inference Benchmark for Evaluating Natural Language InferenceCode0
SWOW-8500: Word Association task for Intrinsic Evaluation of Word Embeddings0
Deep Learning for Natural Language Inference0
Recursive Routing Networks: Learning to Compose Modules for Language Understanding0
Improved Lexically Constrained Decoding for Translation and Monolingual Rewriting0
Composition of Sentence Embeddings: Lessons from Statistical Relational Learning0
Threshold-Based Retrieval and Textual Entailment Detection on Legal Bar Exam Questions0
A Generalized Framework of Sequence Generation with Application to Undirected Sequence ModelsCode0
XLDA: Cross-Lingual Data Augmentation for Natural Language Inference and Question Answering0
Answering while Summarizing: Multi-task Learning for Multi-hop QA with Evidence Extraction0
HellaSwag: Can a Machine Really Finish Your Sentence?Code0
BERTSel: Answer Selection with Pre-trained ModelsCode0
Story Ending Prediction by Transferable BERTCode0
ERNIE: Enhanced Language Representation with Informative EntitiesCode0
Adaptation of Deep Bidirectional Multilingual Transformers for Russian LanguageCode0
A Surprisingly Robust Trick for Winograd Schema ChallengeCode1
Misleading Failures of Partial-input Baselines0
Modelling Instance-Level Annotator Reliability for Natural Language Labelling TasksCode0
A logical-based corpus for cross-lingual evaluationCode0
Questions in Dependent Type Semantics0
Natural Language Inference with Monotonicity0
Declarative Question Answering over Knowledge Bases containing Natural Language Text with Answer Set ProgrammingCode0
Improving Composition of Sentence Embeddings through the Lens of Statistical Relational Learning0
HELP: A Dataset for Identifying Shortcomings of Neural Models in Monotonicity ReasoningCode0
Several Experiments on Investigating Pretraining and Knowledge-Enhanced Models for Natural Language InferenceCode0
Probing What Different NLP Tasks Teach Machines about Function Word Comprehension0
Generating Token-Level Explanations for Natural Language Inference0
Understanding Roles and Entities: Datasets and Models for Natural Language Inference0
Improving Multi-Task Deep Neural Networks via Knowledge Distillation for Natural Language Understanding0
Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERTCode1
ERNIE: Enhanced Representation through Knowledge IntegrationCode3
Evaluating Coherence in Dialogue Systems using EntailmentCode0
Composition of Sentence Embeddings:Lessons from Statistical Relational Learning0
Temporal and Aspectual EntailmentCode0
Recent Advances in Natural Language Inference: A Survey of Benchmarks, Resources, and ApproachesCode0
Distilling Task-Specific Knowledge from BERT into Simple Neural NetworksCode0
Learning To Avoid Negative Transfer in Few Shot Transfer Learning0
Utilizing BERT for Aspect-Based Sentiment Analysis via Constructing Auxiliary SentenceCode0
LINSPECTOR: Multilingual Probing Tasks for Word RepresentationsCode0
Adversarial attacks against Fact Extraction and VERification0
Inherent Disagreements in Human Textual Inferences0
Star-TransformerCode0
Cooperative Learning of Disjoint Syntax and SemanticsCode0
BERT and PALs: Projected Attention Layers for Efficient Adaptation in Multi-Task LearningCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1UnitedSynT5 (3B)% Test Accuracy94.7Unverified
2UnitedSynT5 (335M)% Test Accuracy93.5Unverified
3EFL (Entailment as Few-shot Learner) + RoBERTa-large% Test Accuracy93.1Unverified
4Neural Tree Indexers for Text Understanding% Test Accuracy93.1Unverified
5RoBERTa-large+Self-Explaining% Test Accuracy92.3Unverified
6RoBERTa-large + self-explaining layer% Test Accuracy92.3Unverified
7CA-MTL% Test Accuracy92.1Unverified
8SemBERT% Test Accuracy91.9Unverified
9MT-DNN-SMARTLARGEv0% Test Accuracy91.7Unverified
10MT-DNN-SMART_100%ofTrainingDataDev Accuracy91.6Unverified
#ModelMetricClaimedVerifiedStatus
1Vega v2 6B (KD-based prompt transfer)Accuracy96Unverified
2PaLM 540B (fine-tuned)Accuracy95.7Unverified
3Turing NLR v5 XXL 5.4B (fine-tuned)Accuracy94.1Unverified
4ST-MoE-32B 269B (fine-tuned)Accuracy93.5Unverified
5DeBERTa-1.5BAccuracy93.2Unverified
6MUPPET Roberta LargeAccuracy92.8Unverified
7DeBERTaV3largeAccuracy92.7Unverified
8T5-XXL 11BAccuracy92.5Unverified
9T5-XXL 11B (fine-tuned)Accuracy92.5Unverified
10ST-MoE-L 4.1B (fine-tuned)Accuracy92.1Unverified
#ModelMetricClaimedVerifiedStatus
1UnitedSynT5 (3B)Matched92.6Unverified
2Turing NLR v5 XXL 5.4B (fine-tuned)Matched92.6Unverified
3T5-XXL 11B (fine-tuned)Matched92Unverified
4T5Matched92Unverified
5T5-11BMismatched91.7Unverified
6T5-3BMatched91.4Unverified
7ALBERTMatched91.3Unverified
8DeBERTa (large)Matched91.1Unverified
9Adv-RoBERTa ensembleMatched91.1Unverified
10SMARTRoBERTaDev Matched91.1Unverified