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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 451–500 of 1961 papers

TitleStatusHype
HELP: A Dataset for Identifying Shortcomings of Neural Models in Monotonicity ReasoningCode0
Augmenting Neural Networks with First-order LogicCode0
A Simple Recurrent Unit with Reduced Tensor Product RepresentationsCode0
CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMsCode0
ArNLI: Arabic Natural Language Inference for Entailment and Contradiction DetectionCode0
CUE: An Uncertainty Interpretation Framework for Text Classifiers Built on Pre-Trained Language ModelsCode0
DAdEE: Unsupervised Domain Adaptation in Early Exit PLMsCode0
Code Comment Inconsistency Detection with BERT and LongformerCode0
A Multiple Choices Reading Comprehension Corpus for Vietnamese Language EducationCode0
Learning Natural Language Inference with LSTMCode0
Data-Informed Global Sparseness in Attention Mechanisms for Deep Neural NetworksCode0
From Alignment to Entailment: A Unified Textual Entailment Framework for Entity AlignmentCode0
Forget NLI, Use a Dictionary: Zero-Shot Topic Classification for Low-Resource Languages with Application to LuxembourgishCode0
Flexible Natural Language-Based Image Data Downlink Prioritization for NanosatellitesCode0
FlauBERT: Unsupervised Language Model Pre-training for FrenchCode0
Frame- and Entity-Based Knowledge for Common-Sense Argumentative ReasoningCode0
From Key Points to Key Point Hierarchy: Structured and Expressive Opinion SummarizationCode0
Finding Fuzziness in Neural Network Models of Language ProcessingCode0
Fine-grained Entailment: Resources for Greek NLI and Precise EntailmentCode0
Figurative Language in Recognizing Textual EntailmentCode0
Fill the GAP: Exploiting BERT for Pronoun ResolutionCode0
Fine-Grained Natural Language Inference Based Faithfulness Evaluation for Diverse Summarisation TasksCode0
Deep Learning for Entity Matching: A Design Space ExplorationCode0
Lexical Generalization Improves with Larger Models and Longer TrainingCode0
Deep Natural Language Feature Learning for Interpretable PredictionCode0
LIME: Weakly-Supervised Text Classification Without SeedsCode0
Deep Neural Representations for Multiword Expressions DetectionCode0
LINSPECTOR: Multilingual Probing Tasks for Word RepresentationsCode0
DeFactoNLP: Fact Verification using Entity Recognition, TFIDF Vector Comparison and Decomposable AttentionCode0
Ckylark: A More Robust PCFG-LA ParserCode0
A Regularized Framework for Sparse and Structured Neural AttentionCode0
ABCNN: Attention-Based Convolutional Neural Network for Modeling Sentence PairsCode0
Few-Shot Out-of-Domain Transfer Learning of Natural Language Explanations in a Label-Abundant SetupCode0
DELTA: A DEep learning based Language Technology plAtformCode0
Elastic weight consolidation for better bias inoculationCode0
From Machine Translation to Code-Switching: Generating High-Quality Code-Switched TextCode0
A Random Walk Approach to Selectional Preferences Based on Preference Ranking and PropagationCode0
Long Short-Term Memory-Networks for Machine ReadingCode0
FastTrees: Parallel Latent Tree-Induction for Faster Sequence EncodingCode0
Fake News Detection as Natural Language InferenceCode0
Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in SummarizationCode0
Character-level Intra Attention Network for Natural Language InferenceCode0
FarFetched: Entity-centric Reasoning and Claim Validation for the Greek Language based on Textually Represented EnvironmentsCode0
Characterizing and Measuring Linguistic Dataset DriftCode0
A Question-Answer Driven Approach to Reveal Affirmative Interpretations from Verbal NegationsCode0
Character-based Neural Networks for Sentence Pair ModelingCode0
A Puzzle-Based Dataset for Natural Language InferenceCode0
Extracting and filtering paraphrases by bridging natural language inference and paraphrasingCode0
Exploring Tokenization Strategies and Vocabulary Sizes for Enhanced Arabic Language ModelsCode0
Certified Robustness to Adversarial Word SubstitutionsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1UnitedSynT5 (3B)% Test Accuracy94.7—Unverified
2UnitedSynT5 (335M)% Test Accuracy93.5—Unverified
3Neural Tree Indexers for Text Understanding% Test Accuracy93.1—Unverified
4EFL (Entailment as Few-shot Learner) + RoBERTa-large% Test Accuracy93.1—Unverified
5RoBERTa-large+Self-Explaining% Test Accuracy92.3—Unverified
6RoBERTa-large + self-explaining layer% Test Accuracy92.3—Unverified
7CA-MTL% Test Accuracy92.1—Unverified
8SemBERT% Test Accuracy91.9—Unverified
9MT-DNN-SMARTLARGEv0% Test Accuracy91.7—Unverified
10MT-DNN-SMART_100%ofTrainingDataDev Accuracy91.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Vega v2 6B (KD-based prompt transfer)Accuracy96—Unverified
2PaLM 540B (fine-tuned)Accuracy95.7—Unverified
3Turing NLR v5 XXL 5.4B (fine-tuned)Accuracy94.1—Unverified
4ST-MoE-32B 269B (fine-tuned)Accuracy93.5—Unverified
5DeBERTa-1.5BAccuracy93.2—Unverified
6MUPPET Roberta LargeAccuracy92.8—Unverified
7DeBERTaV3largeAccuracy92.7—Unverified
8T5-XXL 11B (fine-tuned)Accuracy92.5—Unverified
9T5-XXL 11BAccuracy92.5—Unverified
10ST-MoE-L 4.1B (fine-tuned)Accuracy92.1—Unverified
#ModelMetricClaimedVerifiedStatus
1UnitedSynT5 (3B)Matched92.6—Unverified
2Turing NLR v5 XXL 5.4B (fine-tuned)Matched92.6—Unverified
3T5-XXL 11B (fine-tuned)Matched92—Unverified
4T5Matched92—Unverified
5T5-11BMismatched91.7—Unverified
6T5-3BMatched91.4—Unverified
7ALBERTMatched91.3—Unverified
8Adv-RoBERTa ensembleMatched91.1—Unverified
9DeBERTa (large)Matched91.1—Unverified
10SMARTRoBERTaDev Matched91.1—Unverified