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 1851–1900 of 1961 papers

TitleStatusHype
LIME: Weakly-Supervised Text Classification Without SeedsCode0
Boosting Cross-Lingual Transfer via Self-Learning with Uncertainty EstimationCode0
Link Prediction for Wikipedia Articles as a Natural Language Inference TaskCode0
LINSPECTOR: Multilingual Probing Tasks for Word RepresentationsCode0
LINSPECTOR WEB: A Multilingual Probing Suite for Word RepresentationsCode0
TinyBERT: Distilling BERT for Natural Language UnderstandingCode0
LIREx: Augmenting Language Inference with Relevant ExplanationCode0
R^2F: A General Retrieval, Reading and Fusion Framework for Document-level Natural Language InferenceCode0
LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language InferenceCode0
DisGeM: Distractor Generation for Multiple Choice Questions with Span MaskingCode0
Discriminatively-Tuned Generative Classifiers for Robust Natural Language InferenceCode0
Towards Debiasing Translation ArtifactsCode0
Abductive Commonsense ReasoningCode0
Logic Against Bias: Textual Entailment Mitigates Stereotypical Sentence ReasoningCode0
Logical Inference for Counting on Semi-structured TablesCode0
Discriminating between Lexico-Semantic Relations with the Specialization Tensor ModelCode0
Atomic Inference for NLI with Generated Facts as AtomsCode0
Logical Reasoning with Span-Level Predictions for Interpretable and Robust NLI ModelsCode0
Unlearn Dataset Bias in Natural Language Inference by Fitting the ResidualCode0
Analyzing the Effects of Annotator Gender across NLP TasksCode0
Leveraging Entailment Judgements in Cross-Lingual SummarisationCode0
Human-in-the-loop: Towards Label Embeddings for Measuring Classification DifficultyCode0
Reasoning about Entailment with Neural AttentionCode0
LogiQA 2.0—An Improved Dataset for Logical Reasoning in Natural Language UnderstandingCode0
Substituting Data Annotation with Balanced Updates and Collective Loss in Multi-label Text ClassificationCode0
Long Short-Term Memory-Networks for Machine ReadingCode0
A Generative Approach for Mitigating Structural Biases in Natural Language InferenceCode0
Looking at the Overlooked: An Analysis on the Word-Overlap Bias in Natural Language InferenceCode0
A Random Walk Approach to Selectional Preferences Based on Preference Ranking and PropagationCode0
Bonafide at LegalLens 2024 Shared Task: Using Lightweight DeBERTa Based Encoder For Legal Violation Detection and ResolutionCode0
Unraveling the Dominance of Large Language Models Over Transformer Models for Bangla Natural Language Inference: A Comprehensive StudyCode0
A Question-Answer Driven Approach to Reveal Affirmative Interpretations from Verbal NegationsCode0
Towards Robustifying NLI Models Against Lexical Dataset BiasesCode0
Discrete-State Variational Autoencoders for Joint Discovery and Factorization of RelationsCode0
A Puzzle-Based Dataset for Natural Language InferenceCode0
Discovering Implicit Knowledge with Unary RelationsCode0
L-TUNING: Synchronized Label Tuning for Prompt and Prefix in LLMsCode0
Discovering Highly Influential Shortcut Reasoning: An Automated Template-Free ApproachCode0
Discourse Marker Augmented Network with Reinforcement Learning for Natural Language InferenceCode0
Application Specific Compression of Deep Learning ModelsCode0
Machine Comprehension Using Match-LSTM and Answer PointerCode0
Analyzing Compositionality-Sensitivity of NLI ModelsCode0
Recurrent Neural Network-Based Sentence Encoder with Gated Attention for Natural Language InferenceCode0
Validity Assessment of Legal Will Statements as Natural Language InferenceCode0
A Pragmatics-Centered Evaluation Framework for Natural Language UnderstandingCode0
Making the Most of Text Semantics to Improve Biomedical Vision--Language ProcessingCode0
REFinD: Relation Extraction Financial DatasetCode0
Refining Raw Sentence Representations for Textual Entailment Recognition via AttentionCode0
Unstructured Knowledge Access in Task-oriented Dialog Modeling using Language Inference, Knowledge Retrieval and Knowledge-Integrative Response GenerationCode0
AdvEntuRe: Adversarial Training for Textual Entailment with Knowledge-Guided ExamplesCode0
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All datasetsSNLIRTEMultiNLIQNLIANLI testWNLILiDiRusRCBTERRaCommitmentBankSciTailFarsTail

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1UnitedSynT5 (3B)% Test Accuracy94.7—Unverified
2UnitedSynT5 (335M)% Test Accuracy93.5—Unverified
3EFL (Entailment as Few-shot Learner) + RoBERTa-large% Test Accuracy93.1—Unverified
4Neural Tree Indexers for Text Understanding% 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 11BAccuracy92.5—Unverified
9T5-XXL 11B (fine-tuned)Accuracy92.5—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
8DeBERTa (large)Matched91.1—Unverified
9Adv-RoBERTa ensembleMatched91.1—Unverified
10SMARTRoBERTaDev Matched91.1—Unverified