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 1151–1200 of 1961 papers

TitleStatusHype
Fine-grained Fact Verification with Kernel Graph Attention Network—0
Improving Sequence Modeling Ability of Recurrent Neural Networks via SememesCode0
MonaLog: a Lightweight System for Natural Language Inference Based on MonotonicityCode0
Universal Text Representation from BERT: An Empirical Study—0
Meemi: A Simple Method for Post-processing and Integrating Cross-lingual Word Embeddings—0
Unsupervised Question Answering for Fact-Checking—0
Q8BERT: Quantized 8Bit BERTCode1
In Search for Linear Relations in Sentence Embedding Spaces—0
Make Up Your Mind! Adversarial Generation of Inconsistent Natural Language Explanations—0
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighterCode1
A CCG-based Compositional Semantics and Inference System for ComparativesCode0
Visually grounded generation of entailments from premises—0
Learning the Difference that Makes a Difference with Counterfactually-Augmented DataCode0
ALBERT: A Lite BERT for Self-supervised Learning of Language RepresentationsCode2
XD: Cross-lingual Knowledge Distillation for Polyglot Sentence Embeddings—0
Learning Entailment-Based Sentence Embeddings from Natural Language Inference—0
Robust Natural Language Representation Learning for Natural Language Inference by Projecting Superficial Words out—0
TinyBERT: Distilling BERT for Natural Language UnderstandingCode0
Visuallly Grounded Generation of Entailments from Premises—0
On the Importance of Delexicalization for Fact Verification—0
Improving Generalization by Incorporating Coverage in Natural Language Inference—0
Subword ELMo—0
Improving Natural Language Inference with a Pretrained ParserCode0
Semantic Relatedness Based Re-ranker for Text SpottingCode0
Probing Natural Language Inference Models through Semantic FragmentsCode0
End-to-End Bias Mitigation by Modelling Biases in CorporaCode0
Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT—0
Mitigating Annotation Artifacts in Natural Language Inference Datasets to Improve Cross-dataset Generalization Ability—0
Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset BiasesCode1
Symmetric Regularization based BERT for Pair-wise Semantic ReasoningCode0
Supervised Multimodal Bitransformers for Classifying Images and TextCode1
Uncertain Natural Language Inference—0
Identifying and Explaining Discriminative AttributesCode0
Semantics-aware BERT for Language UnderstandingCode0
KagNet: Knowledge-Aware Graph Networks for Commonsense ReasoningCode1
Certified Robustness to Adversarial Word SubstitutionsCode0
Unicoder: A Universal Language Encoder by Pre-training with Multiple Cross-lingual Tasks—0
A Wide-Coverage Symbolic Natural Language Inference System—0
Exploiting Open IE for Deriving Multiple Premises Entailment Corpus—0
Validation of Facts Against Textual Sources—0
EoANN: Lexical Semantic Relation Classification Using an Ensemble of Artificial Neural Networks—0
NEZHA: Neural Contextualized Representation for Chinese Language UnderstandingCode0
Knowledge Enhanced Attention for Robust Natural Language Inference—0
Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment ApproachCode2
A Logic-Driven Framework for Consistency of Neural ModelsCode0
Learning Latent Parameters without Human Response Patterns: Item Response Theory with Artificial CrowdsCode1
Unlearn Dataset Bias in Natural Language Inference by Fitting the ResidualCode0
Measuring Patent Claim Generation by Span Relevancy—0
On Measuring and Mitigating Biased Inferences of Word EmbeddingsCode0
GeoSQA: A Benchmark for Scenario-based Question Answering in the Geography Domain at High School Level—0
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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