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 1451–1500 of 1961 papers

TitleStatusHype
Introducing a Lexicon of Verbal Polarity Shifters for EnglishCode0
Disambiguation of Verbal ShiftersCode0
End-Task Oriented Textual Entailment via Deep Explorations of Inter-Sentence InteractionsCode0
Collecting Diverse Natural Language Inference Problems for Sentence Representation Evaluation—0
Dropping Networks for Transfer Learning—0
Performance Impact Caused by Hidden Bias of Training Data for Recognizing Textual Entailment—0
Multi-task Learning for Universal Sentence Embeddings: A Thorough Evaluation using Transfer and Auxiliary Tasks—0
Stochastic Answer Networks for Natural Language InferenceCode0
Generating Natural Language Adversarial ExamplesCode0
Learning Semantic Textual Similarity from ConversationsCode0
Acquisition of Phrase Correspondences using Natural Deduction Proofs—0
Consistent CCG Parsing over Multiple Sentences for Improved Logical Reasoning—0
Robust Cross-lingual Hypernymy Detection using Dependency ContextCode0
Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task LearningCode0
APR: Architectural Pattern Recommender—0
Generating Contradictory, Neutral, and Entailing Sentences—0
Annotation Artifacts in Natural Language Inference Data—0
SufiSent - Universal Sentence Representations Using Suffix Encodings—0
On the scaling of polynomial features for representation matching—0
Deep Generative Model for Joint Alignment and Word RepresentationCode0
Learning beyond datasets: Knowledge Graph Augmented Neural Networks for Natural language Processing—0
DR-BiLSTM: Dependent Reading Bidirectional LSTM for Natural Language Inference—0
Evaluating Compositionality in Sentence EmbeddingsCode0
SparseMAP: Differentiable Sparse Structured InferenceCode0
Natural Language Inference over Interaction Space: ICLR 2018 Reproducibility ReportCode0
Reinforced Self-Attention Network: a Hybrid of Hard and Soft Attention for Sequence ModelingCode0
Natural Language Inference with External Knowledge—0
STRUCTURED ALIGNMENT NETWORKS—0
Compare, Compress and Propagate: Enhancing Neural Architectures with Alignment Factorization for Natural Language Inference—0
Distance-based Self-Attention Network for Natural Language Inference—0
Document Level Novelty Detection: Textual Entailment Lends a Helping Hand—0
Modelling Domain Relationships for Transfer Learning on Retrieval-based Question Answering Systems in E-commerce—0
A Sequential Neural Encoder with Latent Structured Description for Modeling Sentences—0
Neural Natural Language Inference Models Enhanced with External KnowledgeCode0
Neural Skill Transfer from Supervised Language Tasks to Reading Comprehension—0
Towards Bootstrapping a Polarity Shifter Lexicon using Linguistic Features—0
SSAS: Semantic Similarity for Abstractive Summarization—0
The Challenge of Composition in Distributional and Formal Semantics—0
Enabling Transitivity for Lexical Inference on Chinese Verbs Using Probabilistic Soft Logic—0
Inference is Everything: Recasting Semantic Resources into a Unified Evaluation Framework—0
Taking into account Inter-sentence Similarity for Update Summarization—0
Generating Natural Adversarial ExamplesCode0
Natural Language Inference from Multiple Premises—0
On the Effective Use of Pretraining for Natural Language Inference—0
Attentive Convolution: Equipping CNNs with RNN-style Attention MechanismsCode0
An\'alise de Medidas de Similaridade Sem\^antica na Tarefa de Reconhecimento de Implica \~ao Textual (Analysis of Semantic Similarity Measures in the Recognition of Textual Entailment Task)[In Portuguese]—0
Bag-of-Vector Embeddings of Dependency Graphs for Semantic Induction—0
DiSAN: Directional Self-Attention Network for RNN/CNN-Free Language UnderstandingCode0
Natural Language Inference over Interaction SpaceCode0
Fake news stance detection using stacked ensemble of classifiers—0
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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