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
MobileBERT: a Compact Task-Agnostic BERT for Resource-Limited DevicesCode0
TRANS-BLSTM: Transformer with Bidirectional LSTM for Language Understanding—0
Matching Text with Deep Mutual Information Estimation—0
HypoNLI: Exploring the Artificial Patterns of Hypothesis-only Bias in Natural Language Inference—0
Quantized Neural Network Inference with Precision Batching—0
Sparse Sinkhorn AttentionCode0
Stress Test Evaluation of Transformer-based Models in Natural Language Understanding Tasks—0
TextNAS: A Neural Architecture Search Space tailored for Text Representation—0
Cross-Lingual Ability of Multilingual BERT: An Empirical Study—0
FlauBERT: Unsupervised Language Model Pre-training for FrenchCode0
Collecting Entailment Data for Pretraining: New Protocols and Negative Results—0
Unsupervised Transfer Learning via BERT Neuron Selection—0
Adversarial Analysis of Natural Language Inference Systems—0
Semi-supervised Visual Feature Integration for Pre-trained Language Models—0
Compositional De-Attention Networks—0
Paraphrasing Verbs for Noun Compound Interpretation—0
Generating Persona Consistent Dialogues by Exploiting Natural Language InferenceCode0
Increasing Robustness to Spurious Correlations using Forgettable Examples—0
Learning to Few-Shot Learn Across Diverse Natural Language Classification TasksCode0
CamemBERT: a Tasty French Language ModelCode0
Multi-Perspective Inferrer: Reasoning Sentences Relationship from Holistic Perspective—0
What Would Elsa Do? Freezing Layers During Transformer Fine-Tuning—0
Probing Contextualized Sentence Representations with Visual Awareness—0
Transformation of Dense and Sparse Text RepresentationsCode0
Infusing Knowledge into the Textual Entailment Task Using Graph Convolutional Networks—0
Path-Based Contextualization of Knowledge Graphs for Textual Entailment—0
Posing Fair Generalization Tasks for Natural Language Inference—0
IFlyLegal: A Chinese Legal System for Consultation, Law Searching, and Document Analysis—0
Aggregating Bidirectional Encoder Representations Using MatchLSTM for Sequence Matching—0
Asynchronous Deep Interaction Network for Natural Language Inference—0
Original Semantics-Oriented Attention and Deep Fusion Network for Sentence Matching—0
Evaluating BERT for natural language inference: A case study on the CommitmentBank—0
How well do NLI models capture verb veridicality?—0
Fine-tune BERT with Sparse Self-Attention Mechanism—0
A Comparative Analysis of Unsupervised Language Adaptation Methods—0
Incorporating Contextual and Syntactic Structures Improves Semantic Similarity Modeling—0
Extractive NarrativeQA with Heuristic Pre-Training—0
Word-level Textual Adversarial Attacking as Combinatorial OptimizationCode0
Thieves on Sesame Street! Model Extraction of BERT-based APIsCode0
A memory enhanced LSTM for modeling complex temporal dependencies—0
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
In Search for Linear Relations in Sentence Embedding Spaces—0
Make Up Your Mind! Adversarial Generation of Inconsistent Natural Language Explanations—0
A CCG-based Compositional Semantics and Inference System for ComparativesCode0
Visually grounded generation of entailments from premises—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