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 101–150 of 1961 papers

TitleStatusHype
Fast and Accurate Factual Inconsistency Detection Over Long DocumentsCode1
KNOT: Knowledge Distillation using Optimal Transport for Solving NLP TasksCode1
Can NLI Models Verify QA Systems' Predictions?Code1
Can NLI Provide Proper Indirect Supervision for Low-resource Biomedical Relation Extraction?Code1
Don't Say No: Jailbreaking LLM by Suppressing RefusalCode1
Can NLI Models Verify QA Systems’ Predictions?Code1
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighterCode1
From English To Foreign Languages: Transferring Pre-trained Language ModelsCode1
CBLUE: A Chinese Biomedical Language Understanding Evaluation BenchmarkCode1
From Hero to Zéroe: A Benchmark of Low-Level Adversarial AttacksCode1
CharacterBERT: Reconciling ELMo and BERT for Word-Level Open-Vocabulary Representations From CharactersCode1
GREEK-BERT: The Greeks visiting Sesame StreetCode1
LLMs Learn Task Heuristics from Demonstrations: A Heuristic-Driven Prompting Strategy for Document-Level Event Argument ExtractionCode1
How Does Selective Mechanism Improve Self-Attention Networks?Code1
Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language InferenceCode1
Distributed NLI: Learning to Predict Human Opinion Distributions for Language ReasoningCode1
ChatGPT: Jack of all trades, master of noneCode1
ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin InformationCode1
Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequencesCode1
DefSent: Sentence Embeddings using Definition SentencesCode1
Analyzing Multi-Task Learning for Abstractive Text SummarizationCode1
An Empirical Study of Pre-trained Transformers for Arabic Information ExtractionCode1
Combining Event Semantics and Degree Semantics for Natural Language InferenceCode1
Improving Factual Completeness and Consistency of Image-to-Text Radiology Report GenerationCode1
Incorporating External Knowledge to Enhance Tabular ReasoningCode1
New Protocols and Negative Results for Textual Entailment Data CollectionCode1
Automatic Evaluation of Attribution by Large Language ModelsCode1
Differentiable Subset Pruning of Transformer HeadsCode1
Distributionally Robust Neural NetworksCode1
Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset BiasesCode1
Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature PerspectiveCode1
DataMUX: Data Multiplexing for Neural NetworksCode1
Deep contextualized word representationsCode1
Cross-Modal BERT for Text-Audio Sentiment AnalysisCode1
A Structured Self-attentive Sentence EmbeddingCode1
Cross-Thought for Sentence Encoder Pre-trainingCode1
ARMAN: Pre-training with Semantically Selecting and Reordering of Sentences for Persian Abstractive SummarizationCode1
A Broad-Coverage Challenge Corpus for Sentence Understanding through InferenceCode1
Assessing the Generalization Capacity of Pre-trained Language Models through Japanese Adversarial Natural Language InferenceCode1
A Statistical Framework for Low-bitwidth Training of Deep Neural NetworksCode1
data2vec: A General Framework for Self-supervised Learning in Speech, Vision and LanguageCode1
Deep Learning Based Text Classification: A Comprehensive ReviewCode1
A Surprisingly Robust Trick for Winograd Schema ChallengeCode1
A Study of Situational Reasoning for Traffic UnderstandingCode1
Abstract Meaning Representation-Based Logic-Driven Data Augmentation for Logical ReasoningCode1
A Systematic Study and Comprehensive Evaluation of ChatGPT on Benchmark DatasetsCode1
DISCO: Distilling Counterfactuals with Large Language ModelsCode1
Discrete and Soft Prompting for Multilingual ModelsCode1
Augmenting Transformers with Recursively Composed Multi-grained RepresentationsCode1
Contrastive Learning of Sentence Embeddings from ScratchCode1
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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