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 501–550 of 1961 papers

TitleStatusHype
Just ClozE! A Novel Framework for Evaluating the Factual Consistency Faster in Abstractive SummarizationCode0
Guess the Instruction! Flipped Learning Makes Language Models Stronger Zero-Shot LearnersCode1
Ask Me Anything: A simple strategy for prompting language modelsCode2
Nuisances via Negativa: Adjusting for Spurious Correlations via Data Augmentation—0
Hypothesis Engineering for Zero-Shot Hate Speech DetectionCode0
Automatic Nominalization of Clauses—0
Parsing Natural Language into Propositional and First-Order Logic with Dual Reinforcement Learning—0
Argument Novelty and Validity Assessment via Multitask and Transfer Learning—0
Mitigating the Diminishing Effect of Elastic Weight Consolidation—0
To What Extent Do Natural Language Understanding Datasets Correlate to Logical Reasoning? A Method for Diagnosing Logical Reasoning.—0
ViNLI: A Vietnamese Corpus for Studies on Open-Domain Natural Language Inference—0
DIFM:An effective deep interaction and fusion model for sentence matching—0
Using contradictions improves question answering systems—0
ArNLI: Arabic Natural Language Inference for Entailment and Contradiction DetectionCode0
Can We Automate the Analysis of Online Child Sexual Exploitation Discourse?—0
Learning to Write with Coherence From Negative Examples—0
Sequence Learning Using Equilibrium PropagationCode0
Natural Language Inference Prompts for Zero-shot Emotion Classification in Text across CorporaCode1
Prompt Combines Paraphrase: Teaching Pre-trained Models to Understand Rare Biomedical WordsCode0
Testing Pre-trained Language Models' Understanding of Distributivity via Causal Mediation AnalysisCode0
Investigating Reasons for Disagreement in Natural Language InferenceCode0
INTERACTION: A Generative XAI Framework for Natural Language Inference Explanations—0
Generating Intermediate Steps for NLI with Next-Step Supervision—0
No means ‘No’; a non-im-proper modeling approach, with embedded speculative context—0
Improving Personality Consistency in Conversation by Persona ExtendingCode0
Revising Image-Text Retrieval via Multi-Modal Entailment—0
Z-BERT-A: a zero-shot Pipeline for Unknown Intent detectionCode1
MENLI: Robust Evaluation Metrics from Natural Language InferenceCode1
LLM.int8(): 8-bit Matrix Multiplication for Transformers at ScaleCode5
Paraphrasing, textual entailment, and semantic similarity above word level—0
Compositional Evaluation on Japanese Textual Entailment and SimilarityCode1
AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq ModelCode2
Improving Distantly Supervised Relation Extraction by Natural Language Inference—0
Smoothing Entailment Graphs with Language ModelsCode0
Code Comment Inconsistency Detection with BERT and LongformerCode0
Improving Bot Response Contradiction Detection via Utterance RewritingCode1
Language models show human-like content effects on reasoning tasksCode0
Exploiting Word Semantics to Enrich Character Representations of Chinese Pre-trained ModelsCode0
N-Grammer: Augmenting Transformers with latent n-gramsCode4
Predicting Out-of-Domain Generalization with Neighborhood Invariance—0
Overconfidence in the Face of Ambiguity with Adversarial DataCode0
Learning to Generate Examples for Semantic Processing Tasks—0
Improving Distantly Supervised Document-Level Relation Extraction Through Natural Language Inference—0
Uncertainty-Aware Cross-Lingual Transfer with Pseudo Partial LabelsCode0
Bilingual Tabular Inference: A Case Study on Indic Languages—0
Is “My Favorite New Movie” My Favorite Movie? Probing the Understanding of Recursive Noun Phrases—0
AnaLog: Testing Analytical and Deductive Logic Learnability in Language Models—0
An Understanding-Oriented Robust Machine Reading Comprehension ModelCode0
Adversarial Self-Attention for Language UnderstandingCode0
Template-based Approach to Zero-shot Intent Recognition—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