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 1001–1050 of 1961 papers

TitleStatusHype
TATO: Leveraging on Multiple Strategies for Semantic Textual Similarity—0
TaxoClass: Hierarchical Multi-Label Text Classification Using Only Class Names—0
Taxonomy Construction Using Syntactic Contextual Evidence—0
Taxonomy Induction Using Hierarchical Random Graphs—0
Teaching a Language Model to Distinguish Between Similar Details using a Small Adversarial Training Set—0
Team SWEEPer: Joint Sentence Extraction and Fact Checking with Pointer Networks—0
TEG-REP: A corpus of Textual Entailment Graphs based on Relation Extraction Patterns—0
Template-based Approach to Zero-shot Intent Recognition—0
Temporal Reasoning on Implicit Events from Distant Supervision—0
Tense Manages to Predict Implicative Behavior in Verbs—0
Testing the Generalization Power of Neural Network Models Across NLI Benchmarks—0
TextFlint: Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing—0
GeoSQA: A Benchmark for Scenario-based Question Answering in the Geography Domain at High School Level—0
TextNAS: A Neural Architecture Search Space tailored for Text Representation—0
Text Summarization through Entailment-based Minimum Vertex Cover—0
Textual Entailment based Question Generation—0
Textual Entailment for Event Argument Extraction: Zero- and Few-Shot with Multi-Source Learning—0
Textual Entailment Recognition with Semantic Features from Empirical Text Representation—0
Textual Entailment with Dynamic Contrastive Learning for Zero-shot NER—0
Thai Sentence Paraphrasing from the Lexical Resource—0
The Challenge of Composition in Distributional and Formal Semantics—0
The Chinese Causative-Passive Homonymy Disambiguation: an adversarial Dataset for NLI and a Probing Task—0
The Effectiveness of Intermediate-Task Training for Code-Switched Natural Language Understanding—0
The Event StoryLine Corpus: A New Benchmark for Causal and Temporal Relation Extraction—0
The Excitement Open Platform for Textual Inferences—0
The Extraordinary Failure of Complement Coercion Crowdsourcing—0
The ICL Consistency Test—0
The Life and Death of Discourse Entities: Identifying Singleton Mentions—0
The mathematics of language learning—0
The Meaning Factory: Formal Semantics for Recognizing Textual Entailment and Determining Semantic Similarity—0
The Meta-knowledge of Causality in Biomedical Scientific Discourse—0
The Multilingual Paraphrase Database—0
The RepEval 2017 Shared Task: Multi-Genre Natural Language Inference with Sentence Representations—0
Thinking Aloud: Dynamic Context Generation Improves Zero-Shot Reasoning Performance of GPT-2—0
Threshold-Based Retrieval and Textual Entailment Detection on Legal Bar Exam Questions—0
Thunder-NUBench: A Benchmark for LLMs' Sentence-Level Negation Understanding—0
To be or not to be an Integer? Encoding Variables for Mathematical Text—0
Too Late to Train, Too Early To Use? A Study on Necessity and Viability of Low-Resource Bengali LLMs—0
Toward Efficient Language Model Pretraining and Downstream Adaptation via Self-Evolution: A Case Study on SuperGLUE—0
Toward Fine-grained Annotation of Modality in Text—0
Towards a Benchmark of Natural Language Arguments—0
Towards a Generative Approach for Emotion Detection and Reasoning—0
Towards a Gold Standard Corpus for Variable Detection and Linking in Social Science Publications—0
Towards AMR-BR: A SemBank for Brazilian Portuguese Language—0
Towards Bootstrapping a Polarity Shifter Lexicon using Linguistic Features—0
Towards Controllable Natural Language Inference through Lexical Inference Types—0
Towards Coreference for Literary Text: Analyzing Domain-Specific Phenomena—0
Towards Effective Tutorial Feedback for Explanation Questions: A Dataset and Baselines—0
Towards Generalizable Sentence Embeddings—0
Towards Improving Abstractive Summarization via Entailment Generation—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