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 1801–1850 of 1961 papers

TitleStatusHype
MCTest: A Challenge Dataset for the Open-Domain Machine Comprehension of Text—0
University Entrance Examinations as a Benchmark Resource for NLP-based Problem Solving—0
基於特徵為本及使用SVM 的文本對蘊涵關係的自動推論方法 (Textual Entailment Recognition Using Textual Features and SVM) [In Chinese]—0
Synonym Acquisition Using Bilingual Comparable Corpora—0
A Semantically Enhanced Approach to Determine Textual Similarity—0
中英文的文字蘊涵與閱讀測驗的初步探索 (An Exploration of Textual Entailment and Reading Comprehension for Chinese and English) [In Chinese]—0
Labeled Alignment for Recognizing Textual Entailment—0
蘊涵句型分析於改進中文文字蘊涵識別系統 (Entailment Analysis for Improving Chinese Recognizing Textual Entailment System) [In Chinese]—0
Semi-Markov Phrase-Based Monolingual Alignment—0
A Lexicon-based Investigation of Research Issues in Japanese Factuality Analysis—0
JoBimText Visualizer: A Graph-based Approach to Contextualizing Distributional Similarity—0
Automatic Evaluation of Summary Using Textual Entailment—0
A Combined Pattern-based and Distributional Approach for Automatic Hypernym Detection in Dutch.—0
Detecting Negated and Uncertain Information in Biomedical and Review Texts—0
Using a Weighted Semantic Network for Lexical Semantic Relatedness—0
A Dataset for Arabic Textual Entailment—0
Optimising Tree Edit Distance with Subtrees for Textual Entailment—0
A Case Study Towards Turkish Paraphrase Alignment—0
A Lightweight and High Performance Monolingual Word Aligner—0
Joint Apposition Extraction with Syntactic and Semantic Constraints—0
Align, Disambiguate and Walk: A Unified Approach for Measuring Semantic Similarity—0
Exploiting Qualitative Information from Automatic Word Alignment for Cross-lingual NLP Tasks—0
A Two Level Model for Context Sensitive Inference Rules—0
Expressivity and comparison of models of discourse structure—0
SPred: Large-scale Harvesting of Semantic Predicates—0
Collective Annotation of Linguistic Resources: Basic Principles and a Formal Model—0
PLIS: a Probabilistic Lexical Inference System—0
DErivBase: Inducing and Evaluating a Derivational Morphology Resource for German—0
A Random Walk Approach to Selectional Preferences Based on Preference Ranking and PropagationCode0
Building Japanese Textual Entailment Specialized Data Sets for Inference of Basic Sentence Relations—0
Learning Semantic Textual Similarity with Structural Representations—0
Aggregated Word Pair Features for Implicit Discourse Relation Disambiguation—0
Transducing Sentences to Syntactic Feature Vectors: an Alternative Way to ``Parse''?—0
Recognizing Partial Textual Entailment—0
Modeling Human Inference Process for Textual Entailment Recognition—0
FBK-UEdin Participation to the WMT13 Quality Estimation Shared Task—0
Is a 204 cm Man Tall or Small ? Acquisition of Numerical Common Sense from the Web—0
Cross-lingual Transfer of Semantic Role Labeling Models—0
Quality Estimation for Machine Translation Using the Joint Method of Evaluation Criteria and Statistical Modeling—0
ParaQuery: Making Sense of Paraphrase Collections—0
The mathematics of language learning—0
DISSECT - DIStributional SEmantics Composition Toolkit—0
PARMA: A Predicate Argument AlignerCode0
CoMeT: Integrating different levels of linguistic modeling for meaning assessment—0
The Life and Death of Discourse Entities: Identifying Singleton Mentions—0
EHU-ALM: Similarity-Feature Based Approach for Student Response Analysis—0
Metaphor Identification as Interpretation—0
Large-Scale Paraphrasing for Natural Language Understanding—0
PolyUCOMP-CORE\_TYPED: Computing Semantic Textual Similarity using Overlapped Senses—0
SXUCFN-Core: STS Models Integrating FrameNet Parsing Information—0
Show:102550
← PrevPage 37 of 40Next →
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