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 1751–1800 of 1961 papers

TitleStatusHype
UTexas: Natural Language Semantics using Distributional Semantics and Probabilistic Logic—0
Learning to Distinguish Hypernyms and Co-HyponymsCode0
ECNU: One Stone Two Birds: Ensemble of Heterogenous Measures for Semantic Relatedness and Textual Entailment—0
Semantic Roles in Grammar Engineering—0
CECL: a New Baseline and a Non-Compositional Approach for the Sick Benchmark—0
Addressing Class Imbalance for Improved Recognition of Implicit Discourse Relations—0
Training a Korean SRL System with Rich Morphological Features—0
Semantic Parsing using Distributional Semantics and Probabilistic Logic—0
Structured Learning for Taxonomy Induction with Belief Propagation—0
The Excitement Open Platform for Textual Inferences—0
Efficient Logical Inference for Semantic Processing—0
Is the Stanford Dependency Representation Semantic?—0
Combining Word Patterns and Discourse Markers for Paradigmatic Relation Classification—0
Focused Entailment Graphs for Open IE Propositions—0
Evaluation for Partial Event Coreference—0
Recognizing Implied Predicate-Argument Relationships in Textual Inference—0
Towards a Benchmark of Natural Language Arguments—0
Corpus Annotation through Crowdsourcing: Towards Best Practice Guidelines—0
Annotating the Focus of Negation in Japanese Text—0
Detecting Subevent Structure for Event Coreference Resolution—0
Comparing two acquisition systems for automatically building an English---Croatian parallel corpus from multilingual websites—0
Predicate Matrix: extending SemLink through WordNet mappings—0
The Multilingual Paraphrase Database—0
The Meta-knowledge of Causality in Biomedical Scientific Discourse—0
A hierarchical taxonomy for classifying hardness of inference tasks—0
Resource Creation and Evaluation for Multilingual Sentiment Analysis in Social Media Texts—0
A SICK cure for the evaluation of compositional distributional semantic models—0
Can Crowdsourcing be used for Effective Annotation of Arabic?—0
On Paraphrase Identification Corpora—0
DerivBase.hr: A High-Coverage Derivational Morphology Resource for Croatian—0
Aligning Predicate-Argument Structures for Paraphrase Fragment Extraction—0
Inducing Example-based Semantic Frames from a Massive Amount of Verb Uses—0
Resolving Coreferent and Associative Noun Phrases in Scientific Text—0
Using Minimal Recursion Semantics for Entailment Recognition—0
Tuning HeidelTime for identifying time expressions in clinical texts in English and French—0
Natural Language Reasoning Using Proof-Assistant Technology: Rich Typing and Beyond—0
Annotating by Proving using SemAnTE—0
Automatic Building and Using Parallel Resources for SMT from Comparable Corpora—0
Natural Language Inference for Arabic Using Extended Tree Edit Distance with Subtrees—0
First steps towards a Predicate Matrix—0
IndoWordnet Visualizer: A Graphical User Interface for Browsing and Exploring Wordnets of Indian Languages—0
Back to Basics for Monolingual Alignment: Exploiting Word Similarity and Contextual Evidence—0
Improved CCG Parsing with Semi-supervised Supertagging—0
Design and Realization of the EXCITEMENT Open Platform for Textual Entailment—0
Detecting Bipolar Semantic Relations among Natural Language Arguments with Textual Entailment: a Study.—0
From Textual Entailment to Knowledgeable Machines—0
Determining is-a relationships for Textual Entailment—0
Regular Patterns - Probably Approximately Correct Language Model—0
A Logic-based Approach for Recognizing Textual Entailment Supported by Ontological Background Knowledge—0
Automatic Knowledge Acquisition for Case Alternation between the Passive and Active Voices in Japanese—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