About

Natural language inference 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.

Benchmarks

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Latest papers with code

Cross-Lingual Word Embedding Refinement by $\ell_{1}$ Norm Optimisation

11 Apr 2021Pzoom522/L1-Refinement

It is therefore recommended that this strategy be adopted as a standard for CLWE methods.

CROSS-LINGUAL TRANSFER NATURAL LANGUAGE INFERENCE WORD EMBEDDINGS

3
11 Apr 2021

Unsupervised Learning of Explainable Parse Trees for Improved Generalisation

11 Apr 2021atul04/Explainable-Latent-Structures-Using-Attention

In this work, we propose an attention mechanism over Tree-LSTMs to learn more meaningful and explainable parse tree structures.

NATURAL LANGUAGE INFERENCE SENTIMENT ANALYSIS

1
11 Apr 2021

NLI Data Sanity Check: Assessing the Effect of Data Corruption on Model Performance

10 Apr 2021Helsinki-NLP/nli-data-sanity-check

We propose a new diagnostics test suite which allows to assess whether a dataset constitutes a good testbed for evaluating the models' meaning understanding capabilities.

NATURAL LANGUAGE INFERENCE

0
10 Apr 2021

Incorporating External Knowledge to Enhance Tabular Reasoning

9 Apr 2021utahnlp/knowledge_infotabs

Reasoning about tabular information presents unique challenges to modern NLP approaches which largely rely on pre-trained contextualized embeddings of text.

NATURAL LANGUAGE INFERENCE

3
09 Apr 2021

Explaining Neural Network Predictions on Sentence Pairs via Learning Word-Group Masks

9 Apr 2021UVa-NLP/GMASK

Most existing methods generate post-hoc explanations for neural network models by identifying individual feature attributions or detecting interactions between adjacent features.

NATURAL LANGUAGE INFERENCE PARAPHRASE IDENTIFICATION

0
09 Apr 2021

TextFlint: Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing

21 Mar 2021textflint/textflint

To guarantee user acceptability, all the text transformations are linguistically based, and we provide a human evaluation for each one.

ADVERSARIAL ATTACK NAMED ENTITY RECOGNITION NATURAL LANGUAGE INFERENCE SENTIMENT ANALYSIS

408
21 Mar 2021

Get Your Vitamin C! Robust Fact Verification with Contrastive Evidence

15 Mar 2021TalSchuster/VitaminC

Typical fact verification models use retrieved written evidence to verify claims.

FACT VERIFICATION NATURAL LANGUAGE INFERENCE TEXT GENERATION

16
15 Mar 2021

PADA: A Prompt-based Autoregressive Approach for Adaptation to Unseen Domains

24 Feb 2021eyalbd2/PADA

In our setup an algorithm is trained on several source domains, and then applied to examples from an unseen domain that is unknown at training time.

DOMAIN ADAPTATION NATURAL LANGUAGE INFERENCE RUMOUR DETECTION

4
24 Feb 2021

Language Models for Lexical Inference in Context

10 Feb 2021mnschmit/lm-lexical-inference

Lexical inference in context (LIiC) is the task of recognizing textual entailment between two very similar sentences, i. e., sentences that only differ in one expression.

NATURAL LANGUAGE INFERENCE

2
10 Feb 2021