Browse > Natural Language Processing > Natural Language Inference

Natural Language Inference

133 papers with code · Natural Language Processing

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.

State-of-the-art leaderboards

Latest papers with code

Simple and Effective Text Matching with Richer Alignment Features

ACL 2019 hitvoice/RE2

In this paper, we present a fast and strong neural approach for general purpose text matching applications.

ANSWER SELECTION NATURAL LANGUAGE INFERENCE PARAPHRASE IDENTIFICATION TEXT MATCHING

53
01 Aug 2019

ERNIE 2.0: A Continual Pre-training Framework for Language Understanding

29 Jul 2019PaddlePaddle/ERNIE

Recently, pre-trained models have achieved state-of-the-art results in various language understanding tasks, which indicates that pre-training on large-scale corpora may play a crucial role in natural language processing.

LINGUISTIC ACCEPTABILITY MULTI-TASK LEARNING NATURAL LANGUAGE INFERENCE QUESTION ANSWERING SEMANTIC TEXTUAL SIMILARITY SENTIMENT ANALYSIS

2,216
29 Jul 2019

Discourse Marker Augmented Network with Reinforcement Learning for Natural Language Inference

ACL 2018 ZJULearning/DMP

We observe that people usually use some discourse markers such as "so" or "but" to represent the logical relationship between two sentences.

NATURAL LANGUAGE INFERENCE

10
23 Jul 2019

Discourse-Based Evaluation of Language Understanding

19 Jul 2019synapse-developpement/DiscEval

We introduce DiscEval, a compilation of $11$ evaluation datasets with a focus on discourse, that can be used for evaluation of English Natural Language Understanding when considering meaning as use.

MULTI-TASK LEARNING NATURAL LANGUAGE INFERENCE

7
19 Jul 2019

Fake News Detection as Natural Language Inference

17 Jul 2019zake7749/WSDM-Cup-2019

The remainder of test cases are classified by our ensemble.

FAKE NEWS DETECTION NATURAL LANGUAGE INFERENCE

26
17 Jul 2019

Simple and Effective Text Matching with Richer Alignment Features

ACL 2019 hitvoice/RE2

In this paper, we present a fast and strong neural approach for general purpose text matching applications.

ANSWER SELECTION NATURAL LANGUAGE INFERENCE PARAPHRASE IDENTIFICATION TEXT MATCHING

53
01 Jul 2019

XLNet: Generalized Autoregressive Pretraining for Language Understanding

19 Jun 2019huggingface/pytorch-pretrained-BERT

With the capability of modeling bidirectional contexts, denoising autoencoding based pretraining like BERT achieves better performance than pretraining approaches based on autoregressive language modeling.

DOCUMENT RANKING LANGUAGE MODELLING NATURAL LANGUAGE INFERENCE QUESTION ANSWERING READING COMPREHENSION SEMANTIC TEXTUAL SIMILARITY SENTIMENT ANALYSIS TEXT CLASSIFICATION

11,146
19 Jun 2019