About

Sentence ordering task deals with finding the correct order of sentences given a randomly ordered paragraph.

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Greatest papers with code

Topological Sort for Sentence Ordering

ACL 2020 shrimai/Topological-Sort-for-Sentence-Ordering

Sentence ordering is the task of arranging the sentences of a given text in the correct order.

SENTENCE ORDERING

Text Coherence Analysis Based on Deep Neural Network

21 Oct 2017geekSiddharth/DeepCoherence

In this paper, we propose a novel deep coherence model (DCM) using a convolutional neural network architecture to capture the text coherence.

SENTENCE ORDERING

Graph-based Neural Sentence Ordering

16 Dec 2019DeepLearnXMU/NSEG

Sentence ordering is to restore the original paragraph from a set of sentences.

SENTENCE ORDERING

Partially Shuffling the Training Data to Improve Language Models

arXiv 2019 ofirpress/PartialShuffle

Although SGD requires shuffling the training data between epochs, currently none of the word-level language modeling systems do this.

LANGUAGE MODELLING SENTENCE ORDERING

On Losses for Modern Language Models

EMNLP 2020 StephAO/olfmlm

BERT set many state-of-the-art results over varied NLU benchmarks by pre-training over two tasks: masked language modelling (MLM) and next sentence prediction (NSP), the latter of which has been highly criticized.

LANGUAGE MODELLING SENTENCE ORDERING

Neural Sentence Ordering Based on Constraint Graphs

27 Jan 2021DaoD/ConstraintGraph4NSO

Our experiments on five benchmark datasets show that our method outperforms all the existing baselines significantly, achieving a new state-of-the-art performance.

SENTENCE ORDERING