Sentence Ordering

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

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 50 papers

Title	Date	Tasks	Status	Hype	Score
Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path Prediction	Oct 17, 2023	Entity LinkingKey Information Extraction	CodeCode Available	1	5
Is Everything in Order? A Simple Way to Order Sentences	Apr 14, 2021	Conditional Text GenerationSentence	CodeCode Available	1	5
Sentence Ordering and Coherence Modeling using Recurrent Neural Networks	Nov 8, 2016	ArticlesSentence	CodeCode Available	1	5
Are Large Language Models Temporally Grounded?	Nov 14, 2023	Common Sense ReasoningIn-Context Learning	CodeCode Available	1	5
Improving Graph-based Sentence Ordering with Iteratively Predicted Pairwise Orderings	Oct 13, 2021	SentenceSentence Ordering	CodeCode Available	1	5
STaCK: Sentence Ordering with Temporal Commonsense Knowledge	Sep 6, 2021	Edge ClassificationSentence	CodeCode Available	1	5
On Losses for Modern Language Models	Oct 4, 2020	Language ModellingPrediction	CodeCode Available	1	5
Neural Sentence Ordering Based on Constraint Graphs	Jan 27, 2021	SentenceSentence Ordering	CodeCode Available	1	5
Topological Sort for Sentence Ordering	May 1, 2020	SentenceSentence Ordering	CodeCode Available	1	5
Positional Diffusion: Ordering Unordered Sets with Diffusion Probabilistic Models	Mar 20, 2023	Graph Neural NetworkSentence	CodeCode Available	1	5
GECko+: a Grammatical and Discourse Error Correction Tool	Jun 1, 2021	SentenceSentence Ordering	CodeCode Available	1	5
A Neural Graph-based Local Coherence Model	Nov 1, 2021	Coherence Evaluationmodel	CodeCode Available	0	5
Non-Autoregressive Sentence Ordering	Oct 19, 2023	DecoderSentence	CodeCode Available	0	5
Formulating Neural Sentence Ordering as the Asymmetric Traveling Salesman Problem	Aug 1, 2021	Combinatorial OptimizationSentence	CodeCode Available	0	5
OrderSum: Semantic Sentence Ordering for Extractive Summarization	Feb 22, 2025	Extractive SummarizationSentence	CodeCode Available	0	5
Partially Shuffling the Training Data to Improve Language Models	Mar 11, 2019	Language ModelingLanguage Modelling	CodeCode Available	0	5
PhysNLU: A Language Resource for Evaluating Natural Language Understanding and Explanation Coherence in Physics	Jan 12, 2022	PositionSentence	CodeCode Available	0	5
Graph-based Neural Sentence Ordering	Dec 16, 2019	SentenceSentence Ordering	CodeCode Available	0	5
Text Coherence Analysis Based on Deep Neural Network	Oct 21, 2017	SentenceSentence Ordering	CodeCode Available	0	5
EconLogicQA: A Question-Answering Benchmark for Evaluating Large Language Models in Economic Sequential Reasoning	May 13, 2024	Articles	CodeCode Available	0	5
Burn After Reading: Do Multimodal Large Language Models Truly Capture Order of Events in Image Sequences?	Jun 12, 2025	SentenceSentence Ordering	CodeCode Available	0	5
Local and Global Context-Based Pairwise Models for Sentence Ordering	Oct 8, 2021	SentenceSentence Ordering	CodeCode Available	0	5
Pruned Graph Neural Network for Short Story Ordering	Mar 13, 2022	Graph Neural NetworkSentence	—Unverified	0	0
Sentence Ordering in Electronic Navigational Chart Companion Text Generation	Sep 1, 2015	Coreference ResolutionSentence	—Unverified	0	0
Set Interdependence Transformer: Set-to-Sequence Neural Networks for Permutation Learning and Structure Prediction	Jun 8, 2022	Combinatorial OptimizationRelational Reasoning	—Unverified	0	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GPT-4-Turbo	Accuracy	0.57	—	Unverified
2	GPT-4	Accuracy	0.55	—	Unverified
3	GPT-3.5-Turbo	Accuracy	0.38	—	Unverified
4	Llama-3-8B-Instruct	Accuracy	0.35	—	Unverified
5	Mistral-7B-Instruct-v0.2	Accuracy	0.32	—	Unverified
6	Mistral-7B-v0.2	Accuracy	0.26	—	Unverified
7	Mistral-7B-v0.1	Accuracy	0.26	—	Unverified
8	Llama-3-8B	Accuracy	0.24	—	Unverified
9	Zephyr-7B-Alpha	Accuracy	0.23	—	Unverified
10	Yi-6B-Chat	Accuracy	0.21	—	Unverified