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Automatic Post-Editing datasets

archive 2025-07-28

10 datasets carry the task tag "Automatic Post-Editing" (the task itself: Automatic Post-Editing), ordered by the archive's paper count. Page 1 of 1: 10 shown of 10. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

All 12,172 Question Answering 413Semantic Segmentation 347Object Detection 332Image Classification 283Classification 222Text Classification 167Language Modelling 166Text Generation 162Visual Question Answering (VQA) 144Named Entity Recognition (NER) 130Pose Estimation 124Anomaly Detection 119Action Recognition 115Instance Segmentation 111Sentiment Analysis 104Text Summarization 98Domain Adaptation 96Speech Recognition 96Reading Comprehension 95Information Retrieval 932D Object Detection 92Image Retrieval 87Machine Translation 82Relation Extraction 822D Semantic Segmentation 81Natural Language Inference 81Image Captioning 79Image Generation 79Depth Estimation 77Node Classification 75Natural Language Understanding 72Autonomous Driving 70Code Generation 70Object Tracking 693D Object Detection 67Face Recognition 67Link Prediction 67Person Re-Identification 65Data Augmentation 63Multi-Task Learning 593D Reconstruction 58Common Sense Reasoning 56Recommendation Systems 56Video Understanding 56Optical Character Recognition (OCR) 55Graph Classification 54Abstractive Text Summarization 52Emotion Recognition 52Medical Image Segmentation 52Word Embeddings 52Automatic Post-Editing 10

Automatic Post-Editing datasets 1–10 of 10

eSCAPE
Consists of millions of entries in which the MT element of the training triplets has been obtained by translating the source side of publicly-available parallel corpora, and using the target side as an artificial human post-edit.
Machine TranslationAutomatic Post-Editing
28 papers · 0 benchmarks
WMT 2016 News (WMT 2016 News Translation Task)
News translation is a recurring WMT task.
TextsParallelMachine TranslationUnsupervised Machine TranslationWord AlignmentAutomatic Post-Editing
24 papers · 0 benchmarks
MLQE-PE (Multilingual Quality Estimation and Automatic Post-editing Dataset)
The Multilingual Quality Estimation and Automatic Post-editing (MLQE-PE) Dataset is a dataset for Machine Translation (MT) Quality Estimation (QE) and Automatic Post-Editing (APE).
TextsMachine TranslationAutomatic Post-Editing
20 papers · 0 benchmarks
WMT 2018 News (WMT 2018 News Translation Task)
News translation is a recurring WMT task.
TextsMachine TranslationLanguage ModellingAutomatic Post-Editing
8 papers · 0 benchmarks
DivEMT (Post-Editing Effort Across Typologically-diverse Languages)
DivEMT, the first publicly available post-editing study of Neural Machine Translation (NMT) over a typologically diverse set of target languages.
TextsTrackingMachine TranslationAutomatic Post-Editing
3 papers · 0 benchmarks
APE (Automatic Post-Editing)
APE is useful to evaluate Machine Translation automatic post-editing (APE), which is the task of improving the output of a blackbox MT system by automatically fixing its mistakes.
TextsMachine TranslationAutomatic Post-Editing
2 papers · 0 benchmarks
SubEdits
SubEdits is a human-annnoated post-editing dataset of neural machine translation outputs, compiled from in-house NMT outputs and human post-edits of subtitles form Rakuten Viki.
TextsMachine TranslationAutomatic Post-Editing
2 papers · 0 benchmarks
WMT 2015 News (WMT 2015 News Translation Task)
News translation is a recurring WMT task.
TextsParallelMachine TranslationAutomatic Post-Editing
1 paper · 0 benchmarks
WMT 2016 Biomedical (WMT 2016 Biomedical Translation Task)
The Biomedical Translation Shared Task was first introduced at the First Conference of Machine Translation.
TextsMedicalMachine TranslationMultimodal Machine TranslationAutomatic Post-Editing
1 paper · 0 benchmarks
WMT 2016 IT (WMT 2016 IT Translation Task)
The IT Translation Task is a shared task introduced in the First Conference on Machine Translation.
TextsParallelMachine TranslationMultimodal Machine TranslationAutomatic Post-Editing
1 paper · 0 benchmarks

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.