Difference between revisions of "Learning to Split and Rephrase from Wikipedia Edit History"
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== Overview == | == Overview == | ||
Split and rephrase is the task of breaking down a sentence into shorter ones that together convey the same meaning. Authors extract a rich new dataset for this task by mining [[Wikipedia]]'s edit history: WikiSplit contains one million naturally occurring sentence rewrites, providing sixty times more distinct split examples and a ninety times larger vocabulary than the WebSplit corpus introduced by Narayan et al. (2017) as a benchmark for this task. Incorporating WikiSplit as training data produces a model with qualitatively better predictions that score 32 BLEU points above the prior best result on the WebSplit benchmark. | Split and rephrase is the task of breaking down a sentence into shorter ones that together convey the same meaning. Authors extract a rich new dataset for this task by mining [[Wikipedia]]'s edit history: WikiSplit contains one million naturally occurring sentence rewrites, providing sixty times more distinct split examples and a ninety times larger vocabulary than the WebSplit corpus introduced by Narayan et al. (2017) as a benchmark for this task. Incorporating WikiSplit as training data produces a model with qualitatively better predictions that score 32 BLEU points above the prior best result on the WebSplit benchmark. | ||
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| + | == Embed == | ||
| + | === Wikipedia Quality === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Botha, Jan A.; Faruqui, Manaal; Alex, John; Baldridge, Jason; Das, Dipanjan. (2018). "[[Learning to Split and Rephrase from Wikipedia Edit History]]". | ||
| + | </nowiki> | ||
| + | </code> | ||
| + | |||
| + | === English Wikipedia === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | {{cite journal |last1=Botha |first1=Jan A. |last2=Faruqui |first2=Manaal |last3=Alex |first3=John |last4=Baldridge |first4=Jason |last5=Das |first5=Dipanjan |title=Learning to Split and Rephrase from Wikipedia Edit History |date=2018 |url=https://wikipediaquality.com/wiki/Learning_to_Split_and_Rephrase_from_Wikipedia_Edit_History}} | ||
| + | </nowiki> | ||
| + | </code> | ||
| + | |||
| + | === HTML === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Botha, Jan A.; Faruqui, Manaal; Alex, John; Baldridge, Jason; Das, Dipanjan. (2018). &quot;<a href="https://wikipediaquality.com/wiki/Learning_to_Split_and_Rephrase_from_Wikipedia_Edit_History">Learning to Split and Rephrase from Wikipedia Edit History</a>&quot;. | ||
| + | </nowiki> | ||
| + | </code> | ||
Revision as of 11:05, 15 December 2019
Authors | Jan A. Botha Manaal Faruqui John Alex Jason Baldridge Dipanjan Das |
|---|---|
Publication date | 2018 |
Links | Original Preprint |
Learning to Split and Rephrase from Wikipedia Edit History - scientific work related to Wikipedia quality published in 2018, written by Jan A. Botha, Manaal Faruqui, John Alex, Jason Baldridge and Dipanjan Das.
Overview
Split and rephrase is the task of breaking down a sentence into shorter ones that together convey the same meaning. Authors extract a rich new dataset for this task by mining Wikipedia's edit history: WikiSplit contains one million naturally occurring sentence rewrites, providing sixty times more distinct split examples and a ninety times larger vocabulary than the WebSplit corpus introduced by Narayan et al. (2017) as a benchmark for this task. Incorporating WikiSplit as training data produces a model with qualitatively better predictions that score 32 BLEU points above the prior best result on the WebSplit benchmark.
Embed
Wikipedia Quality
Botha, Jan A.; Faruqui, Manaal; Alex, John; Baldridge, Jason; Das, Dipanjan. (2018). "[[Learning to Split and Rephrase from Wikipedia Edit History]]".
English Wikipedia
{{cite journal |last1=Botha |first1=Jan A. |last2=Faruqui |first2=Manaal |last3=Alex |first3=John |last4=Baldridge |first4=Jason |last5=Das |first5=Dipanjan |title=Learning to Split and Rephrase from Wikipedia Edit History |date=2018 |url=https://wikipediaquality.com/wiki/Learning_to_Split_and_Rephrase_from_Wikipedia_Edit_History}}
HTML
Botha, Jan A.; Faruqui, Manaal; Alex, John; Baldridge, Jason; Das, Dipanjan. (2018). "<a href="https://wikipediaquality.com/wiki/Learning_to_Split_and_Rephrase_from_Wikipedia_Edit_History">Learning to Split and Rephrase from Wikipedia Edit History</a>".
