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SotA/Knowledge Base/Text Summarization

Text Summarization

198 benchmarks1340 papers

Text Summarization is a natural language processing (NLP) task that involves condensing a lengthy text document into a shorter, more compact version while still retaining the most important information and meaning. The goal is to produce a summary that accurately represents the content of the original text in a concise form.

There are different approaches to text summarization, including extractive methods that identify and extract important sentences or phrases from the text, and abstractive methods that generate new text based on the content of the original text.

Benchmarks

Text Summarization on CNN / Daily Mail

ROUGE-1ROUGE-2ROUGE-LPPL

Text Summarization on GigaWord

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on Arxiv HEP-TH citation graph

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on Pubmed

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on MTEB

Spearman Correlation

Text Summarization on X-Sum

ROUGE-2ROUGE-1ROUGE-3ROUGE-L

Text Summarization on CNN / Daily Mail (Anonymized)

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on DUC 2004 Task 1

ROUGE-2ROUGE-LROUGE-1

Text Summarization on HowSumm-Step

ROUGE-1

Text Summarization on SAMSum

ROUGE-LROUGE-1ROUGE-2BertScoreF1

Text Summarization on MENSA

BERTScore (F1)ROUGE-1ROUGE-2ROUGE-L

Text Summarization on HowSumm-Method

ROUGE-1

Text Summarization on Abstractive Text Summarization from Il Post

ROUGE-1ROUGE-2ROUGE-LBERTScore

Text Summarization on vietnews

Rouge-1Rouge-2Rouge-L

Text Summarization on Abstractive Text Summarization from Fanpage

ROUGE-1ROUGE-2ROUGE-LBERTScore# Parameters

Text Summarization on BookSum

BERTScore (F1)ROUGE (geometric mean of 1/2/L)ROUGE-2ROUGE-LROUGEROUGE-1

Text Summarization on Google Dataset

F1CR

Text Summarization on Multi-News

ROUGE-1ROUGE-2ROUGE-SU4ROUGE-L

Text Summarization on EDUsum

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on MovieSum

BERTScore (F1)ROUGE-1ROUGE-2ROUGE-L

Text Summarization on Reddit TIFU

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on SummScreen

BERTScore (F1)ROUGE-1ROUGE-2ROUGE-L

Text Summarization on Amazon

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on CNN/Daily Mail

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on DialogSum

Rouge1Rouge2RougeLBertScore

Text Summarization on Klexikon

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on MLSum-it

rouge1

Text Summarization on WITS

ROUGE-1ROUGE-2ROUGE-LBERTScore

Text Summarization on WikiHow

ROUGE-1ROUGE-2ROUGE-LContent F1

Text Summarization on Yelp

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on arXiv Summarization Dataset

ROUGE-1ROUGE-2ROUGE-LRouge-2

Text Summarization on DebateSum

ROUGE-L

Text Summarization on EmailSum (long)

BertSRLsumROUGE-1ROUGE-2ROUGE-L

Text Summarization on EmailSum (short)

BertSRLsumROUGE-1ROUGE-2ROUGE-L

Text Summarization on GigaWord-10k

ROUGE-LROUGE-1ROUGE-2

Text Summarization on AESLC

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on BBC XSum

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on BigPatent

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on CL-SciSumm

ROUGE-2

Text Summarization on Debatepedia

ROUGE-1

Text Summarization on GovReport

ROUGE-1Avg. Test Rouge1Avg. Test Rouge2Avg. Test RougeLsumROUGE-2ROUGE-L

Text Summarization on How2

Content F1ROUGE-LROUGE-1

Text Summarization on MeetingBank

ROUGE-LRouge-1ROUGE-2

Text Summarization on OrangeSum

ROUGE-1

Text Summarization on ACI-Bench

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on AMI

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on AggreFact

Balanced Accuracy

Text Summarization on BillSum

rouge1

Text Summarization on CORD-19

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on DUC 2004

ROUGE-1Test ROGUE-1Test ROGUE-2

Text Summarization on EurekaAlert

Avg. Test Rouge1

Text Summarization on Gazeta

ROUGE-1ROUGE-2ROUGE-LBLEUMeteor

Text Summarization on How2 300h

ROUGE-L

Text Summarization on Inshorts News

ROUGE

Text Summarization on LCSTS

ROUGE-1

Text Summarization on MLSUM de

METEOR

Text Summarization on MLSUM es

METEOR

Text Summarization on MS^2

BertScoreF1

Text Summarization on MTS

ROUGE-1

Text Summarization on MeQSum

RougeL

Text Summarization on MediaSum

ROUGE-1

Text Summarization on MentSum

Rouge-1Rouge-2Rouge-L

Text Summarization on PLOS

Test ROGUE-1ROUGE-1ROUGE-2ROUGE-L

Text Summarization on QMSum

ROUGE-1

Text Summarization on RASG

ROUGE-1

Text Summarization on S2ORC

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on SPACE (Opinion Summarization)

ROUGE-2ROUGE-L

Text Summarization on WCEP

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on Webis-Snippet-20 Corpus

Rouge-1Rouge-2Rouge-L

Text Summarization on WikiLingua (tr->en)

Rouge-L

Text Summarization on XSum

ROUGE-1

Text Summarization on arXiv

ROUGE-1ROUGE-2ROUGE-L

Text Summarization on eLife

Test ROGUE-1ROUGE-1ROUGE-2ROUGE-L

Text Summarization on review

1-of-100 Accuracy