SOTAVerified

Extreme Summarization

Papers

Showing 1–10 of 22 papers

TitleStatusHype
DiffSampling: Enhancing Diversity and Accuracy in Neural Text Generation—0
APEX^2: Adaptive and Extreme Summarization for Personalized Knowledge GraphsCode0
Explainable News Summarization -- Analysis and mitigation of Disagreement Problem—0
ROUGE-K: Do Your Summaries Have Keywords?Code0
Improving Primary Healthcare Workflow Using Extreme Summarization of Scientific Literature Based on Generative AI—0
Curriculum-Guided Abstractive Summarization—0
Curriculum-guided Abstractive Summarization for Mental Health Online Posts—0
WikiDes: A Wikipedia-Based Dataset for Generating Short Descriptions from ParagraphsCode1
X-SCITLDR: Cross-Lingual Extreme Summarization of Scholarly DocumentsCode1
CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited SupervisionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1EXT-ORACLEROUGE-144.17—Unverified
2BART-large (s=abs+title, t=TLDR)ROUGE-142.02—Unverified
3BART-large (s=abs+disci, t=TLDR)ROUGE-142.01—Unverified
4BART-large (s=abs, t= TLDR/Title/Disci)ROUGE-141.89—Unverified
5BART-large (s=abs, t=TLDR)ROUGE-141.86—Unverified
6BART-large (s=abs, t=TLDR/title)ROUGE-141.85—Unverified
7PEGASUS (s=abs, t=TLDR)ROUGE-141.56—Unverified
8EXT-HEURISTICROUGE-129.32—Unverified
9EXT-LEADROUGE-121.94—Unverified
#ModelMetricClaimedVerifiedStatus
1PEGASUSROUGE-223.2—Unverified
2PaLM (finetuning)-540BROUGE-221.2—Unverified
3T5-XXLROUGE-221—Unverified
4PaLM (finetuning)-62BROUGE-218.5—Unverified
5ByT5BLEU score15.3—Unverified
6mT5BLEU score14.3—Unverified
#ModelMetricClaimedVerifiedStatus
1ORACLE-EXTRG-1(%)30.26—Unverified
2BARTRG-1(%)23.59—Unverified
3BERTSUMABSRG-1(%)23.05—Unverified
4BERTSUMEXTRG-1(%)20.94—Unverified
#ModelMetricClaimedVerifiedStatus
1PEGASUSMETEOR0.22—Unverified