ML Research Wiki / Benchmarks / Extreme Summarization / CiteSum

CiteSum

Extreme Summarization Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: ROUGE-1

Top Performing Models

Rank Model Paper ROUGE-1 Date Code
1 EXT-ORACLE CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervision 38.32 2022-05-12 📦 morningmoni/citesum
2 BART-large (s=abs+title, t=TLDR) CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervision 33.78 2022-05-12 📦 morningmoni/citesum
3 BART-large (s=abs, t= TLDR/Title/Disci) CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervision 33.73 2022-05-12 📦 morningmoni/citesum
4 BART-large (s=abs+disci, t=TLDR) CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervision 33.72 2022-05-12 📦 morningmoni/citesum
5 BART-large (s=abs, t=TLDR) CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervision 33.72 2022-05-12 📦 morningmoni/citesum
6 PEGASUS (s=abs, t=TLDR) CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervision 33.45 2022-05-12 📦 morningmoni/citesum
7 BART-large (s=abs, t=TLDR/title) CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervision 33.42 2022-05-12 📦 morningmoni/citesum
8 EXT-HEURISTIC CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervision 23.99 2022-05-12 📦 morningmoni/citesum
9 EXT-LEAD CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervision 17.36 2022-05-12 📦 morningmoni/citesum

All Papers (9)

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