paper-with-me

Multi-Document Summarization 벤치마크

Multi-Document Summarization on Multi-News

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ROUGE-1

42.8 44.57 46.35 48.12 49.9 2018-08 2026-11 CopyTransformer — 43.57 (2018-08-31) PG-BRNN — 42.8 (2018-08-31) CopyTransformer — 43.57 (2018-08-31) PG-BRNN — 42.8 (2018-08-31) Hi-MAP — 43.47 (2019-06-04) Hi-MAP — 43.47 (2019-06-04) CTF+DPP — 45.84 (2021-07-13) CTF+DPP — 45.84 (2021-07-13) PRIMER — 49.9 (2021-10-16) PRIMER — 49.9 (2021-10-16) LongT5 — 48.17 (2021-12-15) LongT5 — 48.17 (2021-12-15) CopyTransformer — 43.57 (2018-08-31) CTF+DPP — 45.84 (2021-07-13) PRIMER — 49.9 (2021-10-16)
RankModel ROUGE-1ROUGE-2ROUGE-SU4ROUGE-L PaperCodeYear
1 PRIMER 49.921.1–25.9 PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document Summarization allenai/primer · allenai/open-mds · pwc-1/Paper-9 2021
2 LongT5 48.1719.4324.94– LongT5: Efficient Text-To-Text Transformer for Long Sequences google-research/longt5 · utsjiyaoli/qa-attack · pwc-1/Paper-9 · +1 2021
3 CTF+DPP 45.8415.9419.19– Multi-Document Summarization withDeterminantal Point Process Attention 2021
4 CopyTransformer 43.5714.0317.37– Bottom-Up Abstractive Summarization sebastianGehrmann/bottom-up-summary · W4ngatang/qags · j40903272/bottom-up-summary · +2 2018
5 Hi-MAP 43.4714.8917.41– Multi-News: a Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical Model Alex-Fabbri/Multi-News 2019
6 PG-BRNN 42.8014.1916.75– Bottom-Up Abstractive Summarization sebastianGehrmann/bottom-up-summary · W4ngatang/qags · j40903272/bottom-up-summary · +2 2018
7 PRIMER 49.921.1–25.9 PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document Summarization allenai/primer · allenai/open-mds · pwc-1/Paper-9 2021
8 LongT5 48.1719.4324.94– LongT5: Efficient Text-To-Text Transformer for Long Sequences google-research/longt5 · utsjiyaoli/qa-attack · pwc-1/Paper-9 · +1 2021
9 CTF+DPP 45.8415.9419.19– Multi-Document Summarization withDeterminantal Point Process Attention 2021
10 CopyTransformer 43.5714.0317.37– Bottom-Up Abstractive Summarization sebastianGehrmann/bottom-up-summary · W4ngatang/qags · j40903272/bottom-up-summary · +2 2018
11 Hi-MAP 43.4714.8917.41– Multi-News: a Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical Model Alex-Fabbri/Multi-News 2019
12 PG-BRNN 42.8014.1916.75– Bottom-Up Abstractive Summarization sebastianGehrmann/bottom-up-summary · W4ngatang/qags · j40903272/bottom-up-summary · +2 2018
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