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Models/MemSum (extractive)

MemSum (extractive)

Reported on 12 benchmarks across 2 tasks · 1 paper · 12 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Knowledge Base9 results

Text SummarizationonArxiv HEP-TH citation graph
ROUGE-1· 2021-07-19
48.42
best: 50.95 (Top Down Transformer (AdaPool) (464M))
SOTA
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes arXiv:2107.08929
Text SummarizationonArxiv HEP-TH citation graph
ROUGE-2· 2021-07-19
20.3
best: 21.93 (Top Down Transformer (AdaPool) (464M))
SOTA
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes arXiv:2107.08929
Text SummarizationonArxiv HEP-TH citation graph
ROUGE-L· 2021-07-19
42.54
best: 45.61 (Top Down Transformer (AdaPool) (464M))
SOTA
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes arXiv:2107.08929
Text SummarizationonPubmed
ROUGE-1· 2021-07-19
49.25
best: 51.05 (Top Down Transformer (AdaPool) (464M))
SOTA
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes arXiv:2107.08929
Text SummarizationonPubmed
ROUGE-2· 2021-07-19
22.94
best: 24.76 (LongT5)
SOTA
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes arXiv:2107.08929
Text SummarizationonPubmed
ROUGE-L· 2021-07-19
44.42
best: 46.67 (LongT5)
SOTA
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes arXiv:2107.08929
Text SummarizationonGovReport
Avg. Test Rouge1· 2021-07-19
59.43
SOTA
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes arXiv:2107.08929
Text SummarizationonGovReport
Avg. Test Rouge2· 2021-07-19
28.6
SOTA
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes arXiv:2107.08929
Text SummarizationonGovReport
Avg. Test RougeLsum· 2021-07-19
56.69
SOTA
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes arXiv:2107.08929

Natural Language Processing3 results

Extractive Text SummarizationonGovReport
Avg. Test Rouge1· 2021-07-19
59.43
SOTA
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes arXiv:2107.08929
Extractive Text SummarizationonGovReport
Avg. Test Rouge2· 2021-07-19
28.6
SOTA
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes arXiv:2107.08929
Extractive Text SummarizationonGovReport
Avg. Test RougeLsum· 2021-07-19
56.69
SOTA
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes arXiv:2107.08929