ML Research Wiki / Benchmarks / Extractive Text Summarization / GovReport

GovReport

Extractive Text Summarization Benchmark

Performance Over Time

📊 Showing 2 results | 📏 Metric: Avg. Test Rouge1

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Model	Paper	Avg. Test Rouge1	Date	Actions
MemSum (extractive)	MemSum: Extractive Summarization of Long Document…	59.43	2021-07-19
HEPOS	Efficient Attention: Attention with Linear Comple…	56.86	2018-12-04

Rank	Model	Paper	Avg. Test Rouge1	Date	Code
1	MemSum (extractive)	MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes	59.43	2021-07-19	📦 nianlonggu/memsum
2	HEPOS	Efficient Attention: Attention with Linear Complexities	56.86	2018-12-04	📦 lucidrains/DALLE2-pytorch 📦 lucidrains/stylegan2-pytorch 📦 lucidrains/linear-attention-transformer

2021

MemSum (extractive)

nianlonggu/memsum

2018

HEPOS

lucidrains/DALLE2-pytorch lucidrains/stylegan2-pytorch