Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/ML + RL (Paulus et al., 2017)

ML + RL (Paulus et al., 2017)

Reported on 6 benchmarks across 2 tasks · 1 paper · 2 SOTA

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

Knowledge Base3 results

Text SummarizationonCNN / Daily Mail
ROUGE-L· 2017-05-11
36.9
best: 45.35 (Scrambled code + broken (alter))
SOTA
A Deep Reinforced Model for Abstractive Summarization arXiv:1705.04304
Text SummarizationonCNN / Daily Mail
ROUGE-1· 2017-05-11
39.87
best: 48.18 (Scrambled code + broken (alter))
A Deep Reinforced Model for Abstractive Summarization arXiv:1705.04304
Text SummarizationonCNN / Daily Mail
ROUGE-2· 2017-05-11
15.82
best: 24.02 (Pegasus)
A Deep Reinforced Model for Abstractive Summarization arXiv:1705.04304

Natural Language Processing3 results

Document SummarizationonCNN / Daily Mail
ROUGE-L· 2017-05-11
36.9
best: 45.35 (Scrambled code + broken (alter))
SOTA
A Deep Reinforced Model for Abstractive Summarization arXiv:1705.04304
Document SummarizationonCNN / Daily Mail
ROUGE-1· 2017-05-11
39.87
best: 48.18 (Scrambled code + broken (alter))
A Deep Reinforced Model for Abstractive Summarization arXiv:1705.04304
Document SummarizationonCNN / Daily Mail
ROUGE-2· 2017-05-11
15.82
best: 22.55 (PEGASUS + SummaReranker)
A Deep Reinforced Model for Abstractive Summarization arXiv:1705.04304