Text Summarization on CNN / Daily Mail (Anonymized)

Metric: ROUGE-1 (higher is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Sort:

#	Model↕	ROUGE-1▼	Extra Data	Paper	Date↕	Code
1	HSSAS	42.3	No	A Hierarchical Structured Self-Attentive Model f...	2018-05-20	-
2	SWAP-NET	41.6	No	-	-	Code
3	RNES w/o coherence	41.25	No	Learning to Extract Coherent Summary via Deep Re...	2018-04-19	-
4	ML+RL ROUGE+Novel, with LM	40.02	No	Improving Abstraction in Text Summarization	2018-08-23	-
5	GAN	39.92	No	Generative Adversarial Network for Abstractive T...	2017-11-26	Code
6	ML+RL, with intra-attention	39.87	No	A Deep Reinforced Model for Abstractive Summariz...	2017-05-11	Code
7	rnn-ext + abs + RL + rerank	39.66	No	Fast Abstractive Summarization with Reinforce-Se...	2018-05-28	Code
8	SummaRuNNer	39.6	No	SummaRuNNer: A Recurrent Neural Network based Se...	2016-11-14	Code
9	Lead-3 baseline	39.2	No	SummaRuNNer: A Recurrent Neural Network based Se...	2016-11-14	Code
10	KIGN+Prediction-guide	38.95	No	-	-	-
11	Fastformer	38.54	No	Fastformer: Additive Attention Can Be All You Need	2021-08-20	Code
12	Tan et al.	38.1	No	-	-	-
13	words-lvt2k-temp-att	35.46	No	Abstractive Text Summarization Using Sequence-to...	2016-02-19	Code

#1HSSASSOTA
42.3
ROUGE-1· 2018-05-20
A Hierarchical Structured Self-Attentive Model for Extractive Document Summarization (HSSAS)
#2SWAP-NET
41.6
ROUGE-1
No paperCode
#3RNES w/o coherenceSOTA
41.25
ROUGE-1· 2018-04-19
Learning to Extract Coherent Summary via Deep Reinforcement Learning
#4ML+RL ROUGE+Novel, with LM
40.02
ROUGE-1· 2018-08-23
Improving Abstraction in Text Summarization
#5GANSOTA
39.92
ROUGE-1· 2017-11-26
Generative Adversarial Network for Abstractive Text Summarization Code
#6ML+RL, with intra-attentionSOTA
39.87
ROUGE-1· 2017-05-11
A Deep Reinforced Model for Abstractive Summarization Code
#7rnn-ext + abs + RL + rerank
39.66
ROUGE-1· 2018-05-28
Fast Abstractive Summarization with Reinforce-Selected Sentence Rewriting Code
#8SummaRuNNerSOTA
39.6
ROUGE-1· 2016-11-14
SummaRuNNer: A Recurrent Neural Network based Sequence Model for Extractive Summarization of Documents Code
#9Lead-3 baseline
39.2
ROUGE-1· 2016-11-14
SummaRuNNer: A Recurrent Neural Network based Sequence Model for Extractive Summarization of Documents Code
#10KIGN+Prediction-guide
38.95
ROUGE-1
No paper
#11Fastformer
38.54
ROUGE-1· 2021-08-20
Fastformer: Additive Attention Can Be All You Need Code
#12Tan et al.
38.1
ROUGE-1
No paper
#13words-lvt2k-temp-attSOTA
35.46
ROUGE-1· 2016-02-19
Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond Code