Abstractive Text Summarization on CNN / Daily Mail

Metric: ROUGE-2 (higher is better)

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#	Model↕	ROUGE-2▼	Extra Data	Paper	Date↕	Code
1	Pegasus	24.02	No	Calibrating Sequence likelihood Improves Conditi...	2022-09-30	-
2	BRIO	23.55	No	BRIO: Bringing Order to Abstractive Summarization	2022-03-31	Code
3	SEASON	22.64	No	Salience Allocation as Guidance for Abstractive ...	2022-10-22	Code
4	PEGASUS + SummaReranker	22.61	No	SummaReranker: A Multi-Task Mixture-of-Experts R...	2022-03-13	Code
5	BART + SimCLS	22.15	No	SimCLS: A Simple Framework for Contrastive Learn...	2021-06-03	Code
6	BART + R-Drop	21.58	No	R-Drop: Regularized Dropout for Neural Networks	2021-06-28	Code
7	Fourier Transformer	21.55	No	Fourier Transformer: Fast Long Range Modeling by...	2023-05-24	Code
8	CoCoNet + CoCoPretrain	21.55	Yes	-	-	Code
9	T5	21.55	No	Exploring the Limits of Transfer Learning with a...	2019-10-23	Code
10	BART+R3F	21.53	No	Better Fine-Tuning by Reducing Representational ...	2020-08-06	Code
11	PEGASUS	21.47	Yes	PEGASUS: Pre-training with Extracted Gap-sentenc...	2019-12-18	Code
12	CoCoNet	21.41	No	-	-	Code
13	GLM-XXLarge	21.4	Yes	GLM: General Language Model Pretraining with Aut...	2021-03-18	Code
14	LongT5	21.4	No	LongT5: Efficient Text-To-Text Transformer for L...	2021-12-15	Code
15	ERNIE-GENLARGE (large-scale text corpora)	21.35	Yes	ERNIE-GEN: An Enhanced Multi-Flow Pre-training a...	2020-01-26	Code
16	BART	21.28	No	BART: Denoising Sequence-to-Sequence Pre-trainin...	2019-10-29	Code
17	MUPPET BART Large	21.25	No	Muppet: Massive Multi-task Representations with ...	2021-01-26	Code
18	ProphetNet	21.17	Yes	ProphetNet: Predicting Future N-gram for Sequenc...	2020-01-13	Code
19	ERNIE-GENLARGE	21.17	No	ERNIE-GEN: An Enhanced Multi-Flow Pre-training a...	2020-01-26	Code
20	PALM	21.12	No	PALM: Pre-training an Autoencoding&Autoregressiv...	2020-04-14	Code
21	UniLM	20.43	Yes	Unified Language Model Pre-training for Natural ...	2019-05-08	Code
22	UniLMv2	20.42	Yes	UniLMv2: Pseudo-Masked Language Models for Unifi...	2020-02-28	Code
23	Scrambled code + broken	20.39	No	Universal Evasion Attacks on Summarization Scoring	2022-10-25	Code
24	ERNIE-GENBASE	19.92	Yes	ERNIE-GEN: An Enhanced Multi-Flow Pre-training a...	2020-01-26	Code
25	Scrambled code + broken (alter)	19.84	No	Universal Evasion Attacks on Summarization Scoring	2022-10-25	Code
26	SRformer-BART	19.8	No	Segmented Recurrent Transformer: An Efficient Se...	2023-05-24	Code
27	BertSumExtAbs	19.6	Yes	Text Summarization with Pretrained Encoders	2019-08-22	Code
28	Two-Stage + RL	19.49	No	Pretraining-Based Natural Language Generation fo...	2019-02-25	Code
29	DCA	19.47	Yes	Deep Communicating Agents for Abstractive Summar...	2018-03-27	-
30	BERT-ext + abs + RL + rerank	19.08	No	Summary Level Training of Sentence Rewriting for...	2019-09-19	-
31	EditNet	19.03	No	An Editorial Network for Enhanced Document Summa...	2019-02-27	-
32	Selector & Pointer-Generator	18.74	Yes	Mixture Content Selection for Diverse Sequence G...	2019-09-04	Code
33	rnn-ext + RL	18.72	No	Fast Abstractive Summarization with Reinforce-Se...	2018-05-28	Code
34	Bottom-Up Summarization	18.68	No	Bottom-Up Abstractive Summarization	2018-08-31	Code
35	Subformer-base	18.3	No	-	-	-
36	Mask Attention Network	18.29	No	Mask Attention Networks: Rethinking and Strength...	2021-03-25	Code
37	Li et al.	18.18	No	-	-	-
38	Li et al.	18.02	No	-	-	-
39	ROUGESal+Ent RL	18	No	Multi-Reward Reinforced Summarization with Salie...	2018-04-17	-
40	end2end w/ inconsistency loss	17.97	No	A Unified Model for Extractive and Abstractive S...	2018-05-16	Code
41	RL + pg + cbdec	17.87	No	Closed-Book Training to Improve Summarization En...	2018-09-12	-
42	rnn-ext + abs + RL + rerank	17.8	No	Fast Abstractive Summarization with Reinforce-Se...	2018-05-28	Code
43	Pointer + Coverage + EntailmentGen + QuestionGen	17.64	No	Soft Layer-Specific Multi-Task Summarization wit...	2018-05-28	-
44	LEAD-3	17.62	No	Abstractive Text Summarization Using Sequence-to...	2016-02-19	Code
45	ML+RL ROUGE+Novel, with LM	17.38	No	Improving Abstraction in Text Summarization	2018-08-23	-
46	PTGEN + Coverage	17.28	No	Get To The Point: Summarization with Pointer-Gen...	2017-04-14	Code
47	PTGEN + Coverage	17.28	No	Get To The Point: Summarization with Pointer-Gen...	2017-04-14	Code
48	Pointer-Generator + Coverage	17.28	No	Get To The Point: Summarization with Pointer-Gen...	2017-04-14	Code
49	Dynamic Conv	16.25	No	Pay Less Attention with Lightweight and Dynamic ...	2019-01-29	Code
50	Transformer	16.06	No	Attention Is All You Need	2017-06-12	Code