Text Summarization on CNN / Daily Mail

Metric: ROUGE-1 (higher is better)

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#	Model↕	ROUGE-1▼	Extra Data	Paper	Date↕	Code
1	Scrambled code + broken (alter)	48.18	No	Universal Evasion Attacks on Summarization Scoring	2022-10-25	Code
2	Scrambled code + broken (alter)	48.18	No	Universal Evasion Attacks on Summarization Scoring	2022-10-25	Code
3	BRIO	47.78	No	BRIO: Bringing Order to Abstractive Summarization	2022-03-31	Code
4	Pegasus	47.36	No	Calibrating Sequence likelihood Improves Conditi...	2022-09-30	-
5	PEGASUS + SummaReranker	47.16	No	SummaReranker: A Multi-Task Mixture-of-Experts R...	2022-03-13	Code
6	PEGASUS + SummaReranker	47.16	No	SummaReranker: A Multi-Task Mixture-of-Experts R...	2022-03-13	Code
7	Scrambled code + broken	46.71	No	Universal Evasion Attacks on Summarization Scoring	2022-10-25	Code
8	BART + SimCLS	46.67	No	SimCLS: A Simple Framework for Contrastive Learn...	2021-06-03	Code
9	SEASON	46.27	No	Salience Allocation as Guidance for Abstractive ...	2022-10-22	Code
10	Fourier Transformer	44.76	No	Fourier Transformer: Fast Long Range Modeling by...	2023-05-24	Code
11	Fourier Transformer	44.76	No	Fourier Transformer: Fast Long Range Modeling by...	2023-05-24	Code
12	GLM-XXLarge	44.7	Yes	GLM: General Language Model Pretraining with Aut...	2021-03-18	Code
13	GLM-XXLarge	44.7	No	GLM: General Language Model Pretraining with Aut...	2021-03-18	Code
14	HAHSum	44.68	No	-	-	-
15	BART + R-Drop	44.51	No	R-Drop: Regularized Dropout for Neural Networks	2021-06-28	Code
16	Scaled-MatchSum	44.51	No	-	-	-
17	CoCoNet + CoCoPretrain	44.5	Yes	-	-	Code
18	HAT-BART	44.48	No	Hierarchical Learning for Generation with Long S...	2021-04-15	-
19	MUPPET BART Large	44.45	No	Muppet: Massive Multi-task Representations with ...	2021-01-26	Code
20	MatchSum (RoBERTa-base)	44.41	No	Extractive Summarization as Text Matching	2020-04-19	Code
21	MatchSum	44.41	No	Extractive Summarization as Text Matching	2020-04-19	Code
22	CoCoNet	44.39	No	-	-	Code
23	BART+R3F	44.38	No	Better Fine-Tuning by Reducing Representational ...	2020-08-06	Code
24	Hie-BART	44.35	No	-	-	-
25	ERNIE-GENLARGE (large-scale text corpora)	44.31	Yes	ERNIE-GEN: An Enhanced Multi-Flow Pre-training a...	2020-01-26	Code
26	PALM	44.3	No	PALM: Pre-training an Autoencoding&Autoregressiv...	2020-04-14	Code
27	MatchSum (BERT-base)	44.22	No	Extractive Summarization as Text Matching	2020-04-19	Code
28	ProphetNet	44.2	Yes	ProphetNet: Predicting Future N-gram for Sequenc...	2020-01-13	Code
29	PEGASUS	44.17	Yes	PEGASUS: Pre-training with Extracted Gap-sentenc...	2019-12-18	Code
30	BART	44.16	No	BART: Denoising Sequence-to-Sequence Pre-trainin...	2019-10-29	Code
31	A2Summ	44.11	No	Align and Attend: Multimodal Summarization with ...	2023-03-13	Code
32	ERNIE-GENLARGE	44.02	No	ERNIE-GEN: An Enhanced Multi-Flow Pre-training a...	2020-01-26	Code
33	LongT5	43.94	No	LongT5: Efficient Text-To-Text Transformer for L...	2021-12-15	Code
34	NeRoBERTa	43.86	No	-	-	-
35	BertSumExt	43.85	Yes	Text Summarization with Pretrained Encoders	2019-08-22	Code
36	BigBird-Pegasus	43.84	No	Big Bird: Transformers for Longer Sequences	2020-07-28	Code
37	T5	43.52	No	Exploring the Limits of Transfer Learning with a...	2019-10-23	Code
38	T5-11B	43.52	Yes	Exploring the Limits of Transfer Learning with a...	2019-10-23	Code
39	BERTSUM+Transformer	43.25	Yes	Fine-tune BERT for Extractive Summarization	2019-03-25	Code
40	SRformer-BART	43.19	No	Segmented Recurrent Transformer: An Efficient Se...	2023-05-24	Code
41	UniLMv2	43.16	Yes	UniLMv2: Pseudo-Masked Language Models for Unifi...	2020-02-28	Code
42	UniLM	43.08	Yes	Unified Language Model Pre-training for Natural ...	2019-05-08	Code
43	UniLM (Abstractive Summarization)	43.08	Yes	Unified Language Model Pre-training for Natural ...	2019-05-08	Code
44	BERT-ext + RL	42.76	No	Summary Level Training of Sentence Rewriting for...	2019-09-19	-
45	PNBERT	42.69	No	Searching for Effective Neural Extractive Summar...	2019-07-08	Code
46	HIBERT	42.37	No	HIBERT: Document Level Pre-training of Hierarchi...	2019-05-16	-
47	ERNIE-GENBASE	42.3	Yes	ERNIE-GEN: An Enhanced Multi-Flow Pre-training a...	2020-01-26	Code
48	HER	42.3	No	-	-	Code
49	BertSumExtAbs	42.13	Yes	Text Summarization with Pretrained Encoders	2019-08-22	Code
50	BERT-ext + abs + RL + rerank	41.9	No	Summary Level Training of Sentence Rewriting for...	2019-09-19	-
51	Selector & Pointer-Generator	41.72	Yes	Mixture Content Selection for Diverse Sequence G...	2019-09-04	Code
52	Selector+Pointer Generator	41.72	No	Mixture Content Selection for Diverse Sequence G...	2019-09-04	Code
53	Two-Stage + RL	41.71	No	Pretraining-Based Natural Language Generation fo...	2019-02-25	Code
54	DCA	41.69	Yes	Deep Communicating Agents for Abstractive Summar...	2018-03-27	-
55	NeuSUM	41.59	No	Neural Document Summarization by Jointly Learnin...	2018-07-06	Code
56	NeuSUM	41.59	No	Neural Document Summarization by Jointly Learnin...	2018-07-06	Code
57	Li et al.	41.54	No	-	-	-
58	BanditSum	41.5	No	BanditSum: Extractive Summarization as a Context...	2018-09-25	Code
59	rnn-ext + RL	41.47	No	Fast Abstractive Summarization with Reinforce-Se...	2018-05-28	Code
60	EditNet	41.42	No	An Editorial Network for Enhanced Document Summa...	2019-02-27	-
61	Bottom-Up Summarization	41.22	No	Bottom-Up Abstractive Summarization	2018-08-31	Code
62	Bottom-Up Sum	41.22	No	Bottom-Up Abstractive Summarization	2018-08-31	Code
63	Latent	41.05	No	Neural Latent Extractive Document Summarization	2018-08-22	-
64	Mask Attention Network	40.98	No	Mask Attention Networks: Rethinking and Strength...	2021-03-25	Code
65	Subformer-base	40.9	No	-	-	-
66	rnn-ext + abs + RL + rerank	40.88	No	Fast Abstractive Summarization with Reinforce-Se...	2018-05-28	Code
67	end2end w/ inconsistency loss	40.68	No	A Unified Model for Extractive and Abstractive S...	2018-05-16	Code
68	RL + pg + cbdec	40.66	No	Closed-Book Training to Improve Summarization En...	2018-09-12	-
69	TaLK Convolutions (Deep)	40.59	No	Time-aware Large Kernel Convolutions	2020-02-08	Code
70	ROUGESal+Ent RL	40.43	No	Multi-Reward Reinforced Summarization with Salie...	2018-04-17	-
71	LEAD-3	40.42	No	Abstractive Text Summarization Using Sequence-to...	2016-02-19	Code
72	Lead-3	40.34	No	Get To The Point: Summarization with Pointer-Gen...	2017-04-14	Code
73	Lead-3 baseline	40.34	No	Get To The Point: Summarization with Pointer-Gen...	2017-04-14	Code
74	Li et al.	40.3	No	-	-	-
75	ML+RL ROUGE+Novel, with LM	40.19	No	Improving Abstraction in Text Summarization	2018-08-23	-
76	TaLK Convolutions (Standard)	40.03	No	Time-aware Large Kernel Convolutions	2020-02-08	Code
77	REFRESH	40	No	Ranking Sentences for Extractive Summarization w...	2018-02-23	Code
78	ML + RL (Paulus et al., 2017)	39.87	No	A Deep Reinforced Model for Abstractive Summariz...	2017-05-11	Code
79	Dynamic Conv	39.84	No	Pay Less Attention with Lightweight and Dynamic ...	2019-01-29	Code
80	DynamicConv	39.84	No	Pay Less Attention with Lightweight and Dynamic ...	2019-01-29	Code
81	Pointer + Coverage + EntailmentGen + QuestionGen	39.81	No	Soft Layer-Specific Multi-Task Summarization wit...	2018-05-28	-
82	PTGEN + Coverage	39.53	No	Get To The Point: Summarization with Pointer-Gen...	2017-04-14	Code
83	PTGEN + Coverage	39.53	No	Get To The Point: Summarization with Pointer-Gen...	2017-04-14	Code
84	Pointer-Generator + Coverage	39.53	No	Get To The Point: Summarization with Pointer-Gen...	2017-04-14	Code
85	LightConv	39.52	No	Pay Less Attention with Lightweight and Dynamic ...	2019-01-29	Code
86	Transformer	39.5	No	Attention Is All You Need	2017-06-12	Code
87	Synthesizer (R+V)	38.57	No	Synthesizer: Rethinking Self-Attention in Transf...	2020-05-02	Code
88	ML + Intra-Attention (Paulus et al., 2017)	38.3	No	A Deep Reinforced Model for Abstractive Summariz...	2017-05-11	Code
89	Summary Loop Unsup	37.7	No	The Summary Loop: Learning to Write Abstractive ...	2021-05-11	Code
90	C2F + ALTERNATE	31.1	No	-	-	-
91	ITS	30.8	No	Iterative Document Representation Learning Towar...	2018-09-27	Code
92	GPT-2	29.34	Yes	-	-	Code