Text Summarization on CNN / Daily Mail

Metric: ROUGE-L (higher is better)

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#	Model↕	ROUGE-L▼	Extra Data	Paper	Date↕	Code
1	Scrambled code + broken (alter)	45.35	No	Universal Evasion Attacks on Summarization Scoring	2022-10-25	Code
2	Scrambled code + broken (alter)	45.35	No	Universal Evasion Attacks on Summarization Scoring	2022-10-25	Code
3	BRIO	44.57	No	BRIO: Bringing Order to Abstractive Summarization	2022-03-31	Code
4	Pegasus	44.45	No	Calibrating Sequence likelihood Improves Conditi...	2022-09-30	-
5	PEGASUS + SummaReranker	43.87	No	SummaReranker: A Multi-Task Mixture-of-Experts R...	2022-03-13	Code
6	PEGASUS + SummaReranker	43.87	No	SummaReranker: A Multi-Task Mixture-of-Experts R...	2022-03-13	Code
7	Scrambled code + broken	43.56	No	Universal Evasion Attacks on Summarization Scoring	2022-10-25	Code
8	BART + SimCLS	43.54	No	SimCLS: A Simple Framework for Contrastive Learn...	2021-06-03	Code
9	SEASON	43.08	No	Salience Allocation as Guidance for Abstractive ...	2022-10-22	Code
10	ERNIE-GENLARGE (large-scale text corpora)	41.6	Yes	ERNIE-GEN: An Enhanced Multi-Flow Pre-training a...	2020-01-26	Code
11	HAT-BART	41.52	No	Hierarchical Learning for Generation with Long S...	2021-04-15	-
12	PALM	41.41	No	PALM: Pre-training an Autoencoding&Autoregressiv...	2020-04-14	Code
13	GLM-XXLarge	41.4	Yes	GLM: General Language Model Pretraining with Aut...	2021-03-18	Code
14	MUPPET BART Large	41.4	No	Muppet: Massive Multi-task Representations with ...	2021-01-26	Code
15	GLM-XXLarge	41.4	No	GLM: General Language Model Pretraining with Aut...	2021-03-18	Code
16	Fourier Transformer	41.34	No	Fourier Transformer: Fast Long Range Modeling by...	2023-05-24	Code
17	Fourier Transformer	41.34	No	Fourier Transformer: Fast Long Range Modeling by...	2023-05-24	Code
18	ProphetNet	41.3	Yes	ProphetNet: Predicting Future N-gram for Sequenc...	2020-01-13	Code
19	LongT5	41.28	No	LongT5: Efficient Text-To-Text Transformer for L...	2021-12-15	Code
20	ERNIE-GENLARGE	41.26	No	ERNIE-GEN: An Enhanced Multi-Flow Pre-training a...	2020-01-26	Code
21	BART + R-Drop	41.24	No	R-Drop: Regularized Dropout for Neural Networks	2021-06-28	Code
22	CoCoNet + CoCoPretrain	41.24	Yes	-	-	Code
23	BART+R3F	41.17	No	Better Fine-Tuning by Reducing Representational ...	2020-08-06	Code
24	PEGASUS	41.11	Yes	PEGASUS: Pre-training with Extracted Gap-sentenc...	2019-12-18	Code
25	CoCoNet	41.05	No	-	-	Code
26	Hie-BART	41.05	No	-	-	-
27	BART	40.9	No	BART: Denoising Sequence-to-Sequence Pre-trainin...	2019-10-29	Code
28	HAHSum	40.75	No	-	-	-
29	BigBird-Pegasus	40.74	No	Big Bird: Transformers for Longer Sequences	2020-07-28	Code
30	T5	40.69	No	Exploring the Limits of Transfer Learning with a...	2019-10-23	Code
31	T5-11B	40.69	Yes	Exploring the Limits of Transfer Learning with a...	2019-10-23	Code
32	MatchSum (RoBERTa-base)	40.55	No	Extractive Summarization as Text Matching	2020-04-19	Code
33	MatchSum	40.55	No	Extractive Summarization as Text Matching	2020-04-19	Code
34	SRformer-BART	40.4	No	Segmented Recurrent Transformer: An Efficient Se...	2023-05-24	Code
35	MatchSum (BERT-base)	40.38	No	Extractive Summarization as Text Matching	2020-04-19	Code
36	UniLM	40.34	Yes	Unified Language Model Pre-training for Natural ...	2019-05-08	Code
37	UniLM (Abstractive Summarization)	40.34	Yes	Unified Language Model Pre-training for Natural ...	2019-05-08	Code
38	Scaled-MatchSum	40.287	No	-	-	-
39	NeRoBERTa	40.2	No	-	-	-
40	UniLMv2	40.14	Yes	UniLMv2: Pseudo-Masked Language Models for Unifi...	2020-02-28	Code
41	BertSumExt	39.9	Yes	Text Summarization with Pretrained Encoders	2019-08-22	Code
42	ERNIE-GENBASE	39.68	Yes	ERNIE-GEN: An Enhanced Multi-Flow Pre-training a...	2020-01-26	Code
43	BERT-ext + abs + RL + rerank	39.64	No	Summary Level Training of Sentence Rewriting for...	2019-09-19	-
44	BERTSUM+Transformer	39.63	Yes	Fine-tune BERT for Extractive Summarization	2019-03-25	Code
45	BertSumExtAbs	39.18	Yes	Text Summarization with Pretrained Encoders	2019-08-22	Code
46	BERT-ext + RL	39.11	No	Summary Level Training of Sentence Rewriting for...	2019-09-19	-
47	PNBERT	38.85	No	Searching for Effective Neural Extractive Summar...	2019-07-08	Code
48	HIBERT	38.83	No	HIBERT: Document Level Pre-training of Hierarchi...	2019-05-16	-
49	Selector & Pointer-Generator	38.79	Yes	Mixture Content Selection for Diverse Sequence G...	2019-09-04	Code
50	Two-Stage + RL	38.79	No	Pretraining-Based Natural Language Generation fo...	2019-02-25	Code
51	Selector+Pointer Generator	38.79	No	Mixture Content Selection for Diverse Sequence G...	2019-09-04	Code
52	rnn-ext + abs + RL + rerank	38.54	No	Fast Abstractive Summarization with Reinforce-Se...	2018-05-28	Code
53	EditNet	38.36	No	An Editorial Network for Enhanced Document Summa...	2019-02-27	-
54	Bottom-Up Summarization	38.34	No	Bottom-Up Abstractive Summarization	2018-08-31	Code
55	Bottom-Up Sum	38.34	No	Bottom-Up Abstractive Summarization	2018-08-31	Code
56	NeuSUM	37.98	No	Neural Document Summarization by Jointly Learnin...	2018-07-06	Code
57	NeuSUM	37.98	No	Neural Document Summarization by Jointly Learnin...	2018-07-06	Code
58	DCA	37.92	Yes	Deep Communicating Agents for Abstractive Summar...	2018-03-27	-
59	HER	37.9	No	-	-	Code
60	Mask Attention Network	37.88	No	Mask Attention Networks: Rethinking and Strength...	2021-03-25	Code
61	rnn-ext + RL	37.76	No	Fast Abstractive Summarization with Reinforce-Se...	2018-05-28	Code
62	Subformer-base	37.7	No	-	-	-
63	BanditSum	37.6	No	BanditSum: Extractive Summarization as a Context...	2018-09-25	Code
64	Latent	37.54	No	Neural Latent Extractive Document Summarization	2018-08-22	-
65	ML+RL ROUGE+Novel, with LM	37.52	No	Improving Abstraction in Text Summarization	2018-08-23	-
66	Li et al.	37.36	No	-	-	-
67	end2end w/ inconsistency loss	37.13	No	A Unified Model for Extractive and Abstractive S...	2018-05-16	Code
68	ROUGESal+Ent RL	37.1	No	Multi-Reward Reinforced Summarization with Salie...	2018-04-17	-
69	RL + pg + cbdec	37.06	No	Closed-Book Training to Improve Summarization En...	2018-09-12	-
70	ML + RL (Paulus et al., 2017)	36.9	No	A Deep Reinforced Model for Abstractive Summariz...	2017-05-11	Code
71	TaLK Convolutions (Deep)	36.81	No	Time-aware Large Kernel Convolutions	2020-02-08	Code
72	Dynamic Conv	36.73	No	Pay Less Attention with Lightweight and Dynamic ...	2019-01-29	Code
73	DynamicConv	36.73	No	Pay Less Attention with Lightweight and Dynamic ...	2019-01-29	Code
74	LEAD-3	36.67	No	Abstractive Text Summarization Using Sequence-to...	2016-02-19	Code
75	Transformer	36.63	No	Attention Is All You Need	2017-06-12	Code
76	REFRESH	36.6	No	Ranking Sentences for Extractive Summarization w...	2018-02-23	Code
77	Lead-3	36.57	No	Get To The Point: Summarization with Pointer-Gen...	2017-04-14	Code
78	Lead-3 baseline	36.57	No	Get To The Point: Summarization with Pointer-Gen...	2017-04-14	Code
79	Pointer + Coverage + EntailmentGen + QuestionGen	36.54	No	Soft Layer-Specific Multi-Task Summarization wit...	2018-05-28	-
80	LightConv	36.51	No	Pay Less Attention with Lightweight and Dynamic ...	2019-01-29	Code
81	Li et al.	36.47	No	-	-	-
82	PTGEN + Coverage	36.38	No	Get To The Point: Summarization with Pointer-Gen...	2017-04-14	Code
83	PTGEN + Coverage	36.38	No	Get To The Point: Summarization with Pointer-Gen...	2017-04-14	Code
84	TaLK Convolutions (Standard)	36.13	No	Time-aware Large Kernel Convolutions	2020-02-08	Code
85	Synthesizer (R+V)	35.95	No	Synthesizer: Rethinking Self-Attention in Transf...	2020-05-02	Code
86	A2Summ	35.92	No	Align and Attend: Multimodal Summarization with ...	2023-03-13	Code
87	ML + Intra-Attention (Paulus et al., 2017)	35.49	No	A Deep Reinforced Model for Abstractive Summariz...	2017-05-11	Code
88	C2F + ALTERNATE	28.8	No	-	-	-
89	CriSPO 3-shot	27.4	No	CriSPO: Multi-Aspect Critique-Suggestion-guided ...	2024-10-03	Code
90	DELTA (BLSTM)	27.3	No	DELTA: A DEep learning based Language Technology...	2019-08-02	Code
91	GPT-2	26.58	Yes	-	-	Code