Document 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	PEGASUS + SummaReranker	43.87	No	SummaReranker: A Multi-Task Mixture-of-Experts R...	2022-03-13	Code
3	HAT-BART	41.52	No	Hierarchical Learning for Generation with Long S...	2021-04-15	-
4	GLM-XXLarge	41.4	No	GLM: General Language Model Pretraining with Aut...	2021-03-18	Code
5	Fourier Transformer	41.34	No	Fourier Transformer: Fast Long Range Modeling by...	2023-05-24	Code
6	Hie-BART	41.05	No	-	-	-
7	BigBird-Pegasus	40.74	No	Big Bird: Transformers for Longer Sequences	2020-07-28	Code
8	T5-11B	40.69	Yes	Exploring the Limits of Transfer Learning with a...	2019-10-23	Code
9	MatchSum (RoBERTa-base)	40.55	No	Extractive Summarization as Text Matching	2020-04-19	Code
10	MatchSum (BERT-base)	40.38	No	Extractive Summarization as Text Matching	2020-04-19	Code
11	UniLM (Abstractive Summarization)	40.34	Yes	Unified Language Model Pre-training for Natural ...	2019-05-08	Code
12	BertSumExt	39.9	Yes	Text Summarization with Pretrained Encoders	2019-08-22	Code
13	BERTSUM+Transformer	39.63	Yes	Fine-tune BERT for Extractive Summarization	2019-03-25	Code
14	Selector+Pointer Generator	38.79	No	Mixture Content Selection for Diverse Sequence G...	2019-09-04	Code
15	Bottom-Up Sum	38.34	No	Bottom-Up Abstractive Summarization	2018-08-31	Code
16	NeuSUM	37.98	No	Neural Document Summarization by Jointly Learnin...	2018-07-06	Code
17	ML + RL (Paulus et al., 2017)	36.9	No	A Deep Reinforced Model for Abstractive Summariz...	2017-05-11	Code
18	TaLK Convolutions (Deep)	36.81	No	Time-aware Large Kernel Convolutions	2020-02-08	Code
19	DynamicConv	36.73	No	Pay Less Attention with Lightweight and Dynamic ...	2019-01-29	Code
20	Lead-3	36.57	No	Get To The Point: Summarization with Pointer-Gen...	2017-04-14	Code
21	LightConv	36.51	No	Pay Less Attention with Lightweight and Dynamic ...	2019-01-29	Code
22	TaLK Convolutions (Standard)	36.13	No	Time-aware Large Kernel Convolutions	2020-02-08	Code
23	Synthesizer (R+V)	35.95	No	Synthesizer: Rethinking Self-Attention in Transf...	2020-05-02	Code
24	ML + Intra-Attention (Paulus et al., 2017)	35.49	No	A Deep Reinforced Model for Abstractive Summariz...	2017-05-11	Code
25	C2F + ALTERNATE	28.8	No	-	-	-
26	GPT-2	26.58	Yes	-	-	Code