Text Summarization on DUC 2004 Task 1

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ROUGE-1

Rank	Model	ROUGE-1	ROUGE-2	ROUGE-L	Extra Training Data	Paper	Code	Year
1	Transformer+WDrop	33.06	11.45	28.51	✓	Rethinking Perturbations in Encoder-Decoders for Fast Training	takase/rethink_perturbations	2021
2	Transformer+LRPE+PE+Re-ranking+Ensemble	32.85	11.78	28.52		Positional Encoding to Control Output Sequence Length	takase/control-length	2019
3	Transformer+LRPE+PE+ALONE+Re-ranking	32.57	11.63	28.24		All Word Embeddings from One Embedding	takase/alone_seq2seq	2020
4	EndDec+WFE	32.28	10.54	27.8		Cutting-off Redundant Repeating Generations for Neural Abstractive Summarization		2016
5	DRGD	31.79	10.75	27.48		Deep Recurrent Generative Decoder for Abstractive Text Summarization	toru34/li_emnlp_2017	2017
6	Reinforced-Topic-ConvS2S	31.15	10.85	27.68		A Reinforced Topic-Aware Convolutional Sequence-to-Sequence Model for Abstractive Text Summarization		2018
7	Seq2seq + selective + MTL + ERAM	29.33	10.24	25.24		Ensure the Correctness of the Summary: Incorporate Entailment Knowledge into Abstractive Sentence Summarization		2018
8	SEASS	29.21	9.56	25.51		Selective Encoding for Abstractive Sentence Summarization	magic282/SEASS · toru34/zhou_acl_2017	2017
9	RAS-Elman	28.97	8.26	24.06		Abstractive Sentence Summarization with Attentive Recurrent Neural Networks		2016
10	words-lvt5k-1sent	28.61	9.42	25.24		Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond	theamrzaki/text_summurization_abstractive_methods · kashgupta/textsummarization · yunzhusong/AAAI20-PORLHG · +1	2016
11	Abs+	28.18	8.49	23.81		A Neural Attention Model for Abstractive Sentence Summarization	tensorflow/models · toru34/rush_emnlp_2015 · Ganeshpadmanaban/Neural-Attention-Model-Abstractive-Summarization · +1	2015
12	Transformer LM	–	17.74	–		Sample Efficient Text Summarization Using a Single Pre-Trained Transformer	tensorflow/tensor2tensor · t080/pytorch-translm	2019
13	ABS	–	–	22.05		A Neural Attention Model for Abstractive Sentence Summarization	tensorflow/models · toru34/rush_emnlp_2015 · Ganeshpadmanaban/Neural-Attention-Model-Abstractive-Summarization · +1	2015