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	BART (TextBox 2.0)	44.47	No	TextBox 2.0: A Text Generation Library with Pre-...	2022-12-26	Code
2	SEGMENT	42.1	Yes	-	-	Code
3	CriSPO 3-shot	42.1	No	CriSPO: Multi-Aspect Critique-Suggestion-guided ...	2024-10-03	Code
4	Claude Instant + SigExt	42	No	Salient Information Prompting to Steer Content i...	2024-10-03	Code

#1BART (TextBox 2.0)SOTA
44.47
ROUGE-1· 2022-12-26
TextBox 2.0: A Text Generation Library with Pre-trained Language Models Code
#2SEGMENT
42.1
ROUGE-1· Extra Data
No paperCode
#3CriSPO 3-shot
42.1
ROUGE-1· 2024-10-03
CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text Generation Code
#4Claude Instant + SigExt
42
ROUGE-1· 2024-10-03
Salient Information Prompting to Steer Content in Prompt-based Abstractive Summarization Code