A Neural Attention Model for Abstractive Sentence Summarization

EMNLP 2015 Alexander M. RushSumit ChopraJason Weston

Summarization based on text extraction is inherently limited, but generation-style abstractive methods have proven challenging to build. In this work, we propose a fully data-driven approach to abstractive sentence summarization... (read more)

PDF Abstract

Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Text Summarization DUC 2004 Task 1 Abs ROUGE-1 26.55 # 10
ROUGE-2 7.06 # 10
ROUGE-L 22.05 # 9
Text Summarization DUC 2004 Task 1 Abs+ ROUGE-1 28.18 # 9
ROUGE-2 8.49 # 8
ROUGE-L 23.81 # 8