Position-aware Attention and Supervised Data Improve Slot Filling

EMNLP 2017 Yuhao ZhangVictor ZhongDanqi ChenGabor AngeliChristopher D. Manning

Organized relational knowledge in the form of {``}knowledge graphs{''} is important for many applications. However, the ability to populate knowledge bases with facts automatically extracted from documents has improved frustratingly slowly... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK LEADERBOARD
Relation Extraction TACRED PA-LSTM F1 65.1 # 12