A Comparison of Weak Supervision methods for Knowledge Base Construction
Ameet B. Soni, Dileep Viswanathan, Niranjan Pachaiyappan, Sriraam Natarajan · 2016
We present a comparison of weak and distant supervision methods for producing proxy examples for supervised relation extraction. We find that knowledge-based weak supervision tends to outperform popular distance supervision techniques, providing a higher yield of positive examples and more accurate models.