58 citations · 64 across the 7 of their papers we have counts for
3 papers · 1 filter
SIFT: Search Intent-to-Filter Transformer for Multi-Task Personalized Filter Ranking at Airbnb
Shashank Dabriwal, Tanya Piplani, Hao Li +4
Search filters help guests navigate vast catalogs in two-sided marketplaces like Airbnb, and recommending the right filters can meaningfully lift booking conversion. Many such prod…
A Conditional Random Field for Discriminatively-trained Finite-state String Edit Distance
Andrew McCallum, Kedar Bellare, Fernando Pereira
The need to measure sequence similarity arises in information extraction, object identity, data mining, biological sequence analysis, and other domains. This paper presents discrim…
Alternating Projections for Learning with Expectation Constraints
Kedar Bellare, Gregory Druck, Andrew McCallum
We present an objective function for learning with unlabeled data that utilizes auxiliary expectation constraints. We optimize this objective function using a procedure that altern…