794 citations · 981 across the 8 of their papers we have counts for
8 papers
Sparse, Dense, and Attentional Representations for Text Retrieval
Yi Luan, Jacob Eisenstein, Kristina Toutanova +1
Dual encoders perform retrieval by encoding documents and queries into dense lowdimensional vectors, scoring each document by its inner product with the query. We investigate the c…
Low-Resource Syntactic Transfer with Unsupervised Source Reordering
Mohammad Sadegh Rasooli, Michael Collins
We describe a cross-lingual transfer method for dependency parsing that takes into account the problem of word order differences between source and target languages. Our model only…
Cross-Lingual Syntactic Transfer with Limited Resources
Mohammad Sadegh Rasooli, Michael Collins
We describe a simple but effective method for cross-lingual syntactic transfer of dependency parsers, in the scenario where a large amount of translation data is not available. The…
Case-Factor Diagrams for Structured Probabilistic Modeling
David A. McAllester, Michael Collins, Fernando Pereira
We introduce a probabilistic formalism subsuming Markov random fields of bounded tree width and probabilistic context free grammars. Our models are based on a representation of Boo…
Learning to Map Sentences to Logical Form: Structured Classification with Probabilistic Categorial Grammars
Luke S. Zettlemoyer, Michael Collins
This paper addresses the problem of mapping natural language sentences to lambda-calculus encodings of their meaning. We describe a learning algorithm that takes as input a trainin…
Three Generative, Lexicalised Models for Statistical Parsing
Michael Collins
In this paper we first propose a new statistical parsing model, which is a generative model of lexicalised context-free grammar. We then extend the model to include a probabilistic…