This paper presents an efficient inference algorithm of conditional random fields (CRFs) for large-scale data. Our key idea is to decompose the output label state into an active s...
NaturalJava is a prototype for an intelligent natural-languagebased user interface for creating, modifying, and examining Java programs. The interface exploits three subsystems. T...
David Price, Ellen Riloff, Joseph L. Zachary, Bran...
Recent approaches to learning structured predictors often require approximate inference for tractability; yet its effects on the learned model are unclear. Meanwhile, most learnin...
We introduce a game model for an Algol-like programming language with primitives for parallel composition and synchronization on semaphores. The semantics is based on a simplifie...