Belief Propagation

Identifying background (context) informa- tion in scientific articles can help schol- ars understand major contributions in their research area more easily. In this paper, we propose a general framework based …...

Via an oracle experiment, we show that the upper bound on accuracy of a CCG parser is significantly lowered when its search space is pruned using a supertagger, though the …...

We present an inference algorithm that orga- nizes observed words (tokens) into structured inflectional paradigms (types). It also natu- rally predicts the spelling of unobserved forms that are missing from …...

Log-linear parsing models are often trained by optimizing likelihood, but we would prefer to optimise for a task-specific metric like F- measure. Softmax-margin is a convex objec- tive for such …...

Efficiently incorporating entity-level in- formation is a challenge for coreference resolution systems due to the difficulty of exact inference over partitions. We de- scribe an end-to-end discriminative prob- abilistic model …...