Paper: Multi-Resolution Language Grounding with Weak Supervision

ACL ID D14-1043
Title Multi-Resolution Language Grounding with Weak Supervision
Venue Conference on Empirical Methods in Natural Language Processing
Session Main Conference
Year 2014
Authors

Language is given meaning through its correspondence with a world representa- tion. This correspondence can be at mul- tiple levels of granularity or resolutions. In this paper, we introduce an approach to multi-resolution language grounding in the extremely challenging domain of pro- fessional soccer commentaries. We define and optimize a factored objective function that allows us to leverage discourse struc- ture and the compositional nature of both language and game events. We show that finer resolution grounding helps coarser resolution grounding, and vice versa. Our method results in an F1 improvement of more than 48% versus the previous state of the art for fine-resolution grounding 1 .