Romantics and Revolutionaries - What Theoretical and Computational Linguists Need to Know about Each Other

Steedman, M. 2011.

PDF at elanguage.net/journals/lilt/article/download/2587/2551

Emotion Cause Detection with Linguistic Constructions

Chen, Y., Lee, S., Li, S., and Huang, C. 2010.

PDF at aclweb.org/anthology/C10-1021

Runners up:

Identifying Sources of Opinions with Conditional Random Fields and Extraction Patterns
Choi, Y., Cardie, C., Riloff, E., and Patwardhan, S. 2005.
PDF at cs.utah.edu/~riloff/pdfs/emnlp05.pdf

Unsupervised Learning of Narrative Event Chains
Chambers, N., and Jurafsky, D. 2008.
PDF at stanford.edu/~jurafsky/narrative-chains08.pdf

Literal and Metaphorical Sense Identification through Concrete and Abstract Context

Turney, P., Neuman, Y., Assaf, D., and Cohen, Y. 2011.

PDF at aclweb.org/anthology/D11-1063