The Balancing Act: Combining Symbolic and Statistical Approaches to Language (Language, Speech, and Communication)

This volume is worth it for the opening paper, Steve Abney's brilliant "Statistical methods and linguistics". Reading this paper in Chris Manning's statistical NLP class at CMU changed the way I think about the field. I believe it should be required reading for *linguists*. In my experience, most computational linguists either don't care about mainstream theoretical linguistics, have evaluated it and dismissed it as useless, or have taken on Abney's arguments; the remainder use logic and formal language theory without statistics. I considered myself in that remainder before reading this paper.