ACL Anthology Network (All About NLP) (beta) The Association Of Computational Linguistics Anthology Network |
ACL ID | P10-1148 |
---|---|
Title | Detecting Experiences from Weblogs |
Venue | Annual Meeting of the Association of Computational Linguistics |
Session | Main Conference |
Year | 2010 |
Authors |
Weblogs are a source of human activity know- ledge comprising valuable information such as facts, opinions and personal experiences. In this paper, we propose a method for mining personal experiences from a large set of web- logs. We define experience as knowledge em- bedded in a collection of activities or events which an individual or group has actually un- dergone. Based on an observation that expe- rience-revealing sentences have a certain lin- guistic style, we formulate the problem of de- tecting experience as a classification task us- ing various features including tense, mood, as- pect, modality, experiencer, and verb classes. We also present an activity verb lexicon con- struction method based on theories of lexical semantics. Our results demonstrate that the ac- tivity ver...