Toward Dependency Path based Entailment
author:
Rodney D. Nielsen,
University of Colorado
Description
We present our submission to the RTE2 challenge which takes steps in the direction of dynamically entailing hypotheses via their dependency paths. We evaluate semantic similarity between sentences utilizing corpus co-occurence estimates of various dependency path features and show a 2.7% improvement on the RTE1 dataset.
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| Slides | |
| 0:01 | Toward Dependency Path based Entailment |
| 0:22 | Dependency Path-based Entailment |
| 1:23 | ML Classification Approach |
| 2:14 | Corpora |
| 2:26 | Core Features |
| 3:07 | Dependency Features |
| 4:38 | Dependency Features |
| 4:58 | Dependency Features |
| 5:37 | Dependency Features |
| 6:26 | Dependency Features |
| 6:47 | Verb Dependency Features |
| 7:11 | Subject Dependency Features |
| 7:45 | Other Dependency Features |
| 8:01 | Results |
| 10:04 | Feature Analysis |
| 10:53 | Questions |
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