Difference between revisions of "Similar-Associated-Both Test Collection (State of the art)"
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| Line 57: | Line 57: | ||
! Algorithm | ! Algorithm | ||
! Reference | ! Reference | ||
| + | ! Type | ||
! Accuracy | ! Accuracy | ||
! 95% confidence | ! 95% confidence | ||
| Line 62: | Line 63: | ||
| Dual-Space | | Dual-Space | ||
| Turney (2012) | | Turney (2012) | ||
| + | | corpus-based | ||
| 61.1% | | 61.1% | ||
| 52.6-69.1% | | 52.6-69.1% | ||
| Line 67: | Line 69: | ||
| PairClass | | PairClass | ||
| Turney (2008) | | Turney (2008) | ||
| + | | corpus-based | ||
| 77.1% | | 77.1% | ||
| 70.1-84.3% | | 70.1-84.3% | ||
Latest revision as of 12:42, 28 June 2015
- the contrast between taxonomical similarity (co-hyponymy) and association (co-occurrence)
- 144 word pairs labeled similar-only, associated-only, or similar+associated
- 48 pairs in each of the three classes
- test collection created by Chiarello et al. (1990)
- Chiarello et al. (1990) used the dataset in human priming experiments; they did not measure classification accuracy
- dataset is provided in the Appendix of Chiarello et al. (1990); also available on request from Peter Turney
- see also: Similarity (State of the art), SimLex-999 (State of the art)
Samples
| Word pair | Class label |
|---|---|
| table:bed | similar |
| music:art | similar |
| hair:fur | similar |
| house:cabin | similar |
| cradle:baby | associated |
| mug:beer | associated |
| camel:hump | associated |
| cheese:mouse | associated |
| ale:beer | both |
| uncle:aunt | both |
| pepper:salt | both |
| frown:smile | both |
Table of results
| Algorithm | Reference | Type | Accuracy | 95% confidence |
|---|---|---|---|---|
| Dual-Space | Turney (2012) | corpus-based | 61.1% | 52.6-69.1% |
| PairClass | Turney (2008) | corpus-based | 77.1% | 70.1-84.3% |
Notes
- 95% confidence = confidence interval calculated using the Binomial Exact Test
References
Chiarello, C., Burgess, C., Richards, L., & Pollock, A. (1990). Semantic and associative priming in the cerebral hemispheres: Some words do, some words don't . . . sometimes, some places. Brain and Language, 38, 75{104.
Turney, P.D. (2008). A uniform approach to analogies, synonyms, antonyms, and associations. Proceedings of the 22nd International Conference on Computational Linguistics (Coling 2008), Manchester, UK, pp. 905-912.
Turney, P.D. (2012). Domain and function: A dual-space model of semantic relations and compositions, Journal of Artificial Intelligence Research (JAIR), 44, 533-585.