Difference between revisions of "Noun-Modifier Questions (State of the art)"
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(Created page with "* [http://jair.org/media/3640/live-3640-6413-jair.txt multiple-choice noun-modifier questions] * 2,180 seven-choice questions for evaluating noun-modifier composition models *...") |
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== Table of results == | == Table of results == | ||
| + | |||
| + | {| border="1" cellpadding="5" cellspacing="1" | ||
| + | |- | ||
| + | ! Algorithm | ||
| + | ! Reference for algorithm | ||
| + | ! Reference for experiment | ||
| + | ! Correct - 7-choices | ||
| + | ! Correct - 14-choices | ||
| + | |- | ||
| + | | Vector addition | ||
| + | | Landauer and Dumais (1997) | ||
| + | | Turney (2012) | ||
| + | | 50.1 | ||
| + | | 22.5 | ||
| + | |- | ||
| + | | Element-wise multiplication | ||
| + | | | ||
| + | | | ||
| + | | 57.5 | ||
| + | | 27.4 | ||
| + | |- | ||
| + | | Dual-Space model | ||
| + | | | ||
| + | | | ||
| + | | 58.3 | ||
| + | | 41.5 | ||
| + | |- | ||
| + | | SuperSim | ||
| + | | | ||
| + | | | ||
| + | | 75.9 | ||
| + | | 68.0 | ||
| + | |- | ||
| + | | Holistic model | ||
| + | | | ||
| + | | | ||
| + | | 81.6 | ||
| + | | NA | ||
| + | |} | ||
== References == | == References == | ||
Revision as of 06:18, 28 April 2014
- multiple-choice noun-modifier questions
- 2,180 seven-choice questions for evaluating noun-modifier composition models
- questions derived from WordNet
- split into 680 questions for training (e.g., development, parameter tuning) and 1,500 questions for testing
- introduced in Turney (2012)
Sample question
Stem: coin collector Choices: (a) numismatist (b) coin (c) collector (d) coinage (e) aggregator (f) reflectiveness (g) plasma Solution: (a) numismatist
Table of results
| Algorithm | Reference for algorithm | Reference for experiment | Correct - 7-choices | Correct - 14-choices |
|---|---|---|---|---|
| Vector addition | Landauer and Dumais (1997) | Turney (2012) | 50.1 | 22.5 |
| Element-wise multiplication | 57.5 | 27.4 | ||
| Dual-Space model | 58.3 | 41.5 | ||
| SuperSim | 75.9 | 68.0 | ||
| Holistic model | 81.6 | NA |
References
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.
Turney, P.D. (2013), Distributional semantics beyond words: Supervised learning of analogy and paraphrase, Transactions of the Association for Computational Linguistics (TACL), 1, 353-366.