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Table 5 

Comparison with state-of-the-art algorithms: unsupervised (unsup.), semisupervised (semi sup.), and supervised (sup.). MFS refers to the MFS heuristic computed on SemCor on each data set and Best refers to the best supervised system for each competition. The results are provided as F1 and the first result with a statistically significant difference from the best of each data set is marked with * (χ2, p < 0.05).

S7CGS7CG (N)S7S3S2
 Nav10 − − 43.1 52.9 − 
PPRw2w 80.1 83.6 41.7 57.9 59.7 
WSDgames 80.4* 85.5 43.3 59.1 61.2 
 IRST-DDD-00 − − − 58.3 − 
MFS 76.3 77.4 54.7 62.8 65.6* 
MRF-LP − − 50.6* 58.6 60.5 
Nav05 83.2 84.1 − 60.4 − 
PPRw2w 81.4 82.1 48.6 63.0 62.6 
WSDgames 82.8 85.4 56.5 64.7* 66.0 
 Best 82.5 82.3* 59.1 65.2 68.6 
Zhong10 82.6 − 58.3 67.6 68.2 
S7CGS7CG (N)S7S3S2
 Nav10 − − 43.1 52.9 − 
PPRw2w 80.1 83.6 41.7 57.9 59.7 
WSDgames 80.4* 85.5 43.3 59.1 61.2 
 IRST-DDD-00 − − − 58.3 − 
MFS 76.3 77.4 54.7 62.8 65.6* 
MRF-LP − − 50.6* 58.6 60.5 
Nav05 83.2 84.1 − 60.4 − 
PPRw2w 81.4 82.1 48.6 63.0 62.6 
WSDgames 82.8 85.4 56.5 64.7* 66.0 
 Best 82.5 82.3* 59.1 65.2 68.6 
Zhong10 82.6 − 58.3 67.6 68.2 
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