CHEMDNER system with mixed conditional random fields and multi-scale word clustering

Table 9 Result by skip-gram model and multi-scale word clustering.

System configuration: each configuration includes clustering method, the corpus size (S) and cluster number (N).
A: Brown clustering, S = 74 K, N = 1 K; B: Skip-gram model, S = 74 K, N = 1 K;C: Skip-gram model, S = 100 k, N = 1 K; D: Skip-gram model, S = 400 k, N = 1 K; E: Skip-gram model, S = 400 k, N = 10 k; F: Skip-gram model, Multi-level clustering, S = 400 k, N = 10 k,1 k,50; G: Skip-gram model, S = 2.4 M, N = 10 k; H: Skip-gram model, Multi-scale clustering, S = 2.4 M, N = 10 k,1 k,50.

ISSN: 1758-2946