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Inference超参数探索

Heda Wang edited this page Oct 20, 2017 · 2 revisions

Exp1

ShowAndTell (from scratch) step = 420000 max_len=20

beam_width BLEU_4 CIDEr METEOR ROUGE_L note
1 0.5016 1.5027 0.3896 0.6590
2 0.5222 1.5751 0.3936 0.6656
3 0.5286 1.5899 0.3942 0.6675
5 0.5316 1.5982 0.3939 0.6676
7 0.5317 1.5939 0.3929 0.6667
10 0.5315 1.5914 0.3915 0.6657
15 0.5298 1.5834 0.3898 0.6640
20 0.5283 1.5778 0.3884 0.6626

Exp2

ShowAndTell (from scratch) step = 420000 beam_width=3

max_cap_len BLEU_4 CIDEr METEOR ROUGE_L note
9 0.4599 1.1169 0.3224 0.5917
12 0.5239 1.4790 0.3720 0.6459
15 0.5301 1.5718 0.3879 0.6630
18 0.5285 1.5893 0.3933 0.6669
20 0.5286 1.5899 0.3942 0.6675
22 0.5284 1.5884 0.3945 0.6676
25 0.5284 1.5881 0.3945 0.6676
30 0.5284 1.5881 0.3945 0.6676
35 0.5284 1.5881 0.3945 0.6676
40 0.5284 1.5881 0.3945 0.6676