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Inference超参数探索
Heda Wang edited this page Oct 20, 2017
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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 |
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 |