“Gigabye LM”版本间的差异
（→3. word-based 3-gram） |
（→3. word-based 3-gram） |
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| （4位用户的9个中间修订版本未显示） | |||
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| − | Test is performed on 863 M49, in terms of character error rate. The NUM part is deleted from the decoding result. | + | Test is performed on 863 M49, LDA+LLT (tri2b), in terms of character error rate (CER). The NUM part is deleted from the decoding result. The pair after CER represents (1/acweight, t/utt). |
{| class="wikitable" | {| class="wikitable" | ||
!- !! th-6 !!th-7/6 !!th-7 | !- !! th-6 !!th-7/6 !!th-7 | ||
|- | |- | ||
| − | |10k ||23.77(13)|| 22.41(11)|| 21.96(11) | + | |10k ||23.77(13,0.92)|| 22.41(11,0.93)|| 21.96(11,0.93) |
|- | |- | ||
| − | |20k ||21.92(13)|| 20.33(12)|| 19.38(12) | + | |20k ||21.92(13,0.99)|| 20.33(12,0.97)|| 19.38(12,0.96) |
| + | |- | ||
| + | |} | ||
| + | |||
| + | Results with LDA+MLLT+MMI | ||
| + | |||
| + | {| class="wikitable" | ||
| + | !- !! th-6 !!th-7/6 !!th-7 | ||
| + | |- | ||
| + | |10k || 22.95(13, 1.0)|| 21.83(13,1.0)|| 21.41(10, 0.98) | ||
| + | |- | ||
| + | |20k || 20.71(11, 1.1)|| 19.26(11, 1.1)|| 18.44(10, 1.1) | ||
| + | |- | ||
| + | |} | ||
| + | |||
| + | |||
| + | Results with LDA+MLLT+bMMI | ||
| + | |||
| + | {| class="wikitable" | ||
| + | !- !! th-6 !!th-7/6 !!th-7 | ||
| + | |- | ||
| + | |10k || 22.68(10,1.0) || 21.46(10,1.0) || 20.96(10,1.0) | ||
| + | |- | ||
| + | |20k || 20.39(12, 1.1) || 18.97(11,1.1)|| 18.23(10,1.1) | ||
|- | |- | ||
|} | |} | ||
2012年9月14日 (五) 08:23的最后版本
1. very initial, without any prunning, character based. Here is the size and perplexity.
The training is with Gigabytes except the cna data, and ppl testing is based on a sub set from the cna data (big52gb applied)
2gram:
25M 2gram.4000.gz: 0 zeroprobs, logprob= -9.39983e+06 ppl= 161.965 ppl1= 177.141
3gram:
47M 3gram.500.gz:0 zeroprobs, logprob= -6.34868e+06 ppl= 85.1361 ppl1= 94.2525
117M 3gram.1000.gz :0 zeroprobs, logprob= -7.43809e+06 ppl= 80.6408 ppl1= 87.7439
195M 3gram.2000.gz:0 zeroprobs, logprob= -7.95872e+06 ppl= 79.9875 ppl1= 86.5196
221M 3gram.3000.gz:0 zeroprobs, logprob= -8.04799e+06 ppl= 80.2418 ppl1= 86.7277
229M 3gram.4000.gz:0 zeroprobs, logprob= -8.15697e+06 ppl= 82.6585 ppl1= 89.3392
4gram:
205M 4gram.500.gz:0 zeroprobs, logprob= -6.25395e+06 ppl= 79.6739 ppl1= 88.0716
472M 4gram.1000.gz:0 zeroprobs, logprob= -7.21607e+06 ppl= 70.737 ppl1= 76.774
2. pruning the 4k 3gram LM.
| Model | 2gram | 3gram | size | ppl | fst size |
|---|---|---|---|---|---|
| 1 | 1e-7 | 1e-7 | 30M | ppl= 102.796 | 860M |
| 2 | 1e-6 | 1e-6 | 5M | ppl= 150.96 | 152M |
| 3 | 1e-7 | 1e-6 | 11M | ppl= 137.467 | 224M |
3. word-based 3-gram
tri-gram size:
| org | th-7 | th-7/6 | th-6 |
| 10k: 52M | 23M | 8M | 4M |
| 20k: 57M | 24M | 9M | 4M |
final fst size:
| org | th-7 | th-7/6 | th-6 |
| 10k: - | 770M | 193M | 135M |
| 20k: - | - | 217M | 142M |
Test is performed on 863 M49, LDA+LLT (tri2b), in terms of character error rate (CER). The NUM part is deleted from the decoding result. The pair after CER represents (1/acweight, t/utt).
| - | th-6 | th-7/6 | th-7 |
|---|---|---|---|
| 10k | 23.77(13,0.92) | 22.41(11,0.93) | 21.96(11,0.93) |
| 20k | 21.92(13,0.99) | 20.33(12,0.97) | 19.38(12,0.96) |
Results with LDA+MLLT+MMI
| - | th-6 | th-7/6 | th-7 |
|---|---|---|---|
| 10k | 22.95(13, 1.0) | 21.83(13,1.0) | 21.41(10, 0.98) |
| 20k | 20.71(11, 1.1) | 19.26(11, 1.1) | 18.44(10, 1.1) |
Results with LDA+MLLT+bMMI
| - | th-6 | th-7/6 | th-7 |
|---|---|---|---|
| 10k | 22.68(10,1.0) | 21.46(10,1.0) | 20.96(10,1.0) |
| 20k | 20.39(12, 1.1) | 18.97(11,1.1) | 18.23(10,1.1) |
