:Units Paper
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(Difference between revisions)
| Line 133: | Line 133: | ||
| - | WORD RECOGNITION PERFORMANCE | + | WORD RECOGNITION PERFORMANCE |
| - | Percent Total Error = 91.4% (4674) | + | Percent Total Error = 91.4% (4674) |
| - | Percent Correct = 26.9% (1374) | + | Percent Correct = 26.9% (1374) |
| - | Percent Substitution = 64.0% (3271) | + | Percent Substitution = 64.0% (3271) |
| - | Percent Deletions = 9.2% ( 468) | + | Percent Deletions = 9.2% ( 468) |
| - | Percent Insertions = 18.3% ( 935) | + | Percent Insertions = 18.3% ( 935) |
| - | Percent Word Accuracy = 8.6% | + | Percent Word Accuracy = 8.6% |
| - | Ref. words = (5113) | + | Ref. words = (5113) |
| - | Hyp. words = (5580) | + | Hyp. words = (5580) |
| - | Aligned words = (6048) | + | Aligned words = (6048) |
CONFUSION PAIRS Total (2699) | CONFUSION PAIRS Total (2699) | ||
With >= 1 occurances (2699) | With >= 1 occurances (2699) | ||
| - | + | ||
[[Category:Fisher Experiments]] | [[Category:Fisher Experiments]] | ||
Revision as of 18:33, 11 April 2009
Contents |
Outline
- Intro
- Unit Selection
- Mistake instance
- Unit
- Replacement
- Multwords
- Baseline Description
- Vocab: single most frequent pronunciation from a multi-pronunciation dictionary (better than multi-pronunciation)
- Results
- what to emphasize? Ideally, units+DTs will beat just DTs for every number of components. Even if we cannot grow the components until improvement bottoms out, at least there will be a trend.
- Conclusion
- Future work: consider context during unit selection (right now the unit is context-free - the same unit appearing in all contexts where replacements took place).
Tests for units paper
| compPer: | units: | monophone states | Mix: | totalComp: | WER | Test WER | Important |
|---|---|---|---|---|---|---|---|
| 512 | 1 | 503 | 256k | TR | |||
| 256 | 1 | 1000 | 256k | TR | |||
| 64 | 1 | 3854 | 256k | 49.3 | |||
| 64 | 2 | 2000 | 256k | ? | |||
| 32 | 4 | 2000 | 256k | ? | |||
| 32 | 2 | 4000 | 256k | ? | |||
| alternatively | |||||||
| 256 | 48 | 137 | 503 | 127971 | 53.0 | ||
| 128 | 48 | 137 | 1033 | 131185 | 50.9 | ||
| 32 | 48 | 137 | 3845 | 122907 | 51.4 | ||
| 64 | 112 | 615 | 2024 | ~128k | TR | ||
| 16 | 4 | 2000 | 128k | ? | |||
| 16 | 112 | 615 | 4000 | 128k | ? |
The units make it worse
with LM_PENALTY=0
DETAILED OVERALL REPORT FOR THE SYSTEM: test/config16/test0/accuracy/out.nosil.trn
SENTENCE RECOGNITION PERFORMANCE
sentences 500
with errors 89.2% ( 446)
with substitions 72.4% ( 362)
with deletions 26.2% ( 131)
with insertions 74.4% ( 372)
WORD RECOGNITION PERFORMANCE
Percent Total Error = 99.1% (5107)
Percent Correct = 28.6% (1476)
Percent Substitution = 66.2% (3411)
Percent Deletions = 5.1% ( 265)
Percent Insertions = 27.8% (1431)
Percent Word Accuracy = 0.9%
Ref. words = (5152)
Hyp. words = (6318)
Aligned words = (6583)
CONFUSION PAIRS Total (2790)
With >= 1 occurances (2790)
with LM_PENALTY=-1
test2kUtt/config16Disaster/test0/accuracy/out.nosil.trn.dtl DETAILED OVERALL REPORT FOR THE SYSTEM: test2kUtt/config16/test0/accuracy/out.nosil.trn SENTENCE RECOGNITION PERFORMANCE sentences 500 with errors 88.2% ( 441) with substitions 72.8% ( 364) with deletions 32.8% ( 164) with insertions 68.6% ( 343) WORD RECOGNITION PERFORMANCE Percent Total Error = 94.6% (4857) Percent Correct = 27.6% (1417) Percent Substitution = 65.4% (3358) Percent Deletions = 7.0% ( 357) Percent Insertions = 22.3% (1142) Percent Word Accuracy = 5.4% Ref. words = (5132) Hyp. words = (5917) Aligned words = (6274)
LM_PENALTY = -2
DETAILED OVERALL REPORT FOR THE SYSTEM: test/config16/test0/accuracy/out.nosil.trn
SENTENCE RECOGNITION PERFORMANCE
sentences 500
with errors 87.2% ( 436)
with substitions 72.8% ( 364)
with deletions 38.8% ( 194)
with insertions 62.8% ( 314)
WORD RECOGNITION PERFORMANCE
Percent Total Error = 91.4% (4674)
Percent Correct = 26.9% (1374)
Percent Substitution = 64.0% (3271)
Percent Deletions = 9.2% ( 468)
Percent Insertions = 18.3% ( 935)
Percent Word Accuracy = 8.6%
Ref. words = (5113)
Hyp. words = (5580)
Aligned words = (6048)
CONFUSION PAIRS Total (2699)
With >= 1 occurances (2699)
