he-cantillation
This model is a fine-tuned version of openai/whisper-tiny on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.8604
- Wer: 71.2693
- Avg Precision Exact: 0.2007
- Avg Recall Exact: 0.2145
- Avg F1 Exact: 0.2053
- Avg Precision Letter Shift: 0.2335
- Avg Recall Letter Shift: 0.2550
- Avg F1 Letter Shift: 0.2399
- Avg Precision Word Level: 0.2540
- Avg Recall Word Level: 0.2794
- Avg F1 Word Level: 0.2616
- Avg Precision Word Shift: 0.4440
- Avg Recall Word Shift: 0.5023
- Avg F1 Word Shift: 0.4615
- Precision Median Exact: 0.0741
- Recall Median Exact: 0.0909
- F1 Median Exact: 0.0816
- Precision Max Exact: 1.0
- Recall Max Exact: 1.0
- F1 Max Exact: 1.0
- Precision Min Exact: 0.0
- Recall Min Exact: 0.0
- F1 Min Exact: 0.0
- Precision Min Letter Shift: 0.0
- Recall Min Letter Shift: 0.0
- F1 Min Letter Shift: 0.0
- Precision Min Word Level: 0.0
- Recall Min Word Level: 0.0
- F1 Min Word Level: 0.0
- Precision Min Word Shift: 0.0
- Recall Min Word Shift: 0.0
- F1 Min Word Shift: 0.0
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 16
- eval_batch_size: 2
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 1000
- training_steps: 80000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer | Avg Precision Exact | Avg Recall Exact | Avg F1 Exact | Avg Precision Letter Shift | Avg Recall Letter Shift | Avg F1 Letter Shift | Avg Precision Word Level | Avg Recall Word Level | Avg F1 Word Level | Avg Precision Word Shift | Avg Recall Word Shift | Avg F1 Word Shift | Precision Median Exact | Recall Median Exact | F1 Median Exact | Precision Max Exact | Recall Max Exact | F1 Max Exact | Precision Min Exact | Recall Min Exact | F1 Min Exact | Precision Min Letter Shift | Recall Min Letter Shift | F1 Min Letter Shift | Precision Min Word Level | Recall Min Word Level | F1 Min Word Level | Precision Min Word Shift | Recall Min Word Shift | F1 Min Word Shift |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| No log | 0.0001 | 1 | 6.9906 | 127.8641 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 0.7426 | 0.1185 | 1000 | 1.5759 | 127.8641 | 0.0312 | 0.0391 | 0.0340 | 0.0573 | 0.0734 | 0.0632 | 0.0790 | 0.1012 | 0.0868 | 0.2015 | 0.2702 | 0.2274 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.6667 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.4121 | 0.2370 | 2000 | 1.2877 | 103.3437 | 0.0635 | 0.0715 | 0.0665 | 0.0945 | 0.1073 | 0.0989 | 0.1162 | 0.1324 | 0.1214 | 0.2664 | 0.3217 | 0.2868 | 0.0318 | 0.0385 | 0.0345 | 0.6154 | 1.0 | 0.6275 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.2833 | 0.3555 | 3000 | 1.1551 | 97.7446 | 0.0825 | 0.0921 | 0.0864 | 0.1135 | 0.1293 | 0.1197 | 0.1363 | 0.1554 | 0.1438 | 0.2978 | 0.3571 | 0.3209 | 0.0385 | 0.05 | 0.0435 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.2468 | 0.4740 | 4000 | 1.0708 | 87.4378 | 0.0997 | 0.1104 | 0.1039 | 0.1341 | 0.1506 | 0.1401 | 0.1581 | 0.1791 | 0.1652 | 0.3415 | 0.3999 | 0.3628 | 0.05 | 0.0588 | 0.0541 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.2093 | 0.5925 | 5000 | 0.9994 | 87.1008 | 0.1128 | 0.1228 | 0.1167 | 0.1492 | 0.1640 | 0.1546 | 0.1730 | 0.1925 | 0.1798 | 0.3646 | 0.4145 | 0.3833 | 0.0513 | 0.0588 | 0.0548 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.1653 | 0.7110 | 6000 | 0.9586 | 84.7258 | 0.1263 | 0.1365 | 0.1304 | 0.1603 | 0.1763 | 0.1665 | 0.1845 | 0.2050 | 0.1921 | 0.3801 | 0.4347 | 0.4001 | 0.0556 | 0.0645 | 0.0580 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.1916 | 0.8295 | 7000 | 0.9165 | 83.2961 | 0.1371 | 0.1464 | 0.1407 | 0.1738 | 0.1882 | 0.1791 | 0.1977 | 0.2154 | 0.2039 | 0.4017 | 0.4501 | 0.4192 | 0.0606 | 0.0714 | 0.0656 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.1523 | 0.9480 | 8000 | 0.9099 | 81.0991 | 0.1389 | 0.1473 | 0.1421 | 0.1719 | 0.1840 | 0.1762 | 0.1957 | 0.2114 | 0.2012 | 0.3941 | 0.4354 | 0.4092 | 0.0571 | 0.0667 | 0.0606 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.1111 | 1.0665 | 9000 | 0.8795 | 80.2136 | 0.1524 | 0.1592 | 0.1548 | 0.1903 | 0.1996 | 0.1932 | 0.2152 | 0.2279 | 0.2190 | 0.4281 | 0.4652 | 0.4408 | 0.0645 | 0.0741 | 0.0680 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.1008 | 1.1850 | 10000 | 0.8912 | 78.9196 | 0.1561 | 0.1624 | 0.1582 | 0.1927 | 0.2036 | 0.1962 | 0.2174 | 0.2317 | 0.2215 | 0.4224 | 0.4603 | 0.4346 | 0.0652 | 0.0741 | 0.0690 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.1152 | 1.3035 | 11000 | 0.8585 | 78.3171 | 0.1611 | 0.1701 | 0.1644 | 0.1984 | 0.2122 | 0.2031 | 0.2236 | 0.2399 | 0.2288 | 0.4240 | 0.4707 | 0.4410 | 0.0700 | 0.0833 | 0.0755 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.1051 | 1.4220 | 12000 | 0.8824 | 77.7569 | 0.1539 | 0.1649 | 0.1585 | 0.1898 | 0.2061 | 0.1964 | 0.2146 | 0.2348 | 0.2223 | 0.4161 | 0.4730 | 0.4376 | 0.0606 | 0.0741 | 0.0667 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.1063 | 1.5405 | 13000 | 0.8286 | 78.8335 | 0.1619 | 0.1723 | 0.1652 | 0.1971 | 0.2126 | 0.2021 | 0.2198 | 0.2395 | 0.2259 | 0.4214 | 0.4687 | 0.4366 | 0.0694 | 0.0857 | 0.0769 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0861 | 1.6590 | 14000 | 0.8327 | 78.5505 | 0.1624 | 0.1699 | 0.1652 | 0.1998 | 0.2118 | 0.2038 | 0.2239 | 0.2386 | 0.2288 | 0.4322 | 0.4707 | 0.4456 | 0.0667 | 0.0769 | 0.0714 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.1057 | 1.7775 | 15000 | 0.8225 | 78.9619 | 0.1658 | 0.1700 | 0.1669 | 0.2037 | 0.2103 | 0.2052 | 0.2276 | 0.2373 | 0.2298 | 0.4373 | 0.4655 | 0.4458 | 0.0714 | 0.0789 | 0.0741 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0849 | 1.8960 | 16000 | 0.7992 | 76.8451 | 0.1801 | 0.1862 | 0.1819 | 0.2163 | 0.2261 | 0.2194 | 0.2388 | 0.2507 | 0.2423 | 0.4398 | 0.4714 | 0.4501 | 0.0694 | 0.08 | 0.0744 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0678 | 2.0145 | 17000 | 0.8119 | 75.8443 | 0.1734 | 0.1826 | 0.1770 | 0.2083 | 0.2212 | 0.2133 | 0.2321 | 0.2489 | 0.2380 | 0.4367 | 0.4784 | 0.4519 | 0.0667 | 0.0769 | 0.0714 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0723 | 2.1330 | 18000 | 0.7953 | 77.3659 | 0.1785 | 0.1858 | 0.1811 | 0.2158 | 0.2277 | 0.2198 | 0.2402 | 0.2548 | 0.2446 | 0.4487 | 0.4832 | 0.4601 | 0.0769 | 0.0882 | 0.08 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0783 | 2.2515 | 19000 | 0.7990 | 76.3637 | 0.1753 | 0.1842 | 0.1784 | 0.2100 | 0.2227 | 0.2138 | 0.2310 | 0.2469 | 0.2352 | 0.4316 | 0.4737 | 0.4443 | 0.0698 | 0.0833 | 0.0749 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.066 | 2.3699 | 20000 | 0.8140 | 75.9654 | 0.1719 | 0.1819 | 0.1752 | 0.2052 | 0.2200 | 0.2099 | 0.2274 | 0.2453 | 0.2324 | 0.4226 | 0.4683 | 0.4369 | 0.0667 | 0.0789 | 0.0706 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0698 | 2.4884 | 21000 | 0.7743 | 74.8537 | 0.1795 | 0.1901 | 0.1836 | 0.2139 | 0.2291 | 0.2196 | 0.2359 | 0.2543 | 0.2425 | 0.4369 | 0.4820 | 0.4527 | 0.0690 | 0.0833 | 0.0741 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0533 | 2.6069 | 22000 | 0.7732 | 75.3250 | 0.1867 | 0.1945 | 0.1892 | 0.2225 | 0.2336 | 0.2260 | 0.2445 | 0.2586 | 0.2487 | 0.4520 | 0.4864 | 0.4625 | 0.0741 | 0.0842 | 0.0782 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0593 | 2.7254 | 23000 | 0.7703 | 73.9230 | 0.1840 | 0.1960 | 0.1883 | 0.2187 | 0.2363 | 0.2249 | 0.2417 | 0.2620 | 0.2485 | 0.4425 | 0.4910 | 0.4598 | 0.0682 | 0.0833 | 0.0741 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0598 | 2.8439 | 24000 | 0.7676 | 74.0237 | 0.1768 | 0.1885 | 0.1812 | 0.2102 | 0.2270 | 0.2162 | 0.2329 | 0.2544 | 0.2404 | 0.4309 | 0.4827 | 0.4488 | 0.0667 | 0.0833 | 0.0727 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0598 | 2.9624 | 25000 | 0.7560 | 75.5657 | 0.1833 | 0.1930 | 0.1868 | 0.2180 | 0.2324 | 0.2229 | 0.2405 | 0.2577 | 0.2460 | 0.4408 | 0.4847 | 0.4563 | 0.0674 | 0.0822 | 0.0736 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0455 | 3.0809 | 26000 | 0.7762 | 73.8690 | 0.1855 | 0.1981 | 0.1903 | 0.2209 | 0.2393 | 0.2274 | 0.2417 | 0.2647 | 0.2494 | 0.4399 | 0.4923 | 0.4582 | 0.0667 | 0.0870 | 0.0745 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0432 | 3.1994 | 27000 | 0.7745 | 76.2907 | 0.1924 | 0.1990 | 0.1945 | 0.2275 | 0.2376 | 0.2307 | 0.2499 | 0.2624 | 0.2536 | 0.4550 | 0.4899 | 0.4662 | 0.0714 | 0.0833 | 0.0773 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0484 | 3.3179 | 28000 | 0.7690 | 72.3547 | 0.1962 | 0.2073 | 0.1999 | 0.2295 | 0.2453 | 0.2344 | 0.2510 | 0.2706 | 0.2572 | 0.4527 | 0.4978 | 0.4678 | 0.075 | 0.0909 | 0.0816 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0531 | 3.4364 | 29000 | 0.7757 | 75.0303 | 0.1811 | 0.1948 | 0.1855 | 0.2122 | 0.2346 | 0.2184 | 0.2313 | 0.2589 | 0.2388 | 0.4127 | 0.4784 | 0.4316 | 0.0667 | 0.0899 | 0.0769 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0595 | 3.5549 | 30000 | 0.7715 | 74.3621 | 0.1877 | 0.1963 | 0.1904 | 0.2199 | 0.2333 | 0.2238 | 0.2407 | 0.2585 | 0.2457 | 0.4322 | 0.4770 | 0.4462 | 0.0667 | 0.08 | 0.0714 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0459 | 3.6734 | 31000 | 0.7549 | 73.3190 | 0.2038 | 0.2104 | 0.2061 | 0.2388 | 0.2482 | 0.2418 | 0.2610 | 0.2733 | 0.2646 | 0.4665 | 0.5031 | 0.4782 | 0.075 | 0.0909 | 0.08 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0405 | 3.7919 | 32000 | 0.7619 | 72.0673 | 0.2003 | 0.2112 | 0.2043 | 0.2322 | 0.2486 | 0.2379 | 0.2546 | 0.2748 | 0.2612 | 0.4499 | 0.5030 | 0.4673 | 0.0736 | 0.0909 | 0.0789 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0641 | 3.9104 | 33000 | 0.7614 | 78.8262 | 0.1949 | 0.2021 | 0.1972 | 0.2299 | 0.2394 | 0.2324 | 0.2535 | 0.2651 | 0.2565 | 0.4576 | 0.4875 | 0.4661 | 0.0769 | 0.0863 | 0.0795 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0348 | 4.0289 | 34000 | 0.7555 | 73.3336 | 0.2026 | 0.2126 | 0.2060 | 0.2361 | 0.2509 | 0.2409 | 0.2593 | 0.2775 | 0.2648 | 0.4550 | 0.5021 | 0.4692 | 0.08 | 0.0976 | 0.0859 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0274 | 4.1474 | 35000 | 0.7642 | 72.8551 | 0.2024 | 0.2105 | 0.2046 | 0.2375 | 0.2500 | 0.2409 | 0.2605 | 0.2752 | 0.2642 | 0.4651 | 0.5030 | 0.4762 | 0.0769 | 0.0909 | 0.0823 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0283 | 4.2659 | 36000 | 0.7763 | 72.1403 | 0.1977 | 0.2082 | 0.2015 | 0.2315 | 0.2472 | 0.2365 | 0.2528 | 0.2726 | 0.2591 | 0.4541 | 0.5024 | 0.4695 | 0.0714 | 0.0857 | 0.0778 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0399 | 4.3844 | 37000 | 0.7854 | 74.0120 | 0.1920 | 0.2038 | 0.1959 | 0.2243 | 0.2406 | 0.2293 | 0.2436 | 0.2652 | 0.2503 | 0.4284 | 0.4801 | 0.4443 | 0.0698 | 0.0876 | 0.0769 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0387 | 4.5029 | 38000 | 0.7720 | 73.8632 | 0.1955 | 0.2056 | 0.1988 | 0.2276 | 0.2425 | 0.2321 | 0.2484 | 0.2678 | 0.2541 | 0.4360 | 0.4850 | 0.4501 | 0.0667 | 0.0833 | 0.0741 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0398 | 4.6214 | 39000 | 0.7818 | 73.0404 | 0.1973 | 0.2066 | 0.2006 | 0.2300 | 0.2444 | 0.2350 | 0.2513 | 0.2686 | 0.2568 | 0.4435 | 0.4897 | 0.4585 | 0.0714 | 0.0833 | 0.0769 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0451 | 4.7399 | 40000 | 0.7693 | 73.6050 | 0.1984 | 0.2076 | 0.2013 | 0.2310 | 0.2440 | 0.2351 | 0.2516 | 0.2684 | 0.2565 | 0.4456 | 0.4910 | 0.4592 | 0.0714 | 0.0857 | 0.0761 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0356 | 4.8584 | 41000 | 0.7638 | 72.1461 | 0.2012 | 0.2124 | 0.2050 | 0.2336 | 0.2497 | 0.2391 | 0.2546 | 0.2755 | 0.2613 | 0.4497 | 0.5006 | 0.4668 | 0.0714 | 0.0870 | 0.0769 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0488 | 4.9769 | 42000 | 0.7611 | 73.5306 | 0.2018 | 0.2135 | 0.2052 | 0.2322 | 0.2493 | 0.2365 | 0.2516 | 0.2734 | 0.2571 | 0.4358 | 0.4847 | 0.4497 | 0.0714 | 0.0870 | 0.0769 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0229 | 5.0954 | 43000 | 0.7869 | 71.6311 | 0.1964 | 0.2102 | 0.2011 | 0.2297 | 0.2493 | 0.2359 | 0.2521 | 0.2770 | 0.2599 | 0.4452 | 0.5048 | 0.4643 | 0.0667 | 0.0833 | 0.0741 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0193 | 5.2139 | 44000 | 0.7874 | 73.1381 | 0.1910 | 0.2011 | 0.1941 | 0.2235 | 0.2381 | 0.2278 | 0.2449 | 0.2639 | 0.2506 | 0.4389 | 0.4846 | 0.4531 | 0.0667 | 0.0789 | 0.0714 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.017 | 5.3324 | 45000 | 0.7893 | 72.3299 | 0.2054 | 0.2142 | 0.2084 | 0.2385 | 0.2516 | 0.2427 | 0.2595 | 0.2761 | 0.2648 | 0.4590 | 0.5014 | 0.4721 | 0.0769 | 0.0889 | 0.0811 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0328 | 5.4509 | 46000 | 0.7852 | 71.8427 | 0.2061 | 0.2203 | 0.2107 | 0.2370 | 0.2563 | 0.2429 | 0.2560 | 0.2789 | 0.2630 | 0.4445 | 0.5029 | 0.4624 | 0.0741 | 0.1 | 0.0833 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0312 | 5.5694 | 47000 | 0.7928 | 71.9550 | 0.2050 | 0.2179 | 0.2093 | 0.2363 | 0.2545 | 0.2420 | 0.2571 | 0.2800 | 0.2643 | 0.4489 | 0.5039 | 0.4664 | 0.0769 | 0.0938 | 0.0833 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0237 | 5.6879 | 48000 | 0.8031 | 72.7282 | 0.1960 | 0.2083 | 0.2000 | 0.2265 | 0.2458 | 0.2325 | 0.2471 | 0.2722 | 0.2547 | 0.4351 | 0.4962 | 0.4535 | 0.0690 | 0.0870 | 0.0769 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0188 | 5.8064 | 49000 | 0.7896 | 71.9550 | 0.2063 | 0.2194 | 0.2100 | 0.2386 | 0.2570 | 0.2437 | 0.2596 | 0.2828 | 0.2662 | 0.4521 | 0.5083 | 0.4691 | 0.0769 | 0.0960 | 0.0833 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0233 | 5.9249 | 50000 | 0.7852 | 71.9784 | 0.2014 | 0.2166 | 0.2065 | 0.2335 | 0.2555 | 0.2406 | 0.2544 | 0.2818 | 0.2624 | 0.4437 | 0.5105 | 0.4636 | 0.075 | 0.1 | 0.0845 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.031 | 6.0434 | 51000 | 0.7891 | 71.6691 | 0.2062 | 0.2202 | 0.2109 | 0.2378 | 0.2570 | 0.2440 | 0.2585 | 0.2829 | 0.2661 | 0.4486 | 0.5047 | 0.4662 | 0.0769 | 0.0976 | 0.0838 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.032 | 6.1619 | 52000 | 0.8008 | 71.2650 | 0.2024 | 0.2139 | 0.2065 | 0.2340 | 0.2501 | 0.2394 | 0.2566 | 0.2766 | 0.2631 | 0.4560 | 0.5047 | 0.4719 | 0.0714 | 0.0882 | 0.0784 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0204 | 6.2804 | 53000 | 0.8008 | 72.6874 | 0.2026 | 0.2128 | 0.2059 | 0.2341 | 0.2495 | 0.2387 | 0.2555 | 0.2746 | 0.2611 | 0.4502 | 0.4975 | 0.4646 | 0.0745 | 0.0886 | 0.0819 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0163 | 6.3989 | 54000 | 0.8122 | 70.9105 | 0.2079 | 0.2211 | 0.2121 | 0.2401 | 0.2595 | 0.2457 | 0.2625 | 0.2855 | 0.2684 | 0.4587 | 0.5186 | 0.4757 | 0.075 | 0.0938 | 0.0805 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0204 | 6.5174 | 55000 | 0.8111 | 70.8682 | 0.2101 | 0.2221 | 0.2138 | 0.2414 | 0.2589 | 0.2464 | 0.2626 | 0.2858 | 0.2690 | 0.4597 | 0.5157 | 0.4757 | 0.0769 | 0.0938 | 0.0833 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0141 | 6.6359 | 56000 | 0.8157 | 71.3846 | 0.2069 | 0.2178 | 0.2101 | 0.2384 | 0.2548 | 0.2429 | 0.2582 | 0.2794 | 0.2641 | 0.4550 | 0.5082 | 0.4705 | 0.0769 | 0.0909 | 0.0833 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0189 | 6.7544 | 57000 | 0.8207 | 72.3825 | 0.1928 | 0.2090 | 0.1976 | 0.2217 | 0.2451 | 0.2285 | 0.2419 | 0.2711 | 0.2501 | 0.4221 | 0.4896 | 0.4409 | 0.0667 | 0.0909 | 0.0745 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0386 | 6.8729 | 58000 | 0.8028 | 71.5042 | 0.2069 | 0.2184 | 0.2108 | 0.2383 | 0.2564 | 0.2440 | 0.2588 | 0.2807 | 0.2657 | 0.4560 | 0.5107 | 0.4731 | 0.0752 | 0.0952 | 0.0833 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0278 | 6.9913 | 59000 | 0.8132 | 72.1199 | 0.2004 | 0.2140 | 0.2048 | 0.2324 | 0.2517 | 0.2384 | 0.2529 | 0.2769 | 0.2604 | 0.4505 | 0.5054 | 0.4678 | 0.0752 | 0.0909 | 0.0811 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.014 | 7.1098 | 60000 | 0.8227 | 72.0090 | 0.2023 | 0.2161 | 0.2069 | 0.2329 | 0.2521 | 0.2390 | 0.2535 | 0.2780 | 0.2610 | 0.4388 | 0.4956 | 0.4560 | 0.0690 | 0.0909 | 0.0789 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0104 | 7.2283 | 61000 | 0.8247 | 72.1403 | 0.2091 | 0.2207 | 0.2130 | 0.2422 | 0.2595 | 0.2477 | 0.2635 | 0.2856 | 0.2703 | 0.4583 | 0.5091 | 0.4737 | 0.0741 | 0.0930 | 0.0833 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0289 | 7.3468 | 62000 | 0.8288 | 70.4816 | 0.2036 | 0.2162 | 0.2074 | 0.2344 | 0.2541 | 0.2403 | 0.2546 | 0.2794 | 0.2619 | 0.4451 | 0.5038 | 0.4625 | 0.0674 | 0.0909 | 0.0769 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0127 | 7.4653 | 63000 | 0.8241 | 71.0330 | 0.1992 | 0.2133 | 0.2039 | 0.2286 | 0.2495 | 0.2352 | 0.2501 | 0.2753 | 0.2578 | 0.4408 | 0.5020 | 0.4583 | 0.0682 | 0.0889 | 0.0764 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.013 | 7.5838 | 64000 | 0.8328 | 70.9542 | 0.2036 | 0.2173 | 0.2082 | 0.2353 | 0.2555 | 0.2415 | 0.2566 | 0.2815 | 0.2640 | 0.4468 | 0.5059 | 0.4650 | 0.0714 | 0.0909 | 0.0773 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0138 | 7.7023 | 65000 | 0.8349 | 71.8835 | 0.2033 | 0.2174 | 0.2076 | 0.2347 | 0.2548 | 0.2405 | 0.2561 | 0.2807 | 0.2632 | 0.4421 | 0.4999 | 0.4587 | 0.0706 | 0.0938 | 0.0784 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0214 | 7.8208 | 66000 | 0.8438 | 71.7887 | 0.1937 | 0.2096 | 0.1984 | 0.2238 | 0.2455 | 0.2298 | 0.2429 | 0.2696 | 0.2503 | 0.4302 | 0.4921 | 0.4483 | 0.0645 | 0.0857 | 0.0714 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0147 | 7.9393 | 67000 | 0.8226 | 72.1242 | 0.1982 | 0.2110 | 0.2027 | 0.2300 | 0.2491 | 0.2359 | 0.2502 | 0.2744 | 0.2575 | 0.4457 | 0.5060 | 0.4628 | 0.0714 | 0.0909 | 0.08 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0123 | 8.0578 | 68000 | 0.8390 | 71.2081 | 0.1962 | 0.2092 | 0.2005 | 0.2269 | 0.2462 | 0.2329 | 0.2474 | 0.2717 | 0.2548 | 0.4408 | 0.4989 | 0.4581 | 0.0690 | 0.0909 | 0.0769 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0199 | 8.1763 | 69000 | 0.8506 | 71.2037 | 0.2016 | 0.2159 | 0.2065 | 0.2334 | 0.2546 | 0.2405 | 0.2554 | 0.2812 | 0.2639 | 0.4454 | 0.5059 | 0.4642 | 0.0714 | 0.0920 | 0.08 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0142 | 8.2948 | 70000 | 0.8466 | 71.7479 | 0.1961 | 0.2097 | 0.2005 | 0.2269 | 0.2465 | 0.2328 | 0.2477 | 0.2720 | 0.2550 | 0.4427 | 0.4982 | 0.4595 | 0.0667 | 0.0851 | 0.0727 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0088 | 8.4133 | 71000 | 0.8521 | 71.4327 | 0.2006 | 0.2145 | 0.2055 | 0.2314 | 0.2513 | 0.2379 | 0.2521 | 0.2765 | 0.2601 | 0.4450 | 0.5017 | 0.4629 | 0.0714 | 0.0909 | 0.08 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0236 | 8.5318 | 72000 | 0.8526 | 71.3058 | 0.2001 | 0.2128 | 0.2043 | 0.2304 | 0.2499 | 0.2363 | 0.2501 | 0.2739 | 0.2571 | 0.4439 | 0.5016 | 0.4612 | 0.0667 | 0.0882 | 0.0769 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0309 | 8.6503 | 73000 | 0.8573 | 71.1877 | 0.1999 | 0.2153 | 0.2047 | 0.2314 | 0.2541 | 0.2379 | 0.2525 | 0.2799 | 0.2601 | 0.4442 | 0.5084 | 0.4626 | 0.0690 | 0.0945 | 0.0784 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0254 | 8.7688 | 74000 | 0.8557 | 71.7143 | 0.1970 | 0.2098 | 0.2010 | 0.2281 | 0.2474 | 0.2337 | 0.2479 | 0.2715 | 0.2547 | 0.4427 | 0.4993 | 0.4591 | 0.0667 | 0.0870 | 0.0741 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0375 | 8.8873 | 75000 | 0.8542 | 71.6764 | 0.1992 | 0.2129 | 0.2037 | 0.2311 | 0.2520 | 0.2372 | 0.2516 | 0.2775 | 0.2591 | 0.4454 | 0.5045 | 0.4628 | 0.0714 | 0.0952 | 0.0800 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0145 | 9.0058 | 76000 | 0.8554 | 71.2941 | 0.2003 | 0.2143 | 0.2047 | 0.2317 | 0.2527 | 0.2377 | 0.2524 | 0.2777 | 0.2596 | 0.4433 | 0.5026 | 0.4609 | 0.0714 | 0.0909 | 0.0804 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.018 | 9.1243 | 77000 | 0.8606 | 71.8514 | 0.1992 | 0.2124 | 0.2034 | 0.2312 | 0.2512 | 0.2371 | 0.2522 | 0.2765 | 0.2594 | 0.4449 | 0.5017 | 0.4618 | 0.0690 | 0.0882 | 0.0769 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0201 | 9.2428 | 78000 | 0.8604 | 71.2869 | 0.2018 | 0.2149 | 0.2060 | 0.2332 | 0.2535 | 0.2391 | 0.2547 | 0.2795 | 0.2619 | 0.4487 | 0.5062 | 0.4654 | 0.0708 | 0.0909 | 0.0787 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0178 | 9.3613 | 79000 | 0.8602 | 71.1672 | 0.2032 | 0.2161 | 0.2075 | 0.2357 | 0.2561 | 0.2417 | 0.2564 | 0.2810 | 0.2637 | 0.4491 | 0.5075 | 0.4657 | 0.075 | 0.0952 | 0.0822 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.0165 | 9.4798 | 80000 | 0.8604 | 71.2693 | 0.2007 | 0.2145 | 0.2053 | 0.2335 | 0.2550 | 0.2399 | 0.2540 | 0.2794 | 0.2616 | 0.4440 | 0.5023 | 0.4615 | 0.0741 | 0.0909 | 0.0816 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
Framework versions
- Transformers 4.49.0
- Pytorch 2.7.0+cu126
- Datasets 2.12.0
- Tokenizers 0.20.1
- Downloads last month
- 3
Model tree for cantillation/Teamim-tiny_WeightDecay-0.005_Augmented_WithSRT_date-15-05-2025
Base model
openai/whisper-tiny