nureddin123/whisper-small-zb

Whisper Small Turkish

This model is a fine-tuned version of openai/whisper-small on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.6459
• Wer Raw: 54.2373
• Cer Raw: 20.5038
• Wer Norm: 42.1150
• Cer Norm: 17.3217

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: 8
• eval_batch_size: 32
• seed: 42
• optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED 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: 59
• training_steps: 5900

Training results

Training Loss	Epoch	Step	Validation Loss	Wer Raw	Cer Raw	Wer Norm	Cer Norm
4.4787	0.2542	15	4.1455	67.4200	54.2254	53.6178	51.0949
4.6511	0.5085	30	3.5608	67.4200	53.5753	53.8033	50.4773
3.5052	0.7627	45	2.8438	64.2185	51.4085	50.6494	48.3436
2.8224	1.0169	60	2.0137	102.0716	60.6176	88.3117	52.0213
1.8618	1.2712	75	1.5016	101.6949	48.0769	86.6419	38.7142
1.6319	1.5254	90	1.2497	88.1356	39.7075	70.8720	31.9764
1.3046	1.7797	105	1.1558	89.0772	42.0639	70.5009	34.3627
1.0947	2.0339	120	1.0795	84.5574	40.1138	66.7904	32.8186
0.9995	2.2881	135	1.0231	83.0508	39.1658	66.2338	31.8360
0.9269	2.5424	150	0.9885	83.6158	39.1387	65.8627	31.8922
0.8710	2.7966	165	0.9376	80.6026	38.0282	64.9351	31.1623
0.8736	3.0508	180	0.9096	80.7910	37.9469	64.7495	30.9657
0.7283	3.3051	195	0.8746	54.6139	19.2579	38.4045	15.6934
0.7112	3.5593	210	0.8394	55.3672	18.6891	37.8479	14.9354
0.6581	3.8136	225	0.7759	51.9774	18.3369	37.4768	14.9916
0.6036	4.0678	240	0.7468	51.9774	18.4453	37.8479	15.2162
0.5459	4.3220	255	0.7254	52.1657	18.2828	37.8479	15.0477
0.5001	4.5763	270	0.7094	52.1657	18.1203	36.9202	14.8793
0.4779	4.8305	285	0.6911	51.9774	18.3640	37.6623	15.2162
0.4363	5.0847	300	0.6571	52.3540	18.5265	38.9610	15.3004
0.3565	5.3390	315	0.6443	52.1657	19.1495	38.9610	15.9742
0.3526	5.5932	330	0.6217	51.6008	17.6598	37.1058	14.5143
0.3672	5.8475	345	0.5959	49.9058	17.7681	36.9202	14.7108
0.2761	6.1017	360	0.5799	51.0358	18.2828	37.6623	15.1600
0.2713	6.3559	375	0.5856	51.9774	19.0683	38.5900	15.9742
0.2342	6.6102	390	0.5632	52.3540	18.9599	39.3321	15.9742
0.2755	6.8644	405	0.5564	52.7307	18.3099	38.5900	15.1881
0.2444	7.1186	420	0.5572	51.0358	18.3099	38.4045	15.3565
0.1842	7.3729	435	0.5537	51.0358	18.1744	38.2189	15.1319
0.1880	7.6271	450	0.5497	51.4124	18.7161	39.1466	15.7215
0.1727	7.8814	465	0.5477	51.2241	18.5265	39.3321	15.7777
0.1577	8.1356	480	0.5530	51.0358	18.8516	38.7755	15.9742
0.1342	8.3898	495	0.5640	51.4124	18.7432	39.7032	15.9461
0.1385	8.6441	510	0.5367	50.8475	18.7703	39.7032	16.1988
0.1524	8.8983	525	0.5371	50.8475	18.6891	39.1466	15.9180
0.1261	9.1525	540	0.5277	52.1657	18.9599	39.7032	16.0865
0.0997	9.4068	555	0.5465	51.4124	19.6641	40.0742	16.8445
0.1111	9.6610	570	0.5475	49.7175	18.9870	38.9610	16.2268
0.1135	9.9153	585	0.5670	50.2825	18.7974	39.1466	16.0303
0.0916	10.1695	600	0.5420	51.2241	19.1495	39.8887	16.4795
0.0899	10.4237	615	0.5441	51.0358	19.3391	39.7032	16.6199
0.0745	10.6780	630	0.5592	51.0358	18.7974	39.1466	15.9742
0.0819	10.9322	645	0.5531	52.7307	20.0163	40.6308	17.2375
0.0623	11.1864	660	0.5468	52.5424	19.7996	40.4453	17.0129
0.0726	11.4407	675	0.5469	51.9774	19.8537	39.8887	17.0691
0.0533	11.6949	690	0.5579	51.7891	19.9621	39.5176	17.0691
0.0553	11.9492	705	0.5812	52.5424	19.4204	39.5176	16.5076
0.0624	12.2034	720	0.5478	50.8475	19.6371	39.5176	16.9287
0.0461	12.4576	735	0.5636	50.4708	19.2308	39.5176	16.4795
0.0458	12.7119	750	0.5751	52.7307	19.4475	39.5176	16.4795
0.0473	12.9661	765	0.5708	51.9774	19.9621	40.0742	17.0691
0.0385	13.2203	780	0.5509	50.4708	19.6641	40.0742	16.9568
0.0334	13.4746	795	0.5582	49.9058	18.7703	38.7755	15.7215
0.0367	13.7288	810	0.5693	50.0942	19.3120	38.9610	16.5637
0.0360	13.9831	825	0.5721	51.7891	19.3933	39.1466	16.5357
0.0339	14.2373	840	0.5723	49.7175	18.3099	38.2189	15.2723
0.0250	14.4915	855	0.5635	49.7175	18.6620	38.0334	15.6092
0.0275	14.7458	870	0.5756	50.6591	19.6371	39.1466	16.8725
0.0243	15.0	885	0.5692	49.1525	18.8245	37.6623	15.8338
0.0213	15.2542	900	0.5904	49.3409	19.0683	37.6623	16.0584
0.0237	15.5085	915	0.6002	50.4708	19.4475	38.7755	16.7322
0.0204	15.7627	930	0.5830	50.6591	19.7183	39.3321	16.9568
0.0195	16.0169	945	0.5860	49.1525	18.7432	38.0334	15.9180
0.0193	16.2712	960	0.5964	49.9058	19.5016	38.4045	16.5076
0.0161	16.5254	975	0.5908	50.8475	19.6371	38.9610	16.5357
0.0137	16.7797	990	0.5829	49.5292	19.3120	38.4045	16.2549
0.0162	17.0339	1005	0.5922	50.8475	20.3684	40.2597	17.5463
0.0155	17.2881	1020	0.5955	50.0942	19.2037	38.4045	16.1145
0.0129	17.5424	1035	0.6129	51.2241	19.0953	39.3321	15.9461
0.0110	17.7966	1050	0.6065	51.6008	19.4475	39.1466	16.2268
0.0131	18.0508	1065	0.6039	50.6591	19.4745	38.4045	16.3953
0.0108	18.3051	1080	0.6138	50.4708	18.9599	37.8479	15.8057
0.0100	18.5593	1095	0.6040	51.7891	19.7996	39.3321	16.5918
0.0109	18.8136	1110	0.6165	50.6591	19.1495	38.5900	16.0584
0.0100	19.0678	1125	0.6022	50.4708	19.3391	38.4045	16.1145
0.0092	19.3220	1140	0.6186	51.4124	19.6100	39.1466	16.4795
0.0107	19.5763	1155	0.6042	51.4124	19.9892	39.5176	16.8445
0.0091	19.8305	1170	0.6178	52.5424	20.0433	40.8163	16.9287
0.0088	20.0847	1185	0.6125	51.6008	19.5287	38.9610	16.2830
0.0096	20.3390	1200	0.6185	52.9190	19.7454	40.6308	16.5918
0.0081	20.5932	1215	0.6221	52.9190	19.7454	40.8163	16.6480
0.0079	20.8475	1230	0.6204	52.9190	19.6371	40.8163	16.5918
0.0083	21.1017	1245	0.6186	52.7307	19.9621	40.6308	16.9006
0.0079	21.3559	1260	0.6174	53.8606	19.9892	41.3729	16.7602
0.0080	21.6102	1275	0.6166	53.6723	19.9892	41.5584	16.8725
0.0085	21.8644	1290	0.6208	52.7307	20.0975	40.6308	16.8164
0.0075	22.1186	1305	0.6268	53.2957	20.2871	41.3729	17.1533
0.0077	22.3729	1320	0.6265	52.5424	19.7725	40.6308	16.5637
0.0071	22.6271	1335	0.6235	53.4840	20.0163	41.5584	16.7602
0.0078	22.8814	1350	0.6228	52.5424	19.6641	40.6308	16.5918
0.0073	23.1356	1365	0.6300	52.9190	19.9350	41.0019	16.8164
0.0069	23.3898	1380	0.6249	52.9190	19.8537	40.6308	16.6480
0.0074	23.6441	1395	0.6258	53.1073	19.9350	41.1874	16.8445
0.0069	23.8983	1410	0.6266	53.2957	19.6641	41.5584	16.5357
0.0069	24.1525	1425	0.6271	53.1073	19.6641	41.0019	16.5357
0.0068	24.4068	1440	0.6297	53.4840	19.7996	41.7440	16.5918
0.0072	24.6610	1455	0.6274	52.9190	19.7725	40.6308	16.5637
0.0073	24.9153	1470	0.6300	53.1073	19.6371	41.0019	16.4795
0.0064	25.1695	1485	0.6282	53.1073	19.7725	41.1874	16.6480
0.0067	25.4237	1500	0.6308	53.2957	19.6912	41.3729	16.5076
0.0072	25.6780	1515	0.6306	52.5424	19.9079	41.0019	16.8164
0.0063	25.9322	1530	0.6316	53.6723	19.9350	41.3729	16.8445
0.0070	26.1864	1545	0.6316	53.1073	19.8537	41.3729	16.7322
0.0060	26.4407	1560	0.6308	52.9190	20.5580	40.8163	17.4060
0.0061	26.6949	1575	0.6316	52.9190	43.4453	40.8163	41.0724
0.0065	26.9492	1590	0.6332	53.4840	20.4225	41.7440	17.2656
0.0063	27.2034	1605	0.6370	52.9190	19.9621	40.8163	16.7883
0.0060	27.4576	1620	0.6323	53.2957	20.1517	41.5584	16.9848
0.0067	27.7119	1635	0.6307	53.1073	20.5850	41.0019	17.4340
0.0061	27.9661	1650	0.6325	53.2957	20.3954	41.7440	17.2094
0.0056	28.2203	1665	0.6385	53.8606	20.5309	42.3006	17.4060
0.0058	28.4746	1680	0.6393	53.1073	19.7725	41.3729	16.6199
0.0061	28.7288	1695	0.6337	52.9190	19.8537	41.7440	16.7883
0.0066	28.9831	1710	0.6326	54.0490	20.4225	41.9295	17.2094
0.0061	29.2373	1725	0.6346	53.4840	20.4767	41.7440	17.2656
0.0059	29.4915	1740	0.6365	53.2957	20.0433	41.5584	16.9006
0.0065	29.7458	1755	0.6360	54.6139	20.0975	42.1150	16.8445
0.0057	30.0	1770	0.6359	53.6723	20.6121	41.9295	17.4902
0.0058	30.2542	1785	0.6359	53.2957	20.1788	41.3729	17.0971
0.0058	30.5085	1800	0.6353	54.2373	20.9101	42.4861	17.5744
0.0065	30.7627	1815	0.6367	54.2373	20.1517	42.1150	16.8725
0.0053	31.0169	1830	0.6360	53.6723	20.1246	41.7440	17.0129
0.0057	31.2712	1845	0.6384	52.9190	19.8808	41.1874	16.7602
0.0059	31.5254	1860	0.6392	52.9190	20.3684	40.8163	17.2375
0.0059	31.7797	1875	0.6362	54.4256	20.3954	42.8571	17.2375
0.0060	32.0339	1890	0.6372	54.0490	20.7205	41.5584	17.6305
0.0058	32.2881	1905	0.6369	54.2373	20.0433	41.7440	16.7602
0.0058	32.5424	1920	0.6409	53.8606	20.8288	42.4861	17.5744
0.0054	32.7966	1935	0.6380	54.0490	20.5038	42.4861	17.3217
0.0056	33.0508	1950	0.6368	53.6723	19.9621	41.9295	16.9568
0.0055	33.3051	1965	0.6395	54.2373	19.9350	41.1874	16.6480
0.0053	33.5593	1980	0.6398	53.4840	19.8267	40.8163	16.6480
0.0058	33.8136	1995	0.6371	53.6723	20.1517	41.9295	17.0129
0.0056	34.0678	2010	0.6411	53.2957	19.8808	41.1874	16.6760
0.0053	34.3220	2025	0.6394	53.6723	39.8429	41.9295	37.5070
0.0057	34.5763	2040	0.6384	53.1073	19.7996	41.1874	16.5918
0.0054	34.8305	2055	0.6393	53.6723	20.6392	42.1150	17.3779
0.0058	35.0847	2070	0.6353	53.6723	20.3142	41.9295	17.2094
0.0056	35.3390	2085	0.6418	54.4256	20.2871	41.7440	16.9006
0.0054	35.5932	2100	0.6386	53.8606	20.6392	41.5584	17.4621
0.0055	35.8475	2115	0.6394	53.8606	20.8830	41.3729	17.7148
0.0061	36.1017	2130	0.6417	54.4256	20.6392	41.7440	17.3779
0.0049	36.3559	2145	0.6413	53.2957	20.3413	40.8163	17.1252
0.0053	36.6102	2160	0.6426	54.0490	20.4767	41.9295	17.2937
0.0056	36.8644	2175	0.6412	52.9190	20.3954	41.0019	17.3217
0.0053	37.1186	2190	0.6374	53.1073	20.6663	41.5584	17.6025
0.0053	37.3729	2205	0.6392	54.8023	20.8830	41.9295	17.6305
0.0057	37.6271	2220	0.6413	54.2373	20.5850	42.3006	17.4060
0.0053	37.8814	2235	0.6401	53.8606	20.7205	42.1150	17.5463
0.0055	38.1356	2250	0.6392	53.6723	20.8017	42.1150	17.6586
0.0051	38.3898	2265	0.6398	54.2373	20.9372	41.9295	17.7428
0.0057	38.6441	2280	0.6393	53.8606	20.3954	41.7440	17.2094
0.0048	38.8983	2295	0.6420	53.8606	20.1246	41.5584	16.8725
0.0056	39.1525	2310	0.6441	54.4256	20.0433	41.7440	16.8164
0.0053	39.4068	2325	0.6446	53.8606	20.5038	42.3006	17.3217
0.0053	39.6610	2340	0.6442	54.9906	20.6663	42.8571	17.4060
0.0055	39.9153	2355	0.6418	54.6139	20.6934	42.1150	17.4340
0.0050	40.1695	2370	0.6421	53.4840	20.6121	42.1150	17.5463
0.0056	40.4237	2385	0.6458	54.4256	19.9621	41.9295	16.5918
0.0049	40.6780	2400	0.6432	54.2373	20.3142	42.6716	17.0691
0.0050	40.9322	2415	0.6430	54.4256	20.3142	41.9295	17.0410
0.0052	41.1864	2430	0.6437	53.8606	19.8537	41.1874	16.5637
0.0056	41.4407	2445	0.6446	53.1073	20.3413	41.0019	17.2094
0.0052	41.6949	2460	0.6415	53.6723	20.2329	41.9295	17.0691
0.0047	41.9492	2475	0.6449	53.2957	19.9350	41.3729	16.7602
0.0050	42.2034	2490	0.6413	53.6723	20.0704	41.0019	16.7322
0.0053	42.4576	2505	0.6422	53.8606	20.3684	42.1150	17.2094
0.0049	42.7119	2520	0.6426	54.4256	20.5309	42.4861	17.3217
0.0055	42.9661	2535	0.6433	53.2957	20.2600	41.5584	17.0691
0.0050	43.2203	2550	0.6468	53.8606	20.4496	41.9295	17.2375
0.0050	43.4746	2565	0.6453	54.6139	20.2329	42.3006	16.9848
0.0053	43.7288	2580	0.6434	55.3672	21.2080	43.7848	17.8832
0.0054	43.9831	2595	0.6458	53.6723	20.0975	41.5584	16.8725
0.0053	44.2373	2610	0.6456	52.9190	19.7725	41.1874	16.5918
0.0050	44.4915	2625	0.6423	53.8606	20.3954	41.5584	17.1533
0.0050	44.7458	2640	0.6425	53.4840	20.1788	41.5584	16.9568
0.0052	45.0	2655	0.6436	54.4256	20.4767	42.1150	17.2937
0.0053	45.2542	2670	0.6426	53.8606	20.5038	42.1150	17.3217
0.0051	45.5085	2685	0.6435	55.5556	21.0455	43.0427	17.8271
0.0049	45.7627	2700	0.6435	53.8606	20.4767	42.1150	17.3498
0.0052	46.0169	2715	0.6448	53.6723	20.7205	42.1150	17.4902
0.0050	46.2712	2730	0.6424	55.7439	21.0997	43.9703	17.9113
0.0046	46.5254	2745	0.6412	53.1073	20.0975	41.0019	17.0129
0.0055	46.7797	2760	0.6458	54.0490	20.6121	42.3006	17.4060
0.0052	47.0339	2775	0.6444	53.8606	20.0975	41.9295	16.9006
0.0058	47.2881	2790	0.6462	54.0490	20.2059	42.1150	16.9568
0.0049	47.5424	2805	0.6431	54.0490	20.1517	41.5584	16.8445
0.0047	47.7966	2820	0.6466	53.8606	20.6392	41.7440	17.4902
0.0045	48.0508	2835	0.6432	55.7439	21.4789	43.9703	18.2762
0.0053	48.3051	2850	0.6434	53.2957	20.1788	41.3729	16.9287
0.0051	48.5593	2865	0.6406	55.9322	20.9101	43.2282	17.4621
0.0050	48.8136	2880	0.6436	54.2373	20.5038	41.3729	17.2937
0.0047	49.0678	2895	0.6461	54.0490	20.1246	42.3006	16.9006
0.0052	49.3220	2910	0.6439	53.4840	20.4225	41.5584	17.2375
0.0050	49.5763	2925	0.6476	54.8023	20.9913	43.2282	17.7148
0.0048	49.8305	2940	0.6436	54.0490	20.4767	42.4861	17.2656
0.0054	50.0847	2955	0.6466	55.1789	20.5850	42.1150	17.2656
0.0051	50.3390	2970	0.6439	54.2373	20.2059	41.3729	16.8725
0.0050	50.5932	2985	0.6460	54.4256	20.2329	42.6716	16.9568
0.0050	50.8475	3000	0.6441	54.4256	20.5038	43.0427	17.2094
0.0047	51.1017	3015	0.6460	54.2373	20.4225	41.9295	17.1252
0.0049	51.3559	3030	0.6440	55.1789	20.8017	42.3006	17.4621
0.0052	51.6102	3045	0.6454	54.2373	20.6121	42.3006	17.3498
0.0051	51.8644	3060	0.6433	54.2373	20.5580	42.1150	17.3498
0.0049	52.1186	3075	0.6452	53.6723	20.2059	41.1874	16.9006
0.0048	52.3729	3090	0.6431	54.8023	20.1788	42.8571	16.9006
0.0049	52.6271	3105	0.6460	53.4840	20.1517	41.7440	16.9848
0.0050	52.8814	3120	0.6448	53.2957	19.8808	40.8163	16.7322
0.0053	53.1356	3135	0.6438	55.1789	20.5309	42.3006	17.1252
0.0049	53.3898	3150	0.6450	53.6723	20.4767	42.1150	17.3217
0.0051	53.6441	3165	0.6434	53.8606	20.2600	41.7440	17.0410
0.0051	53.8983	3180	0.6451	54.4256	19.9892	41.9295	16.6760
0.0047	54.1525	3195	0.6433	54.8023	20.4767	42.3006	17.1814
0.0051	54.4068	3210	0.6446	54.0490	20.3142	41.7440	17.0410
0.0047	54.6610	3225	0.6441	54.2373	20.3413	42.1150	17.1252
0.0049	54.9153	3240	0.6436	54.6139	20.8830	42.6716	17.5744
0.0055	55.1695	3255	0.6426	56.8738	21.2893	43.9703	17.9113
0.0047	55.4237	3270	0.6443	55.5556	20.6934	42.6716	17.2656
0.0049	55.6780	3285	0.6462	53.6723	20.0975	41.0019	16.9006
0.0051	55.9322	3300	0.6460	54.9906	21.0997	43.0427	17.8551
0.0051	56.1864	3315	0.6448	55.7439	20.6934	43.0427	17.4060
0.0049	56.4407	3330	0.6460	54.6139	20.3413	41.5584	16.9568
0.0048	56.6949	3345	0.6448	53.2957	20.4225	41.7440	17.2375
0.0049	56.9492	3360	0.6467	54.6139	20.6663	42.6716	17.4340
0.0055	57.2034	3375	0.6449	54.2373	20.4767	42.3006	17.2656
0.0048	57.4576	3390	0.6439	54.4256	20.8559	42.3006	17.6867
0.0046	57.7119	3405	0.6426	54.4256	20.6121	42.3006	17.4621
0.0050	57.9661	3420	0.6454	52.9190	19.6912	40.6308	16.5357
0.0046	58.2203	3435	0.6459	54.6139	21.3705	42.8571	18.1920
0.0050	58.4746	3450	0.6438	55.1789	21.3164	43.2282	18.1640
0.0053	58.7288	3465	0.6444	54.2373	20.5580	42.4861	17.2937
0.0048	58.9831	3480	0.6451	54.4256	20.6663	42.4861	17.4060
0.0048	59.2373	3495	0.6435	53.8606	20.2059	41.1874	16.9568
0.0049	59.4915	3510	0.6425	54.8023	20.8017	42.8571	17.5463
0.0051	59.7458	3525	0.6471	54.2373	19.7996	41.3729	16.4795
0.0051	60.0	3540	0.6432	55.1789	21.2622	43.2282	17.9955
0.0047	60.2542	3555	0.6448	54.8023	20.6121	42.1150	17.2656
0.0049	60.5085	3570	0.6446	55.1789	21.1809	43.0427	18.0236
0.0050	60.7627	3585	0.6457	54.9906	20.3413	41.9295	17.0129
0.0053	61.0169	3600	0.6454	54.0490	20.5850	41.9295	17.2937
0.0046	61.2712	3615	0.6460	54.0490	20.8288	42.1150	17.6586
0.0053	61.5254	3630	0.6453	53.8606	20.5038	42.1150	17.4060
0.0050	61.7797	3645	0.6444	52.9190	19.9892	41.1874	16.8164
0.0049	62.0339	3660	0.6442	54.6139	20.8830	42.8571	17.7148
0.0046	62.2881	3675	0.6455	55.7439	21.4247	43.9703	18.1359
0.0049	62.5424	3690	0.6458	53.8606	20.3684	42.1150	17.0971
0.0052	62.7966	3705	0.6444	54.9906	21.3705	43.0427	18.0517
0.0052	63.0508	3720	0.6457	54.4256	20.6392	42.3006	17.4340
0.0051	63.3051	3735	0.6449	53.6723	20.0433	41.1874	16.8164
0.0052	63.5593	3750	0.6449	54.0490	20.6934	41.7440	17.4060
0.0046	63.8136	3765	0.6454	54.2373	20.5580	42.3006	17.3217
0.0051	64.0678	3780	0.6443	55.7439	21.5060	43.4137	18.2762
0.0048	64.3220	3795	0.6435	53.8606	20.1788	41.7440	16.9568
0.0047	64.5763	3810	0.6468	54.8023	21.0184	43.0427	17.7990
0.0048	64.8305	3825	0.6461	54.6139	20.5309	42.1150	17.2375
0.0052	65.0847	3840	0.6443	54.4256	20.3413	42.1150	17.0410
0.0046	65.3390	3855	0.6424	54.6139	20.6934	42.6716	17.4060
0.0048	65.5932	3870	0.6429	54.0490	20.3413	42.4861	17.0410
0.0051	65.8475	3885	0.6434	54.2373	20.4496	42.4861	17.1533
0.0050	66.1017	3900	0.6457	53.6723	19.9350	41.1874	16.6480
0.0053	66.3559	3915	0.6440	54.8023	20.9642	43.2282	17.7990
0.0052	66.6102	3930	0.6427	53.8606	20.2329	41.1874	17.0410
0.0046	66.8644	3945	0.6447	53.6723	20.2871	41.3729	17.0129
0.0046	67.1186	3960	0.6436	54.8023	20.5850	42.3006	17.3779
0.0046	67.3729	3975	0.6429	54.8023	20.6663	42.8571	17.3779
0.0053	67.6271	3990	0.6439	54.4256	20.6934	42.6716	17.4902
0.0049	67.8814	4005	0.6452	54.6139	21.0997	42.4861	17.7990
0.0048	68.1356	4020	0.6436	55.3672	21.4518	43.5993	18.2482
0.0046	68.3898	4035	0.6445	55.5556	21.2893	43.5993	18.0797
0.0051	68.6441	4050	0.6437	53.8606	20.2600	41.9295	16.9568
0.0049	68.8983	4065	0.6434	55.1789	21.0726	43.4137	17.9113
0.0053	69.1525	4080	0.6457	55.1789	21.1268	43.0427	17.9113
0.0051	69.4068	4095	0.6448	53.6723	20.2329	42.1150	17.0691
0.0051	69.6610	4110	0.6455	54.6139	20.4767	42.4861	17.2656
0.0046	69.9153	4125	0.6464	55.1789	20.8559	42.3006	17.4902
0.0043	70.1695	4140	0.6457	56.8738	21.6956	43.7848	18.2482
0.0053	70.4237	4155	0.6480	55.1789	21.5601	43.0427	18.3605
0.0044	70.6780	4170	0.6458	54.9906	21.3976	43.0427	18.1640
0.0051	70.9322	4185	0.6460	54.2373	20.7746	42.4861	17.5463
0.0049	71.1864	4200	0.6455	55.9322	21.4247	43.9703	18.1640
0.0049	71.4407	4215	0.6439	54.8023	20.7476	42.8571	17.6025
0.0050	71.6949	4230	0.6468	54.4256	20.4225	42.3006	17.2094
0.0048	71.9492	4245	0.6454	53.6723	20.0704	41.7440	16.9006
0.0049	72.2034	4260	0.6477	54.0490	20.4767	41.9295	17.2656
0.0046	72.4576	4275	0.6470	55.5556	21.0455	43.0427	17.7709
0.0052	72.7119	4290	0.6468	55.1789	21.2351	43.0427	17.9955
0.0050	72.9661	4305	0.6470	55.7439	21.3434	43.7848	18.0517
0.0042	73.2203	4320	0.6464	53.2957	20.1788	41.3729	16.9287
0.0051	73.4746	4335	0.6471	53.8606	20.3142	41.9295	17.0691
0.0049	73.7288	4350	0.6456	55.5556	21.4518	43.2282	18.1920
0.0052	73.9831	4365	0.6436	53.1073	19.7183	41.3729	16.5918
0.0051	74.2373	4380	0.6443	55.5556	21.1538	43.4137	17.8832
0.0049	74.4915	4395	0.6455	54.9906	21.0184	42.8571	17.8271
0.0045	74.7458	4410	0.6436	53.6723	20.6121	41.5584	17.4340
0.0050	75.0	4425	0.6443	53.8606	20.5580	41.9295	17.4060
0.0049	75.2542	4440	0.6463	55.5556	21.3705	43.4137	18.1640
0.0049	75.5085	4455	0.6468	54.8023	20.9913	42.8571	17.8271
0.0050	75.7627	4470	0.6458	54.9906	20.9101	43.0427	17.7428
0.0049	76.0169	4485	0.6455	54.8023	20.6663	42.6716	17.4902
0.0055	76.2712	4500	0.6445	53.8606	20.5850	42.1150	17.5182
0.0046	76.5254	4515	0.6464	53.8606	20.4767	42.3006	17.2094
0.0048	76.7797	4530	0.6451	54.6139	21.1538	42.8571	17.8832
0.0047	77.0339	4545	0.6458	53.2957	19.7996	41.5584	16.6199
0.0045	77.2881	4560	0.6473	54.0490	20.2329	41.5584	16.9848
0.0056	77.5424	4575	0.6449	53.8606	19.9892	41.3729	16.7602
0.0048	77.7966	4590	0.6447	54.9906	21.1268	43.0427	17.8832
0.0048	78.0508	4605	0.6423	53.6723	20.1246	41.5584	16.8445
0.0051	78.3051	4620	0.6461	54.0490	20.4767	42.3006	17.2375
0.0050	78.5593	4635	0.6445	53.4840	20.0163	41.7440	16.7322
0.0048	78.8136	4650	0.6435	53.8606	20.3684	42.1150	17.0971
0.0050	79.0678	4665	0.6473	55.3672	20.5580	42.4861	17.1814
0.0047	79.3220	4680	0.6427	56.3089	21.4518	43.4137	18.1359
0.0053	79.5763	4695	0.6432	53.8606	20.5850	42.1150	17.4060
0.0048	79.8305	4710	0.6456	55.1789	20.5850	42.1150	17.3217
0.0050	80.0847	4725	0.6448	54.2373	20.3684	42.4861	17.1252
0.0043	80.3390	4740	0.6430	54.8023	21.0184	42.8571	17.7428
0.0049	80.5932	4755	0.6433	53.6723	19.8267	41.1874	16.6760
0.0052	80.8475	4770	0.6451	55.5556	21.3434	43.5993	18.0797
0.0050	81.1017	4785	0.6450	54.8023	20.6934	42.4861	17.4060
0.0053	81.3559	4800	0.6465	55.7439	21.3705	43.0427	18.0236
0.0048	81.6102	4815	0.6430	54.9906	21.3705	42.8571	18.1078
0.0047	81.8644	4830	0.6444	54.4256	21.0455	42.8571	17.9955
0.0049	82.1186	4845	0.6438	54.4256	20.5309	42.3006	17.2094
0.0049	82.3729	4860	0.6441	53.6723	20.2059	40.8163	16.9848
0.0047	82.6271	4875	0.6445	55.3672	21.3976	43.7848	18.1920
0.0050	82.8814	4890	0.6447	54.0490	20.3954	42.1150	17.1533
0.0044	83.1356	4905	0.6414	54.9906	21.0726	43.2282	17.8832
0.0048	83.3898	4920	0.6462	54.6139	20.8017	43.2282	17.6025
0.0050	83.6441	4935	0.6458	53.4840	20.0433	41.7440	16.8445
0.0051	83.8983	4950	0.6464	56.3089	21.3434	43.0427	17.9955
0.0052	84.1525	4965	0.6457	54.2373	20.4496	42.1150	17.1814
0.0046	84.4068	4980	0.6473	55.5556	21.3434	43.5993	18.1359
0.0050	84.6610	4995	0.6418	53.2957	19.9350	41.0019	16.7322
0.0047	84.9153	5010	0.6440	53.8606	20.6392	42.8571	17.4902
0.0051	85.1695	5025	0.6467	54.9906	21.3705	43.4137	18.1640
0.0044	85.4237	5040	0.6431	54.2373	20.5309	42.3006	17.3779
0.0054	85.6780	5055	0.6457	53.8606	20.5580	41.9295	17.4340
0.0048	85.9322	5070	0.6460	54.8023	20.6663	42.4861	17.3217
0.0053	86.1864	5085	0.6437	54.6139	20.6121	42.1150	17.2937
0.0046	86.4407	5100	0.6453	55.7439	21.3434	43.9703	18.2201
0.0048	86.6949	5115	0.6466	55.1789	21.2080	43.0427	17.9674
0.0050	86.9492	5130	0.6443	55.1789	21.2622	43.2282	18.0517
0.0049	87.2034	5145	0.6482	53.6723	20.0704	41.5584	16.7602
0.0052	87.4576	5160	0.6444	54.4256	20.4496	42.1150	17.2375
0.0048	87.7119	5175	0.6465	54.9906	21.1538	43.2282	17.9955
0.0048	87.9661	5190	0.6452	54.4256	20.5580	42.6716	17.3498
0.0049	88.2203	5205	0.6424	54.8023	20.8830	43.0427	17.5744
0.0048	88.4746	5220	0.6470	54.4256	20.4767	42.4861	17.1814
0.0049	88.7288	5235	0.6474	54.9906	20.9913	42.4861	17.7990
0.0048	88.9831	5250	0.6453	54.2373	20.4767	41.7440	17.2094
0.0047	89.2373	5265	0.6463	54.9906	20.9372	42.3006	17.7148
0.0049	89.4915	5280	0.6451	55.7439	21.1809	43.5993	17.9394
0.0050	89.7458	5295	0.6450	55.1789	21.2080	43.4137	18.0236
0.0050	90.0	5310	0.6462	54.6139	20.6663	42.6716	17.3779
0.0046	90.2542	5325	0.6467	54.2373	20.8017	42.3006	17.5463
0.0047	90.5085	5340	0.6443	56.1205	21.1809	43.4137	17.8551
0.0051	90.7627	5355	0.6474	54.4256	20.3413	41.7440	17.0971
0.0050	91.0169	5370	0.6467	55.5556	21.2080	43.2282	17.8832
0.0049	91.2712	5385	0.6449	53.6723	19.9892	41.7440	16.8164
0.0053	91.5254	5400	0.6445	55.3672	21.2622	43.2282	18.0236
0.0047	91.7797	5415	0.6437	53.6723	19.9079	41.3729	16.7041
0.0048	92.0339	5430	0.6449	56.1205	21.5060	43.4137	18.3043
0.0048	92.2881	5445	0.6454	55.3672	21.4247	43.4137	18.1359
0.0050	92.5424	5460	0.6450	55.5556	21.1809	43.2282	17.9113
0.0048	92.7966	5475	0.6460	54.4256	20.5309	42.1150	17.3498
0.0049	93.0508	5490	0.6452	55.5556	21.0455	42.8571	17.7709
0.0047	93.3051	5505	0.6441	54.4256	20.6121	42.4861	17.3217
0.0049	93.5593	5520	0.6436	54.2373	20.2871	41.7440	16.9287
0.0051	93.8136	5535	0.6450	56.3089	21.3976	43.2282	18.1078
0.0049	94.0678	5550	0.6444	53.6723	20.7205	41.7440	17.6025
0.0050	94.3220	5565	0.6449	54.8023	21.0726	43.0427	17.9394
0.0050	94.5763	5580	0.6450	55.3672	21.3434	43.4137	18.0517
0.0048	94.8305	5595	0.6441	54.9906	21.0726	41.9295	17.8832
0.0050	95.0847	5610	0.6446	54.4256	20.3413	41.5584	17.0691
0.0049	95.3390	5625	0.6449	54.0490	20.0975	41.5584	16.8445
0.0045	95.5932	5640	0.6439	53.8606	20.4225	41.5584	17.1814
0.0050	95.8475	5655	0.6458	55.5556	21.0184	43.0427	17.8271
0.0048	96.1017	5670	0.6472	53.4840	20.3413	41.3729	17.0129
0.0049	96.3559	5685	0.6445	55.5556	21.2351	42.8571	17.9394
0.0049	96.6102	5700	0.6460	53.8606	20.3954	42.3006	17.2094
0.0048	96.8644	5715	0.6454	54.6139	20.5580	42.1150	17.2656
0.0050	97.1186	5730	0.6441	54.8023	21.2622	42.8571	18.1359
0.0048	97.3729	5745	0.6439	54.9906	21.2080	42.4861	18.0236
0.0049	97.6271	5760	0.6455	54.9906	21.0184	41.9295	17.8271
0.0051	97.8814	5775	0.6456	52.9190	20.6392	41.0019	17.5463
0.0047	98.1356	5790	0.6464	54.9906	21.1538	43.0427	17.9674
0.0047	98.3898	5805	0.6455	54.4256	21.0184	42.1150	17.8551
0.0052	98.6441	5820	0.6447	54.6139	20.8559	42.1150	17.6025
0.0049	98.8983	5835	0.6447	54.8023	20.7746	42.8571	17.4902
0.0050	99.1525	5850	0.6441	54.8023	20.9642	42.3006	17.7990
0.0045	99.4068	5865	0.6450	54.8023	21.3434	42.4861	18.0517
0.0050	99.6610	5880	0.6459	56.3089	21.5872	43.7848	18.2762
0.0051	99.9153	5895	0.6452	54.2373	20.5038	42.1150	17.3217
0.0051	100.0	5900	0.6459	54.2373	20.5038	42.1150	17.3217

Framework versions

• Transformers 5.10.2
• Pytorch 2.11.0+cu128
• Datasets 5.0.0
• Tokenizers 0.22.2