test-wav2vec2-darija-marocain-test-2000

This model is a fine-tuned version of facebook/wav2vec2-xls-r-300m on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.5147
• Wer: 0.4618

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: 2
• eval_batch_size: 2
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• lr_scheduler_warmup_steps: 1000
• num_epochs: 40
• mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Wer
50.9173	0.0529	50	352.3058	1.0
55.5695	0.1058	100	351.5425	1.0
52.869	0.1587	150	348.8471	1.0
43.0056	0.2116	200	342.2682	1.0002
46.0986	0.2646	250	332.3549	1.0
41.6012	0.3175	300	319.7312	1.0
37.9	0.3704	350	302.1096	1.0
45.8701	0.4233	400	273.1196	1.0
48.8598	0.4762	450	224.2161	1.0
33.5424	0.5291	500	187.8729	1.0
35.2726	0.5820	550	164.1400	1.0
33.0621	0.6349	600	148.4571	1.0
25.9516	0.6878	650	136.8148	1.0
26.7189	0.7407	700	127.0652	1.0
23.076	0.7937	750	118.2947	1.0
19.2985	0.8466	800	109.7884	1.0
15.7239	0.8995	850	101.8203	1.0
16.7982	0.9524	900	94.2880	1.0
13.7514	1.0053	950	86.5401	1.0
14.8201	1.0582	1000	79.1039	1.0
10.5739	1.1111	1050	71.5335	1.0
12.397	1.1640	1100	64.4186	1.0
11.7317	1.2169	1150	57.8840	1.0
9.6132	1.2698	1200	51.8076	1.0
8.9763	1.3228	1250	46.1356	1.0
8.4258	1.3757	1300	40.9047	1.0
6.4401	1.4286	1350	36.1367	1.0
6.1931	1.4815	1400	31.9445	1.0
5.6327	1.5344	1450	28.1693	1.0
5.6656	1.5873	1500	25.0023	1.0
5.1661	1.6402	1550	22.2335	1.0
4.4988	1.6931	1600	19.8801	1.0
4.1478	1.7460	1650	18.3858	1.0
4.44	1.7989	1700	16.9579	1.0
4.1395	1.8519	1750	15.6086	1.0
3.9894	1.9048	1800	14.7546	1.0
3.8185	1.9577	1850	14.0110	1.0
3.4643	2.0106	1900	14.5562	1.0
3.3683	2.0635	1950	13.9789	1.0
3.3645	2.1164	2000	13.9489	1.0
3.3404	2.1693	2050	13.2605	1.0
3.3072	2.2222	2100	13.3760	1.0
3.3142	2.2751	2150	13.1298	1.0
3.2642	2.3280	2200	12.9777	1.0
3.2919	2.3810	2250	13.4184	1.0
3.2802	2.4339	2300	12.6522	1.0
3.266	2.4868	2350	13.1762	1.0
3.2758	2.5397	2400	12.7732	1.0
3.2677	2.5926	2450	12.2820	1.0
3.2739	2.6455	2500	12.2081	1.0
3.2533	2.6984	2550	11.8023	1.0
3.2693	2.7513	2600	11.8314	1.0
3.263	2.8042	2650	11.9619	1.0
3.3607	2.8571	2700	12.1397	1.0
3.2433	2.9101	2750	11.4060	1.0
3.2935	2.9630	2800	10.8753	1.0
3.2795	3.0159	2850	10.6475	1.0
3.2028	3.0688	2900	10.3419	1.0
3.4227	3.1217	2950	10.1292	1.0
3.6766	3.1746	3000	10.1492	1.0
3.3543	3.2275	3050	9.8217	1.0
3.2821	3.2804	3100	9.4607	1.0
3.2408	3.3333	3150	9.3509	1.0
3.2275	3.3862	3200	9.0632	1.0
3.173	3.4392	3250	9.0114	1.0
3.2065	3.4921	3300	9.0689	1.0
3.202	3.5450	3350	8.9524	1.0
3.2343	3.5979	3400	8.7051	1.0
3.2738	3.6508	3450	8.5362	1.0
3.1466	3.7037	3500	8.4445	1.0
3.1921	3.7566	3550	8.3398	1.0
3.3093	3.8095	3600	8.1017	1.0
3.1682	3.8624	3650	8.1375	1.0
3.151	3.9153	3700	8.0542	1.0
3.2108	3.9683	3750	7.7511	1.0
3.4033	4.0212	3800	7.5691	1.0
3.166	4.0741	3850	7.5595	1.0
3.1457	4.1270	3900	7.4165	1.0
3.1884	4.1799	3950	7.3287	1.0
3.186	4.2328	4000	7.3175	1.0
3.1182	4.2857	4050	7.3465	1.0
3.2151	4.3386	4100	7.2220	1.0
3.1093	4.3915	4150	7.2073	1.0
3.0984	4.4444	4200	7.1452	1.0
3.112	4.4974	4250	7.1921	1.0
3.1996	4.5503	4300	7.1905	1.0
3.2044	4.6032	4350	6.9751	1.0
3.2336	4.6561	4400	7.0406	1.0
3.0878	4.7090	4450	7.0410	1.0
3.0309	4.7619	4500	6.9193	1.0
3.2088	4.8148	4550	6.8365	1.0
3.2078	4.8677	4600	6.9344	1.0
3.1045	4.9206	4650	6.7444	1.0
3.0883	4.9735	4700	6.6990	1.0
3.0283	5.0265	4750	6.6801	1.0
3.0326	5.0794	4800	6.6248	1.0
3.1917	5.1323	4850	6.5637	1.0
3.0981	5.1852	4900	6.4384	1.0
3.0938	5.2381	4950	6.3916	1.0
3.0566	5.2910	5000	6.3601	1.0
3.008	5.3439	5050	6.3624	1.0
3.0931	5.3968	5100	6.3520	1.0
3.0794	5.4497	5150	6.3374	1.0
3.1996	5.5026	5200	6.1742	1.0
3.0443	5.5556	5250	6.0856	1.0
3.1457	5.6085	5300	6.0573	1.0
3.0198	5.6614	5350	5.9944	1.0
3.0196	5.7143	5400	5.8602	1.0
2.993	5.7672	5450	5.8611	1.0
2.9935	5.8201	5500	5.7478	1.0
3.1045	5.8730	5550	5.6770	1.0
3.0191	5.9259	5600	5.6720	1.0
2.9899	5.9788	5650	5.6427	1.0
2.9712	6.0317	5700	5.4795	1.0
2.9854	6.0847	5750	5.4335	1.0
2.9545	6.1376	5800	5.3287	1.0
3.0383	6.1905	5850	5.3615	1.0
2.9651	6.2434	5900	5.2120	1.0
2.9377	6.2963	5950	5.0351	1.0
2.9021	6.3492	6000	4.8778	1.0
2.9083	6.4021	6050	4.8448	1.0
2.8888	6.4550	6100	4.7181	1.0
2.9299	6.5079	6150	4.6082	1.0
2.8495	6.5608	6200	4.4999	1.0
2.8609	6.6138	6250	4.3855	1.0
2.8523	6.6667	6300	4.2950	1.0
2.8024	6.7196	6350	4.1744	1.0
2.8205	6.7725	6400	4.0530	1.0
2.8028	6.8254	6450	3.9471	1.0
2.7227	6.8783	6500	3.8528	1.0
2.7039	6.9312	6550	3.7380	1.0
2.6501	6.9841	6600	3.6450	1.0
2.6854	7.0370	6650	3.5557	1.0
2.6631	7.0899	6700	3.4663	1.0
2.6193	7.1429	6750	3.3678	1.0
2.471	7.1958	6800	3.3160	0.9998
2.5163	7.2487	6850	3.2188	0.9990
2.5503	7.3016	6900	3.1408	0.9990
2.501	7.3545	6950	3.0733	0.9993
2.4395	7.4074	7000	3.0056	0.9998
2.7359	7.4603	7050	2.9209	0.9998
2.4496	7.5132	7100	2.8622	0.9990
2.3165	7.5661	7150	2.8039	0.9990
2.3149	7.6190	7200	2.7423	0.9990
2.367	7.6720	7250	2.6976	0.9990
2.3327	7.7249	7300	2.6547	0.9990
2.2958	7.7778	7350	2.6139	0.9970
2.2908	7.8307	7400	2.5622	0.9958
2.2841	7.8836	7450	2.5162	0.9943
2.073	7.9365	7500	2.4671	0.9970
2.1639	7.9894	7550	2.4361	0.9859
2.0929	8.0423	7600	2.3828	0.9834
2.2008	8.0952	7650	2.3425	0.9712
2.1716	8.1481	7700	2.3062	0.9765
2.1639	8.2011	7750	2.2589	0.9432
2.1858	8.2540	7800	2.2108	0.9613
1.9054	8.3069	7850	2.1842	0.9323
2.1549	8.3598	7900	2.1365	0.9435
2.1004	8.4127	7950	2.1011	0.9355
1.9239	8.4656	8000	2.0767	0.9241
2.0861	8.5185	8050	2.0473	0.9118
1.8903	8.5714	8100	1.9986	0.9388
1.9838	8.6243	8150	1.9801	0.9254
1.9337	8.6772	8200	1.9586	0.9068
1.7396	8.7302	8250	1.9179	0.9048
1.8821	8.7831	8300	1.8887	0.8959
2.0581	8.8360	8350	1.8657	0.8927
1.9541	8.8889	8400	1.8327	0.9028
2.0776	8.9418	8450	1.8455	0.8699
1.8411	8.9947	8500	1.7962	0.9038
1.9038	9.0476	8550	1.7797	0.8505
1.7332	9.1005	8600	1.7667	0.8585
2.0192	9.1534	8650	1.7170	0.8686
1.8949	9.2063	8700	1.7009	0.8448
1.7639	9.2593	8750	1.6908	0.8409
1.9396	9.3122	8800	1.6652	0.8731
1.877	9.3651	8850	1.6460	0.8446
1.763	9.4180	8900	1.6263	0.8376
1.8788	9.4709	8950	1.6210	0.8076
1.7026	9.5238	9000	1.5907	0.8128
1.8325	9.5767	9050	1.5677	0.8032
1.6577	9.6296	9100	1.5440	0.8128
1.6059	9.6825	9150	1.5357	0.7997
1.8548	9.7354	9200	1.5168	0.8176
1.5882	9.7884	9250	1.4981	0.7923
1.5245	9.8413	9300	1.4672	0.7975
1.4508	9.8942	9350	1.4685	0.7608
1.5063	9.9471	9400	1.4330	0.7697
1.6711	10.0	9450	1.4184	0.7705
1.6591	10.0529	9500	1.4135	0.7774
1.374	10.1058	9550	1.4003	0.7593
1.5707	10.1587	9600	1.3873	0.7702
1.3512	10.2116	9650	1.3710	0.7593
1.5056	10.2646	9700	1.3489	0.7484
1.4525	10.3175	9750	1.3353	0.7402
1.8187	10.3704	9800	1.3233	0.7486
1.5114	10.4233	9850	1.3126	0.7427
1.56	10.4762	9900	1.2990	0.7305
1.7279	10.5291	9950	1.2780	0.7499
1.4998	10.5820	10000	1.2665	0.7494
1.4292	10.6349	10050	1.2485	0.7484
1.403	10.6878	10100	1.2483	0.7407
1.4316	10.7407	10150	1.2919	0.7357
1.5983	10.7937	10200	1.2327	0.7281
1.3406	10.8466	10250	1.2099	0.7323
1.605	10.8995	10300	1.1958	0.7400
1.4413	10.9524	10350	1.2004	0.7343
1.3439	11.0053	10400	1.1753	0.7100
1.419	11.0582	10450	1.1632	0.7090
1.4805	11.1111	10500	1.1502	0.7181
1.3678	11.1640	10550	1.1366	0.7038
1.3069	11.2169	10600	1.1394	0.7085
1.3518	11.2698	10650	1.1194	0.7003
1.4736	11.3228	10700	1.1004	0.6961
1.4113	11.3757	10750	1.0948	0.6951
1.6029	11.4286	10800	1.0909	0.6867
1.6477	11.4815	10850	1.0731	0.6976
1.5339	11.5344	10900	1.0579	0.6924
1.0928	11.5873	10950	1.0435	0.6812
1.4437	11.6402	11000	1.0337	0.6877
1.4358	11.6931	11050	1.0317	0.6777
1.5504	11.7460	11100	1.0309	0.6869
1.5499	11.7989	11150	1.0330	0.6824
1.6105	11.8519	11200	1.0208	0.6720
1.2592	11.9048	11250	1.0117	0.6750
1.2025	11.9577	11300	1.0103	0.6686
1.5889	12.0106	11350	1.0246	0.6683
1.3005	12.0635	11400	0.9823	0.6792
1.3814	12.1164	11450	0.9861	0.6720
1.3587	12.1693	11500	0.9940	0.6696
1.4608	12.2222	11550	0.9730	0.6594
1.3026	12.2751	11600	0.9580	0.6584
1.2773	12.3280	11650	0.9486	0.6552
1.506	12.3810	11700	0.9411	0.6646
1.5172	12.4339	11750	0.9354	0.6492
1.2654	12.4868	11800	0.9253	0.6490
1.5109	12.5397	11850	0.9287	0.6485
1.2706	12.5926	11900	0.9357	0.6544
1.3075	12.6455	11950	0.9227	0.6415
1.3027	12.6984	12000	0.9024	0.6428
1.4191	12.7513	12050	0.8982	0.6453
1.4226	12.8042	12100	0.8974	0.6433
1.2872	12.8571	12150	0.8846	0.6418
1.1919	12.9101	12200	0.9016	0.6331
1.2436	12.9630	12250	0.8841	0.6378
1.3794	13.0159	12300	0.8956	0.6279
1.0742	13.0688	12350	0.9136	0.6349
1.2301	13.1217	12400	0.8803	0.6321
1.3937	13.1746	12450	0.8744	0.6314
1.7483	13.2275	12500	0.8986	0.6301
1.1136	13.2804	12550	0.8663	0.6368
1.4478	13.3333	12600	0.8566	0.6292
1.4298	13.3862	12650	0.8599	0.6277
1.3108	13.4392	12700	0.8452	0.6321
1.275	13.4921	12750	0.8451	0.6262
1.2493	13.5450	12800	0.8589	0.6257
1.5952	13.5979	12850	0.8454	0.6428
1.0825	13.6508	12900	0.8340	0.6321
1.187	13.7037	12950	0.8484	0.6237
1.2479	13.7566	13000	0.8363	0.6249
1.1219	13.8095	13050	0.8224	0.6182
1.3257	13.8624	13100	0.8252	0.6180
1.3291	13.9153	13150	0.8253	0.6210
1.3485	13.9683	13200	0.8332	0.6135
1.2767	14.0212	13250	0.8314	0.6125
1.1375	14.0741	13300	0.8108	0.6088
1.3615	14.1270	13350	0.8269	0.6076
1.1547	14.1799	13400	0.8147	0.6071
1.1313	14.2328	13450	0.8344	0.6086
1.3225	14.2857	13500	0.8072	0.6130
1.3812	14.3386	13550	0.8142	0.6140
1.0904	14.3915	13600	0.7927	0.6026
1.0213	14.4444	13650	0.7971	0.6083
0.9898	14.4974	13700	0.7840	0.6061
1.2046	14.5503	13750	0.7903	0.5964
1.3909	14.6032	13800	0.7880	0.6078
1.2534	14.6561	13850	0.7879	0.6031
1.212	14.7090	13900	0.8039	0.6063
1.3654	14.7619	13950	0.7785	0.5954
1.243	14.8148	14000	0.7836	0.5880
1.1632	14.8677	14050	0.7760	0.5962
1.2265	14.9206	14100	0.7737	0.5882
1.0796	14.9735	14150	0.7821	0.5992
0.9403	15.0265	14200	0.7780	0.6450
0.8996	15.0794	14250	0.7727	0.5897
1.145	15.1323	14300	0.7637	0.5878
1.0755	15.1852	14350	0.7618	0.5858
1.1022	15.2381	14400	0.7479	0.5942
0.8827	15.2910	14450	0.7542	0.6001
1.2412	15.3439	14500	0.7449	0.5825
1.0959	15.3968	14550	0.7450	0.5850
0.9564	15.4497	14600	0.7382	0.5875
1.0199	15.5026	14650	0.7450	0.5821
0.9432	15.5556	14700	0.7368	0.5813
1.0172	15.6085	14750	0.7523	0.5759
1.2177	15.6614	14800	0.7468	0.5801
0.9695	15.7143	14850	0.7389	0.5773
0.9961	15.7672	14900	0.7205	0.5875
0.9772	15.8201	14950	0.7429	0.5778
1.0301	15.8730	15000	0.7228	0.5749
1.131	15.9259	15050	0.7306	0.5759
1.1396	15.9788	15100	0.7134	0.5756
1.0361	16.0317	15150	0.7180	0.5702
1.1278	16.0847	15200	0.7106	0.5734
1.047	16.1376	15250	0.7142	0.5798
1.027	16.1905	15300	0.7343	0.5711
0.922	16.2434	15350	0.7154	0.5726
0.8972	16.2963	15400	0.7216	0.5741
0.9843	16.3492	15450	0.7006	0.5657
0.864	16.4021	15500	0.7052	0.5744
1.0166	16.4550	15550	0.7092	0.5949
0.9898	16.5079	15600	0.7151	0.5833
1.0627	16.5608	15650	0.7099	0.5667
1.1114	16.6138	15700	0.6997	0.5699
0.9591	16.6667	15750	0.6899	0.5687
0.9774	16.7196	15800	0.6963	0.5672
0.9424	16.7725	15850	0.6891	0.5597
0.9033	16.8254	15900	0.6879	0.5689
0.9403	16.8783	15950	0.6891	0.5702
1.112	16.9312	16000	0.6913	0.5595
0.9316	16.9841	16050	0.6841	0.5682
1.0215	17.0370	16100	0.6879	0.5694
0.9235	17.0899	16150	0.6875	0.5721
0.8509	17.1429	16200	0.6868	0.5635
0.8095	17.1958	16250	0.6828	0.5751
1.0301	17.2487	16300	0.6849	0.5493
0.9656	17.3016	16350	0.6801	0.5709
0.9491	17.3545	16400	0.6774	0.5659
0.9607	17.4074	16450	0.6901	0.5540
0.9143	17.4603	16500	0.6831	0.5513
0.8142	17.5132	16550	0.6926	0.5483
0.9668	17.5661	16600	0.6749	0.5506
0.9406	17.6190	16650	0.6735	0.5535
0.9724	17.6720	16700	0.6717	0.5570
1.1943	17.7249	16750	0.6682	0.5588
0.7748	17.7778	16800	0.6719	0.5498
0.9083	17.8307	16850	0.6664	0.5392
0.9983	17.8836	16900	0.6723	0.5424
0.9319	17.9365	16950	0.6673	0.5469
0.8263	17.9894	17000	0.6817	0.5483
1.1684	18.0423	17050	0.6623	0.5473
1.0576	18.0952	17100	0.6676	0.5387
1.0361	18.1481	17150	0.6564	0.5461
0.9534	18.2011	17200	0.6640	0.5553
0.9802	18.2540	17250	0.6556	0.5503
0.8982	18.3069	17300	0.6553	0.5667
0.82	18.3598	17350	0.6567	0.5627
0.8278	18.4127	17400	0.6571	0.5526
0.8266	18.4656	17450	0.6514	0.5407
0.8869	18.5185	17500	0.6528	0.5449
0.7027	18.5714	17550	0.6799	0.5372
1.0399	18.6243	17600	0.6532	0.5382
0.8255	18.6772	17650	0.6713	0.5367
0.9784	18.7302	17700	0.6457	0.5441
0.9882	18.7831	17750	0.6429	0.5506
0.8942	18.8360	17800	0.6459	0.5337
0.9677	18.8889	17850	0.6561	0.5382
0.8096	18.9418	17900	0.6493	0.5275
0.8676	18.9947	17950	0.6461	0.5352
1.0499	19.0476	18000	0.6455	0.5347
0.9484	19.1005	18050	0.6534	0.5372
1.075	19.1534	18100	0.6449	0.5332
0.9508	19.2063	18150	0.6446	0.5335
0.9131	19.2593	18200	0.6432	0.5332
0.8203	19.3122	18250	0.6397	0.5310
1.3269	19.3651	18300	0.6331	0.5307
0.6683	19.4180	18350	0.6407	0.5253
0.9522	19.4709	18400	0.6408	0.5332
1.0057	19.5238	18450	0.6427	0.5300
0.88	19.5767	18500	0.6391	0.5263
0.894	19.6296	18550	0.6362	0.5268
0.9556	19.6825	18600	0.6404	0.5181
0.7025	19.7354	18650	0.6305	0.5203
0.7464	19.7884	18700	0.6424	0.5253
1.1864	19.8413	18750	0.6387	0.5476
0.7779	19.8942	18800	0.6354	0.5335
0.9627	19.9471	18850	0.6261	0.5387
0.8493	20.0	18900	0.6459	0.5464
1.2064	20.0529	18950	0.6352	0.5330
0.8523	20.1058	19000	0.6312	0.5454
0.8384	20.1587	19050	0.6286	0.5280
1.1728	20.2116	19100	0.6332	0.5216
0.9589	20.2646	19150	0.6282	0.5300
0.8884	20.3175	19200	0.6312	0.5270
0.9468	20.3704	19250	0.6277	0.5293
0.8162	20.4233	19300	0.6227	0.5203
0.9176	20.4762	19350	0.6200	0.5354
0.6674	20.5291	19400	0.6224	0.5226
0.896	20.5820	19450	0.6264	0.5293
1.0864	20.6349	19500	0.6176	0.5260
0.6851	20.6878	19550	0.6202	0.5350
0.9811	20.7407	19600	0.6172	0.5238
0.8669	20.7937	19650	0.6166	0.5293
0.9672	20.8466	19700	0.6125	0.5404
1.0502	20.8995	19750	0.6180	0.5268
0.6032	20.9524	19800	0.6144	0.5255
0.7824	21.0053	19850	0.6137	0.5226
1.0351	21.0582	19900	0.6149	0.5161
0.9414	21.1111	19950	0.6139	0.5283
0.8948	21.1640	20000	0.6068	0.5260
0.8634	21.2169	20050	0.6068	0.5186
0.9911	21.2698	20100	0.6133	0.5223
0.7862	21.3228	20150	0.6119	0.5228
1.2753	21.3757	20200	0.6155	0.5121
0.9159	21.4286	20250	0.6187	0.5196
1.1465	21.4815	20300	0.6117	0.5117
1.1182	21.5344	20350	0.6120	0.5174
0.7286	21.5873	20400	0.6067	0.5124
0.9758	21.6402	20450	0.6087	0.5089
1.0312	21.6931	20500	0.6069	0.5218
0.7308	21.7460	20550	0.6108	0.5196
0.9364	21.7989	20600	0.6052	0.5302
1.1328	21.8519	20650	0.6081	0.5354
0.8116	21.9048	20700	0.6035	0.5307
0.8813	21.9577	20750	0.6065	0.5238
0.7757	22.0106	20800	0.6050	0.5178
1.2016	22.0635	20850	0.6039	0.5198
1.0443	22.1164	20900	0.6038	0.5097
1.1274	22.1693	20950	0.6010	0.5156
0.8748	22.2222	21000	0.6052	0.5112
1.0106	22.2751	21050	0.6053	0.5069
1.1125	22.3280	21100	0.5969	0.5186
1.088	22.3810	21150	0.5946	0.5112
1.0705	22.4339	21200	0.5969	0.5114
1.0971	22.4868	21250	0.5952	0.5121
0.8861	22.5397	21300	0.5952	0.5062
0.9011	22.5926	21350	0.5980	0.5104
1.0692	22.6455	21400	0.5926	0.5166
0.9437	22.6984	21450	0.5864	0.5097
1.0426	22.7513	21500	0.5925	0.5099
1.151	22.8042	21550	0.5967	0.5077
0.9679	22.8571	21600	0.5970	0.5057
0.9601	22.9101	21650	0.5903	0.5074
0.9215	22.9630	21700	0.5928	0.5069
0.8719	23.0159	21750	0.5875	0.5169
1.0343	23.0688	21800	0.5875	0.5010
1.0831	23.1217	21850	0.5907	0.5293
0.9897	23.1746	21900	0.5921	0.5055
1.0469	23.2275	21950	0.5874	0.5156
1.1753	23.2804	22000	0.5890	0.5062
1.0459	23.3333	22050	0.5872	0.5146
1.0211	23.3862	22100	0.5827	0.5134
0.9847	23.4392	22150	0.5834	0.5181
1.2215	23.4921	22200	0.5891	0.5092
0.8687	23.5450	22250	0.5939	0.5087
0.8449	23.5979	22300	0.5861	0.5235
0.982	23.6508	22350	0.5898	0.5055
1.1046	23.7037	22400	0.5922	0.5030
0.8747	23.7566	22450	0.5955	0.4990
1.1772	23.8095	22500	0.5860	0.5050
0.9807	23.8624	22550	0.5894	0.5084
0.9075	23.9153	22600	0.5977	0.4933
1.0238	23.9683	22650	0.5827	0.4950
0.7723	24.0212	22700	0.5834	0.4918
0.8252	24.0741	22750	0.5779	0.5169
0.7998	24.1270	22800	0.5889	0.4931
0.9339	24.1799	22850	0.5788	0.5045
0.9974	24.2328	22900	0.5847	0.4960
0.8841	24.2857	22950	0.5795	0.4993
0.9094	24.3386	23000	0.5797	0.4978
1.0367	24.3915	23050	0.5776	0.4998
1.0224	24.4444	23100	0.5804	0.4975
1.0199	24.4974	23150	0.5735	0.5164
0.7457	24.5503	23200	0.5774	0.4866
0.8707	24.6032	23250	0.5740	0.5064
0.8339	24.6561	23300	0.5801	0.4931
0.8277	24.7090	23350	0.5762	0.4953
1.0034	24.7619	23400	0.5782	0.4903
0.8354	24.8148	23450	0.5724	0.4975
0.9234	24.8677	23500	0.5701	0.5069
1.1173	24.9206	23550	0.5722	0.4975
1.0671	24.9735	23600	0.5707	0.5020
0.8259	25.0265	23650	0.5693	0.5074
0.7336	25.0794	23700	0.5640	0.4988
0.7542	25.1323	23750	0.5646	0.5010
0.7521	25.1852	23800	0.5710	0.4955
0.6383	25.2381	23850	0.5666	0.4970
0.781	25.2910	23900	0.5679	0.4938
0.6665	25.3439	23950	0.5625	0.5074
0.8066	25.3968	24000	0.5804	0.4886
0.6907	25.4497	24050	0.5688	0.5042
0.8964	25.5026	24100	0.5804	0.4960
0.8401	25.5556	24150	0.5723	0.5072
0.7842	25.6085	24200	0.5688	0.5208
0.7673	25.6614	24250	0.5767	0.4936
0.8904	25.7143	24300	0.5685	0.4965
0.742	25.7672	24350	0.5707	0.4933
0.7319	25.8201	24400	0.5710	0.4831
0.9841	25.8730	24450	0.5719	0.4841
0.6763	25.9259	24500	0.5749	0.4792
0.6462	25.9788	24550	0.5737	0.4928
0.7812	26.0317	24600	0.5698	0.4819
0.7035	26.0847	24650	0.5668	0.4908
0.7439	26.1376	24700	0.5700	0.4921
0.7845	26.1905	24750	0.5718	0.4926
0.6598	26.2434	24800	0.5719	0.4893
0.7309	26.2963	24850	0.5684	0.4901
0.7553	26.3492	24900	0.5717	0.4854
0.7018	26.4021	24950	0.5645	0.4866
0.6679	26.4550	25000	0.5718	0.4841
0.6562	26.5079	25050	0.5677	0.4968
0.7085	26.5608	25100	0.5711	0.4844
0.5543	26.6138	25150	0.5635	0.4866
1.1012	26.6667	25200	0.5612	0.4931
0.7227	26.7196	25250	0.5677	0.4970
1.0655	26.7725	25300	0.5564	0.4916
0.8484	26.8254	25350	0.5557	0.4943
0.8089	26.8783	25400	0.5611	0.4824
0.7628	26.9312	25450	0.5581	0.4913
0.6203	26.9841	25500	0.5586	0.4980
0.6067	27.0370	25550	0.5656	0.4888
0.5829	27.0899	25600	0.5660	0.4874
0.5695	27.1429	25650	0.5620	0.4913
0.6859	27.1958	25700	0.5669	0.4948
0.627	27.2487	25750	0.5669	0.4945
0.697	27.3016	25800	0.5629	0.4978
0.7442	27.3545	25850	0.5631	0.4953
0.7855	27.4074	25900	0.5634	0.4784
0.7435	27.4603	25950	0.5639	0.4903
0.764	27.5132	26000	0.5607	0.4854
0.5932	27.5661	26050	0.5631	0.4760
0.7103	27.6190	26100	0.5655	0.4918
0.662	27.6720	26150	0.5647	0.4784
0.8536	27.7249	26200	0.5609	0.4901
0.683	27.7778	26250	0.5584	0.4826
0.7064	27.8307	26300	0.5577	0.4908
0.6621	27.8836	26350	0.5565	0.4921
0.6618	27.9365	26400	0.5582	0.4787
1.0697	27.9894	26450	0.5513	0.4913
0.9711	28.0423	26500	0.5575	0.4757
0.6491	28.0952	26550	0.5567	0.4926
0.6634	28.1481	26600	0.5586	0.4836
0.7077	28.2011	26650	0.5576	0.4876
0.9031	28.2540	26700	0.5546	0.4807
0.8108	28.3069	26750	0.5517	0.4891
0.8186	28.3598	26800	0.5543	0.4893
0.9956	28.4127	26850	0.5566	0.4879
1.0751	28.4656	26900	0.5530	0.4908
0.6977	28.5185	26950	0.5489	0.4903
0.7834	28.5714	27000	0.5546	0.4933
0.8196	28.6243	27050	0.5543	0.4767
0.7565	28.6772	27100	0.5511	0.4901
0.7869	28.7302	27150	0.5542	0.4839
0.5869	28.7831	27200	0.5520	0.4883
0.8299	28.8360	27250	0.5499	0.4772
0.731	28.8889	27300	0.5499	0.4928
0.8046	28.9418	27350	0.5518	0.4839
0.6723	28.9947	27400	0.5518	0.4938
0.7275	29.0476	27450	0.5551	0.4869
0.7091	29.1005	27500	0.5522	0.4859
0.8173	29.1534	27550	0.5478	0.4822
0.8014	29.2063	27600	0.5506	0.4831
0.5331	29.2593	27650	0.5524	0.4787
0.6742	29.3122	27700	0.5531	0.4826
0.7311	29.3651	27750	0.5530	0.4955
0.8209	29.4180	27800	0.5522	0.4881
0.7984	29.4709	27850	0.5521	0.4735
0.7154	29.5238	27900	0.5484	0.4849
0.9414	29.5767	27950	0.5491	0.4760
0.9171	29.6296	28000	0.5502	0.4750
1.1563	29.6825	28050	0.5448	0.4881
0.7143	29.7354	28100	0.5447	0.4769
0.8155	29.7884	28150	0.5437	0.4817
1.2352	29.8413	28200	0.5471	0.4745
0.8221	29.8942	28250	0.5474	0.4928
0.6748	29.9471	28300	0.5469	0.4854
0.5749	30.0	28350	0.5418	0.4896
0.4879	30.0529	28400	0.5438	0.4737
0.7005	30.1058	28450	0.5419	0.4799
0.7757	30.1587	28500	0.5457	0.4792
0.5331	30.2116	28550	0.5433	0.4817
0.7742	30.2646	28600	0.5420	0.4943
0.4972	30.3175	28650	0.5403	0.4804
0.5674	30.3704	28700	0.5392	0.4787
0.6923	30.4233	28750	0.5389	0.4710
0.6239	30.4762	28800	0.5397	0.4715
0.8679	30.5291	28850	0.5376	0.4866
0.5721	30.5820	28900	0.5395	0.4856
0.4909	30.6349	28950	0.5372	0.4787
0.6075	30.6878	29000	0.5403	0.4690
0.7912	30.7407	29050	0.5366	0.4807
0.8435	30.7937	29100	0.5393	0.4720
0.5916	30.8466	29150	0.5385	0.4730
0.7653	30.8995	29200	0.5389	0.4745
0.6684	30.9524	29250	0.5346	0.4789
0.6244	31.0053	29300	0.5330	0.4740
0.8853	31.0582	29350	0.5299	0.4834
0.8342	31.1111	29400	0.5393	0.4698
0.7901	31.1640	29450	0.5376	0.4717
0.7509	31.2169	29500	0.5380	0.4727
0.8363	31.2698	29550	0.5381	0.4695
0.8074	31.3228	29600	0.5382	0.4705
0.9759	31.3757	29650	0.5392	0.4792
0.6869	31.4286	29700	0.5372	0.4844
0.767	31.4815	29750	0.5356	0.4747
0.7423	31.5344	29800	0.5333	0.4698
0.7612	31.5873	29850	0.5355	0.4722
0.6701	31.6402	29900	0.5370	0.4735
0.9236	31.6931	29950	0.5377	0.4660
0.7847	31.7460	30000	0.5355	0.4750
0.7272	31.7989	30050	0.5352	0.4725
0.5104	31.8519	30100	0.5350	0.4767
0.5883	31.9048	30150	0.5376	0.4717
0.8908	31.9577	30200	0.5383	0.4725
0.9556	32.0106	30250	0.5404	0.4757
0.8567	32.0635	30300	0.5351	0.4784
0.8472	32.1164	30350	0.5375	0.4856
1.1135	32.1693	30400	0.5372	0.4886
0.9817	32.2222	30450	0.5322	0.4898
0.8559	32.2751	30500	0.5351	0.4834
0.8678	32.3280	30550	0.5343	0.4762
1.1011	32.3810	30600	0.5335	0.4700
0.7477	32.4339	30650	0.5326	0.4710
0.75	32.4868	30700	0.5348	0.4695
0.8925	32.5397	30750	0.5305	0.4802
1.0378	32.5926	30800	0.5299	0.4809
1.025	32.6455	30850	0.5319	0.4707
0.9184	32.6984	30900	0.5319	0.4690
0.7885	32.7513	30950	0.5309	0.4712
0.793	32.8042	31000	0.5305	0.4680
0.8588	32.8571	31050	0.5289	0.4663
0.861	32.9101	31100	0.5327	0.4690
1.0096	32.9630	31150	0.5313	0.4673
0.8429	33.0159	31200	0.5279	0.4683
0.9708	33.0688	31250	0.5275	0.4688
0.9605	33.1217	31300	0.5287	0.4690
0.8607	33.1746	31350	0.5296	0.4705
0.7512	33.2275	31400	0.5332	0.4673
0.948	33.2804	31450	0.5325	0.4626
0.8175	33.3333	31500	0.5308	0.4720
1.072	33.3862	31550	0.5318	0.4638
1.1763	33.4392	31600	0.5287	0.4650
0.8759	33.4921	31650	0.5283	0.4660
1.0111	33.5450	31700	0.5258	0.4603
0.8538	33.5979	31750	0.5259	0.4665
1.0716	33.6508	31800	0.5261	0.4710
0.8145	33.7037	31850	0.5236	0.4693
0.7731	33.7566	31900	0.5220	0.4688
0.9177	33.8095	31950	0.5250	0.4670
1.0421	33.8624	32000	0.5227	0.4678
1.0762	33.9153	32050	0.5194	0.4737
0.8802	33.9683	32100	0.5198	0.4668
1.0449	34.0212	32150	0.5198	0.4675
1.0467	34.0741	32200	0.5209	0.4658
0.9762	34.1270	32250	0.5198	0.4670
0.6116	34.1799	32300	0.5228	0.4735
0.9605	34.2328	32350	0.5246	0.4720
0.761	34.2857	32400	0.5221	0.4725
0.7798	34.3386	32450	0.5221	0.4670
0.7939	34.3915	32500	0.5192	0.4690
0.9103	34.4444	32550	0.5199	0.4633
0.7039	34.4974	32600	0.5176	0.4653
0.6451	34.5503	32650	0.5178	0.4633
0.696	34.6032	32700	0.5162	0.4655
0.7013	34.6561	32750	0.5171	0.4638
0.6596	34.7090	32800	0.5164	0.4732
0.8473	34.7619	32850	0.5188	0.4675
1.0039	34.8148	32900	0.5182	0.4655
0.7207	34.8677	32950	0.5172	0.4673
0.6837	34.9206	33000	0.5174	0.4641
1.0429	34.9735	33050	0.5178	0.4663
0.6795	35.0265	33100	0.5189	0.4700
0.8811	35.0794	33150	0.5183	0.4720
0.6093	35.1323	33200	0.5199	0.4670
1.0643	35.1852	33250	0.5186	0.4628
0.8361	35.2381	33300	0.5186	0.4675
0.5723	35.2910	33350	0.5189	0.4663
0.6892	35.3439	33400	0.5180	0.4636
0.6358	35.3968	33450	0.5193	0.4673
0.7953	35.4497	33500	0.5213	0.4698
0.5317	35.5026	33550	0.5203	0.4703
0.9183	35.5556	33600	0.5204	0.4663
0.6705	35.6085	33650	0.5193	0.4690
0.7068	35.6614	33700	0.5190	0.4727
0.7635	35.7143	33750	0.5179	0.4705
0.6171	35.7672	33800	0.5200	0.4641
0.8095	35.8201	33850	0.5205	0.4660
0.6076	35.8730	33900	0.5190	0.4660
0.5661	35.9259	33950	0.5194	0.4675
0.7012	35.9788	34000	0.5183	0.4643
0.5016	36.0317	34050	0.5192	0.4655
0.687	36.0847	34100	0.5205	0.4663
0.4414	36.1376	34150	0.5199	0.4727
0.75	36.1905	34200	0.5190	0.4675
0.5741	36.2434	34250	0.5183	0.4695
0.7439	36.2963	34300	0.5197	0.4690
0.5658	36.3492	34350	0.5180	0.4678
0.5812	36.4021	34400	0.5170	0.4670
0.9044	36.4550	34450	0.5151	0.4693
0.7496	36.5079	34500	0.5159	0.4670
0.4767	36.5608	34550	0.5177	0.4668
0.8043	36.6138	34600	0.5171	0.4720
0.6199	36.6667	34650	0.5163	0.4665
0.7411	36.7196	34700	0.5161	0.4673
0.6636	36.7725	34750	0.5158	0.4658
0.6906	36.8254	34800	0.5167	0.4631
0.5957	36.8783	34850	0.5168	0.4631
0.6234	36.9312	34900	0.5179	0.4650
0.7438	36.9841	34950	0.5178	0.4628
0.5917	37.0370	35000	0.5180	0.4665
0.6605	37.0899	35050	0.5182	0.4608
0.4762	37.1429	35100	0.5179	0.4611
0.8117	37.1958	35150	0.5187	0.4623
0.7004	37.2487	35200	0.5181	0.4596
0.7616	37.3016	35250	0.5188	0.4623
0.8994	37.3545	35300	0.5184	0.4591
0.4429	37.4074	35350	0.5173	0.4601
0.5043	37.4603	35400	0.5167	0.4623
0.4929	37.5132	35450	0.5165	0.4631
0.6401	37.5661	35500	0.5169	0.4650
0.766	37.6190	35550	0.5148	0.4628
0.6013	37.6720	35600	0.5147	0.4618
0.7185	37.7249	35650	0.5150	0.4636
0.5483	37.7778	35700	0.5172	0.4628
0.6055	37.8307	35750	0.5165	0.4606
0.6152	37.8836	35800	0.5169	0.4608
0.6524	37.9365	35850	0.5167	0.4606
0.5995	37.9894	35900	0.5164	0.4603
0.6246	38.0423	35950	0.5160	0.4618
0.6496	38.0952	36000	0.5173	0.4608
0.5355	38.1481	36050	0.5171	0.4613
0.583	38.2011	36100	0.5167	0.4608
1.0499	38.2540	36150	0.5166	0.4593
0.5858	38.3069	36200	0.5166	0.4623
0.6194	38.3598	36250	0.5170	0.4601
1.0165	38.4127	36300	0.5170	0.4601
0.6424	38.4656	36350	0.5160	0.4616
0.6489	38.5185	36400	0.5163	0.4603
0.6378	38.5714	36450	0.5159	0.4601
0.6655	38.6243	36500	0.5156	0.4608
0.7961	38.6772	36550	0.5150	0.4643
0.5961	38.7302	36600	0.5153	0.4646
0.6715	38.7831	36650	0.5154	0.4646
0.6429	38.8360	36700	0.5156	0.4618
0.6654	38.8889	36750	0.5157	0.4616
0.5996	38.9418	36800	0.5162	0.4623
0.7074	38.9947	36850	0.5155	0.4636
0.782	39.0476	36900	0.5155	0.4616
0.9111	39.1005	36950	0.5159	0.4623
0.8614	39.1534	37000	0.5159	0.4638
0.5233	39.2063	37050	0.5159	0.4631
0.7366	39.2593	37100	0.5154	0.4648
0.6165	39.3122	37150	0.5153	0.4641
0.6023	39.3651	37200	0.5155	0.4623
0.6923	39.4180	37250	0.5152	0.4628
0.7073	39.4709	37300	0.5154	0.4621
0.6625	39.5238	37350	0.5154	0.4628
0.6688	39.5767	37400	0.5155	0.4618
0.7523	39.6296	37450	0.5155	0.4608
0.5954	39.6825	37500	0.5156	0.4613
0.6438	39.7354	37550	0.5155	0.4613
0.5997	39.7884	37600	0.5154	0.4616
0.6108	39.8413	37650	0.5154	0.4618
0.6151	39.8942	37700	0.5154	0.4621
0.6504	39.9471	37750	0.5154	0.4618
0.7051	40.0	37800	0.5154	0.4616

Framework versions

• Transformers 4.41.0
• Pytorch 2.4.1+cu124
• Datasets 2.18.0
• Tokenizers 0.19.1