lr0.0001_bs16_0617_1957

This model is a fine-tuned version of nvidia/mit-b0 on the greenkwd/upwellingdetection_SST dataset. It achieves the following results on the evaluation set:

• Loss: 0.0393
• Mean Iou: 0.9563
• Mean Accuracy: 0.9774
• Overall Accuracy: 0.9834
• Accuracy Land: 0.9933
• Accuracy Upwelling: 0.9845
• Accuracy Not Upwelling: 0.9543
• Iou Land: 0.9886
• Iou Upwelling: 0.9670
• Iou Not Upwelling: 0.9131
• Dice Macro: 0.9774
• Dice Micro: 0.9834

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: 0.0001
• train_batch_size: 32
• eval_batch_size: 32
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• lr_scheduler_warmup_steps: 500
• num_epochs: 100

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Land	Accuracy Upwelling	Accuracy Not Upwelling	Iou Land	Iou Upwelling	Iou Not Upwelling	Dice Macro	Dice Micro
1.0016	0.4	20	1.0623	0.5156	0.6617	0.7019	0.7959	0.6728	0.5163	0.7752	0.5127	0.2588	0.6541	0.7019
0.8653	0.8	40	0.8709	0.6177	0.7313	0.8108	0.8640	0.9249	0.4048	0.8557	0.7121	0.2851	0.7326	0.8108
0.6586	1.2	60	0.5536	0.6537	0.7493	0.8497	0.9353	0.9699	0.3426	0.9233	0.7530	0.2848	0.7542	0.8497
0.6057	1.6	80	0.4194	0.7371	0.8179	0.8921	0.9709	0.9610	0.5217	0.9441	0.8097	0.4576	0.8313	0.8921
0.64	2.0	100	0.3555	0.7820	0.8571	0.9104	0.9709	0.9547	0.6456	0.9510	0.8371	0.5580	0.8675	0.9104
0.4969	2.4	120	0.3086	0.8131	0.8839	0.9231	0.9740	0.9472	0.7305	0.9541	0.8575	0.6277	0.8904	0.9231
0.4469	2.8	140	0.2876	0.8236	0.8909	0.9278	0.9732	0.9542	0.7453	0.9547	0.8667	0.6493	0.8976	0.9278
0.4722	3.2	160	0.2649	0.8151	0.8795	0.9257	0.9652	0.9810	0.6924	0.9566	0.8636	0.6251	0.8913	0.9257
0.4367	3.6	180	0.2657	0.8521	0.9202	0.9386	0.9781	0.9297	0.8530	0.9629	0.8803	0.7129	0.9166	0.9386
0.4458	4.0	200	0.2225	0.8594	0.9195	0.9429	0.9710	0.9604	0.8272	0.9637	0.8920	0.7224	0.9211	0.9429
0.3913	4.4	220	0.2168	0.8554	0.9077	0.9432	0.9853	0.9704	0.7674	0.9603	0.8974	0.7087	0.9184	0.9432
0.5363	4.8	240	0.2433	0.8690	0.9272	0.9470	0.9883	0.9388	0.8546	0.9602	0.9040	0.7429	0.9272	0.9470
0.3914	5.2	260	0.1801	0.8868	0.9414	0.9541	0.9659	0.9681	0.8901	0.9631	0.9187	0.7785	0.9381	0.9541
0.3516	5.6	280	0.1606	0.9023	0.9493	0.9609	0.9767	0.9673	0.9038	0.9697	0.9275	0.8097	0.9473	0.9609
0.3098	6.0	300	0.1323	0.8967	0.9389	0.9594	0.9812	0.9787	0.8567	0.9710	0.9234	0.7956	0.9439	0.9594
0.3887	6.4	320	0.1203	0.9022	0.9401	0.9620	0.9825	0.9860	0.8517	0.9729	0.9279	0.8056	0.9471	0.9620
0.4521	6.8	340	0.1191	0.9089	0.9534	0.9635	0.9708	0.9775	0.9118	0.9682	0.9356	0.8228	0.9511	0.9635
0.3816	7.2	360	0.1087	0.9139	0.9527	0.9661	0.9857	0.9714	0.9012	0.9743	0.9352	0.8321	0.9540	0.9661
0.3197	7.6	380	0.1081	0.9193	0.9583	0.9680	0.9813	0.9731	0.9205	0.9756	0.9383	0.8441	0.9571	0.9680
0.4084	8.0	400	0.1407	0.9036	0.9517	0.9611	0.9625	0.9806	0.9121	0.9618	0.9362	0.8126	0.9481	0.9611
0.4077	8.4	420	0.0923	0.9167	0.9544	0.9672	0.9777	0.9829	0.9027	0.9746	0.9378	0.8378	0.9556	0.9672
0.459	8.8	440	0.0942	0.9143	0.9514	0.9664	0.9775	0.9865	0.8902	0.9745	0.9364	0.8320	0.9542	0.9664
0.2765	9.2	460	0.0945	0.9086	0.9410	0.9650	0.9901	0.9879	0.8449	0.9755	0.9328	0.8176	0.9508	0.9650
0.3404	9.6	480	0.0822	0.9266	0.9614	0.9712	0.9868	0.9736	0.9238	0.9788	0.9437	0.8573	0.9612	0.9712
0.32	10.0	500	0.0823	0.9222	0.9521	0.9700	0.9879	0.9882	0.8803	0.9794	0.9406	0.8467	0.9587	0.9700
0.2849	10.4	520	0.0845	0.9287	0.9598	0.9724	0.9905	0.9780	0.9107	0.9802	0.9462	0.8597	0.9623	0.9724
0.2955	10.8	540	0.0794	0.9244	0.9534	0.9710	0.9889	0.9886	0.8826	0.9804	0.9429	0.8500	0.9599	0.9710
0.2918	11.2	560	0.0755	0.9278	0.9600	0.9721	0.9835	0.9850	0.9116	0.9794	0.9470	0.8570	0.9618	0.9721
0.3113	11.6	580	0.0735	0.9328	0.9611	0.9742	0.9909	0.9827	0.9098	0.9818	0.9496	0.8669	0.9646	0.9742
0.3019	12.0	600	0.0756	0.9304	0.9617	0.9732	0.9928	0.9741	0.9181	0.9812	0.9476	0.8624	0.9633	0.9732
0.315	12.4	620	0.0809	0.9294	0.9692	0.9721	0.9856	0.9615	0.9605	0.9812	0.9445	0.8625	0.9627	0.9721
0.3205	12.8	640	0.0703	0.9367	0.9642	0.9758	0.9911	0.9826	0.9190	0.9833	0.9526	0.8741	0.9667	0.9758
0.3359	13.2	660	0.0798	0.9323	0.9658	0.9736	0.9817	0.9811	0.9346	0.9791	0.9513	0.8665	0.9643	0.9736
0.2808	13.6	680	0.0685	0.9346	0.9688	0.9743	0.9818	0.9775	0.9470	0.9792	0.9523	0.8723	0.9656	0.9743
0.251	14.0	700	0.0686	0.9342	0.9645	0.9746	0.9854	0.9841	0.9240	0.9818	0.9511	0.8698	0.9654	0.9746
0.2585	14.4	720	0.0664	0.9311	0.9574	0.9739	0.9910	0.9899	0.8913	0.9833	0.9484	0.8616	0.9636	0.9739
0.3852	14.8	740	0.0664	0.9376	0.9656	0.9762	0.9888	0.9840	0.9242	0.9834	0.9539	0.8755	0.9672	0.9762
0.2465	15.2	760	0.0658	0.9384	0.9708	0.9761	0.9885	0.9723	0.9518	0.9835	0.9533	0.8783	0.9677	0.9761
0.2995	15.6	780	0.0664	0.9371	0.9639	0.9759	0.9895	0.9859	0.9164	0.9836	0.9523	0.8753	0.9669	0.9759
0.3256	16.0	800	0.0615	0.9395	0.9706	0.9766	0.9884	0.9752	0.9481	0.9835	0.9543	0.8809	0.9683	0.9766
0.3303	16.4	820	0.0675	0.9341	0.9692	0.9744	0.9922	0.9630	0.9524	0.9840	0.9478	0.8704	0.9653	0.9744
0.3632	16.8	840	0.0656	0.9379	0.9651	0.9762	0.9876	0.9870	0.9206	0.9832	0.9537	0.8768	0.9674	0.9762
0.2744	17.2	860	0.0700	0.9311	0.9712	0.9729	0.9890	0.9558	0.9688	0.9838	0.9443	0.8652	0.9636	0.9729
0.2301	17.6	880	0.0677	0.9296	0.9556	0.9734	0.9897	0.9931	0.8841	0.9835	0.9467	0.8587	0.9628	0.9734
0.4563	18.0	900	0.0580	0.9420	0.9697	0.9777	0.9902	0.9801	0.9389	0.9845	0.9562	0.8853	0.9697	0.9777
0.3108	18.4	920	0.0690	0.9284	0.9542	0.9732	0.9916	0.9930	0.8780	0.9847	0.9459	0.8545	0.9620	0.9732
0.3332	18.8	940	0.0601	0.9406	0.9651	0.9775	0.9940	0.9846	0.9168	0.9843	0.9565	0.8810	0.9689	0.9775
0.2756	19.2	960	0.0622	0.9346	0.9604	0.9753	0.9901	0.9904	0.9006	0.9848	0.9508	0.8681	0.9655	0.9753
0.2588	19.6	980	0.0622	0.9395	0.9728	0.9765	0.9896	0.9681	0.9605	0.9845	0.9531	0.8809	0.9683	0.9765
0.2404	20.0	1000	0.0610	0.9381	0.9636	0.9765	0.9895	0.9895	0.9118	0.9844	0.9538	0.8762	0.9675	0.9765
0.3353	20.4	1020	0.0685	0.9304	0.9632	0.9732	0.9920	0.9719	0.9256	0.9840	0.9455	0.8617	0.9632	0.9732
0.2617	20.8	1040	0.0579	0.9429	0.9693	0.9782	0.9927	0.9799	0.9353	0.9850	0.9571	0.8867	0.9701	0.9782
0.1977	21.2	1060	0.0593	0.9414	0.9670	0.9777	0.9895	0.9870	0.9246	0.9847	0.9565	0.8831	0.9693	0.9777
0.245	21.6	1080	0.0576	0.9419	0.9702	0.9777	0.9936	0.9745	0.9424	0.9842	0.9566	0.8850	0.9696	0.9777
0.2784	22.0	1100	0.0603	0.9371	0.9624	0.9762	0.9896	0.9906	0.9069	0.9848	0.9530	0.8734	0.9669	0.9762
0.2174	22.4	1120	0.0565	0.9431	0.9685	0.9783	0.9907	0.9847	0.9301	0.9847	0.9575	0.8873	0.9703	0.9783
0.1769	22.8	1140	0.0578	0.9413	0.9664	0.9777	0.9896	0.9883	0.9214	0.9849	0.9561	0.8829	0.9693	0.9777
0.2109	23.2	1160	0.0570	0.9437	0.9732	0.9783	0.9914	0.9731	0.9552	0.9855	0.9568	0.8889	0.9706	0.9783
0.2472	23.6	1180	0.0563	0.9433	0.9690	0.9783	0.9898	0.9848	0.9325	0.9848	0.9575	0.8877	0.9704	0.9783
0.1021	24.0	1200	0.0549	0.9452	0.9703	0.9791	0.9928	0.9816	0.9366	0.9856	0.9591	0.8908	0.9714	0.9791
0.2373	24.4	1220	0.0557	0.9434	0.9668	0.9786	0.9933	0.9865	0.9208	0.9853	0.9579	0.8868	0.9704	0.9786
0.2639	24.8	1240	0.0551	0.9445	0.9728	0.9787	0.9887	0.9791	0.9506	0.9847	0.9588	0.8901	0.9710	0.9787
0.2096	25.2	1260	0.0554	0.9444	0.9696	0.9788	0.9934	0.9810	0.9344	0.9855	0.9584	0.8893	0.9709	0.9788
0.2494	25.6	1280	0.0543	0.9445	0.9701	0.9789	0.9904	0.9842	0.9356	0.9855	0.9590	0.8890	0.9710	0.9789
0.26	26.0	1300	0.0571	0.9440	0.9730	0.9785	0.9909	0.9750	0.9530	0.9857	0.9569	0.8894	0.9708	0.9785
0.1706	26.4	1320	0.0534	0.9444	0.9676	0.9789	0.9934	0.9862	0.9234	0.9853	0.9589	0.8889	0.9709	0.9789
0.2623	26.8	1340	0.0524	0.9460	0.9724	0.9793	0.9915	0.9795	0.9461	0.9859	0.9592	0.8929	0.9718	0.9793
0.2358	27.2	1360	0.0560	0.9404	0.9641	0.9776	0.9915	0.9905	0.9101	0.9858	0.9553	0.8800	0.9687	0.9776
0.1839	27.6	1380	0.0541	0.9442	0.9692	0.9787	0.9891	0.9872	0.9314	0.9852	0.9586	0.8888	0.9708	0.9787
0.1351	28.0	1400	0.0530	0.9461	0.9715	0.9794	0.9893	0.9848	0.9404	0.9853	0.9605	0.8925	0.9719	0.9794
0.1897	28.4	1420	0.0529	0.9454	0.9704	0.9792	0.9896	0.9861	0.9355	0.9854	0.9597	0.8911	0.9715	0.9792
0.1737	28.8	1440	0.0538	0.9462	0.9735	0.9794	0.9912	0.9774	0.9520	0.9859	0.9593	0.8933	0.9719	0.9794
0.2112	29.2	1460	0.0557	0.9399	0.9634	0.9774	0.9909	0.9922	0.9070	0.9860	0.9549	0.8788	0.9684	0.9774
0.1971	29.6	1480	0.0538	0.9447	0.9749	0.9787	0.9923	0.9696	0.9630	0.9863	0.9569	0.8908	0.9711	0.9787
0.2033	30.0	1500	0.0519	0.9470	0.9728	0.9798	0.9934	0.9782	0.9469	0.9863	0.9601	0.8947	0.9724	0.9798
0.3146	30.4	1520	0.0504	0.9478	0.9713	0.9802	0.9915	0.9860	0.9365	0.9863	0.9613	0.8959	0.9728	0.9802
0.1865	30.8	1540	0.0537	0.9448	0.9713	0.9789	0.9945	0.9763	0.9431	0.9850	0.9590	0.8905	0.9712	0.9789
0.2039	31.2	1560	0.0502	0.9482	0.9743	0.9802	0.9915	0.9789	0.9525	0.9862	0.9611	0.8972	0.9730	0.9802
0.2195	31.6	1580	0.0506	0.9472	0.9729	0.9799	0.9934	0.9783	0.9470	0.9864	0.9602	0.8951	0.9725	0.9799
0.2176	32.0	1600	0.0502	0.9484	0.9727	0.9804	0.9936	0.9809	0.9435	0.9864	0.9614	0.8973	0.9731	0.9804
0.1906	32.4	1620	0.0519	0.9446	0.9681	0.9790	0.9902	0.9897	0.9244	0.9858	0.9588	0.8893	0.9711	0.9790
0.2276	32.8	1640	0.0539	0.9442	0.9757	0.9784	0.9913	0.9681	0.9676	0.9862	0.9565	0.8899	0.9708	0.9784
0.1454	33.2	1660	0.0506	0.9460	0.9690	0.9796	0.9920	0.9879	0.9270	0.9864	0.9599	0.8919	0.9718	0.9796
0.1789	33.6	1680	0.0493	0.9485	0.9731	0.9804	0.9919	0.9821	0.9454	0.9864	0.9615	0.8975	0.9732	0.9804
0.151	34.0	1700	0.0503	0.9467	0.9727	0.9796	0.9878	0.9849	0.9455	0.9846	0.9615	0.8940	0.9722	0.9796
0.1724	34.4	1720	0.0486	0.9486	0.9723	0.9805	0.9910	0.9856	0.9401	0.9863	0.9619	0.8976	0.9732	0.9805
0.1765	34.8	1740	0.0491	0.9487	0.9732	0.9805	0.9939	0.9797	0.9460	0.9864	0.9617	0.8980	0.9733	0.9805
0.1742	35.2	1760	0.0493	0.9486	0.9732	0.9804	0.9906	0.9837	0.9453	0.9860	0.9621	0.8975	0.9732	0.9804
0.162	35.6	1780	0.0489	0.9484	0.9717	0.9804	0.9919	0.9857	0.9374	0.9866	0.9614	0.8972	0.9731	0.9804
0.1057	36.0	1800	0.0495	0.9486	0.9748	0.9803	0.9913	0.9788	0.9544	0.9864	0.9614	0.8981	0.9733	0.9803
0.1874	36.4	1820	0.0495	0.9484	0.9747	0.9802	0.9924	0.9772	0.9547	0.9865	0.9608	0.8979	0.9731	0.9802
0.2005	36.8	1840	0.0482	0.9487	0.9708	0.9806	0.9936	0.9863	0.9325	0.9867	0.9619	0.8974	0.9733	0.9806
0.1634	37.2	1860	0.0495	0.9475	0.9728	0.9799	0.9880	0.9858	0.9445	0.9850	0.9620	0.8954	0.9726	0.9799
0.1518	37.6	1880	0.0504	0.9448	0.9670	0.9792	0.9919	0.9907	0.9184	0.9866	0.9585	0.8892	0.9711	0.9792
0.1764	38.0	1900	0.0473	0.9502	0.9742	0.9810	0.9916	0.9830	0.9479	0.9867	0.9629	0.9011	0.9741	0.9810
0.148	38.4	1920	0.0483	0.9480	0.9706	0.9803	0.9916	0.9882	0.9319	0.9868	0.9613	0.8959	0.9729	0.9803
0.1614	38.8	1940	0.0521	0.9448	0.9761	0.9787	0.9928	0.9663	0.9692	0.9869	0.9563	0.8913	0.9712	0.9787
0.1551	39.2	1960	0.0486	0.9482	0.9739	0.9801	0.9877	0.9846	0.9495	0.9849	0.9626	0.8970	0.9730	0.9801
0.1374	39.6	1980	0.0469	0.9503	0.9746	0.9811	0.9928	0.9806	0.9504	0.9868	0.9627	0.9015	0.9742	0.9811
0.1718	40.0	2000	0.0475	0.9496	0.9760	0.9807	0.9925	0.9761	0.9595	0.9869	0.9616	0.9003	0.9738	0.9807
0.1405	40.4	2020	0.0496	0.9456	0.9673	0.9795	0.9924	0.9911	0.9184	0.9869	0.9591	0.8908	0.9716	0.9795
0.1584	40.8	2040	0.0475	0.9499	0.9759	0.9808	0.9932	0.9761	0.9584	0.9870	0.9619	0.9007	0.9739	0.9808
0.1422	41.2	2060	0.0467	0.9503	0.9737	0.9811	0.9938	0.9814	0.9460	0.9869	0.9627	0.9011	0.9741	0.9811
0.1858	41.6	2080	0.0469	0.9502	0.9750	0.9810	0.9931	0.9791	0.9528	0.9869	0.9624	0.9013	0.9741	0.9810
0.1089	42.0	2100	0.0464	0.9502	0.9721	0.9812	0.9932	0.9864	0.9367	0.9872	0.9629	0.9006	0.9741	0.9812
0.1673	42.4	2120	0.0482	0.9476	0.9688	0.9803	0.9939	0.9890	0.9236	0.9869	0.9609	0.8949	0.9727	0.9803
0.1583	42.8	2140	0.0465	0.9502	0.9729	0.9811	0.9918	0.9861	0.9409	0.9869	0.9628	0.9009	0.9741	0.9811
0.1691	43.2	2160	0.0461	0.9506	0.9743	0.9812	0.9936	0.9809	0.9485	0.9869	0.9630	0.9020	0.9744	0.9812
0.1455	43.6	2180	0.0485	0.9464	0.9675	0.9799	0.9940	0.9902	0.9181	0.9871	0.9600	0.8921	0.9720	0.9799
0.1466	44.0	2200	0.0461	0.9508	0.9745	0.9813	0.9915	0.9836	0.9485	0.9869	0.9634	0.9023	0.9745	0.9813
0.155	44.4	2220	0.0458	0.9508	0.9742	0.9813	0.9941	0.9811	0.9473	0.9871	0.9630	0.9024	0.9744	0.9813
0.1192	44.8	2240	0.0458	0.9513	0.9747	0.9815	0.9942	0.9806	0.9492	0.9871	0.9635	0.9033	0.9747	0.9815
0.189	45.2	2260	0.0474	0.9490	0.9762	0.9804	0.9929	0.9741	0.9615	0.9871	0.9606	0.8993	0.9735	0.9804
0.1525	45.6	2280	0.0466	0.9490	0.9709	0.9808	0.9920	0.9890	0.9317	0.9871	0.9621	0.8979	0.9735	0.9808
0.1482	46.0	2300	0.0447	0.9514	0.9731	0.9816	0.9939	0.9850	0.9405	0.9872	0.9638	0.9031	0.9747	0.9816
0.1793	46.4	2320	0.0469	0.9500	0.9761	0.9809	0.9930	0.9760	0.9593	0.9873	0.9617	0.9010	0.9740	0.9809
0.1621	46.8	2340	0.0551	0.9380	0.9612	0.9768	0.9910	0.9944	0.8982	0.9869	0.9528	0.8742	0.9674	0.9768
0.1376	47.2	2360	0.0453	0.9514	0.9755	0.9815	0.9920	0.9816	0.9527	0.9871	0.9634	0.9037	0.9748	0.9815
0.2082	47.6	2380	0.0453	0.9508	0.9751	0.9812	0.9901	0.9839	0.9514	0.9864	0.9639	0.9022	0.9744	0.9812
0.1512	48.0	2400	0.0485	0.9458	0.9668	0.9797	0.9931	0.9918	0.9156	0.9873	0.9592	0.8908	0.9717	0.9797
0.1456	48.4	2420	0.0445	0.9516	0.9755	0.9815	0.9910	0.9831	0.9523	0.9869	0.9639	0.9040	0.9749	0.9815
0.1545	48.8	2440	0.0445	0.9515	0.9735	0.9816	0.9923	0.9864	0.9418	0.9873	0.9638	0.9034	0.9748	0.9816
0.1501	49.2	2460	0.0450	0.9512	0.9727	0.9815	0.9933	0.9866	0.9381	0.9874	0.9635	0.9026	0.9746	0.9815
0.1467	49.6	2480	0.0441	0.9516	0.9732	0.9817	0.9932	0.9864	0.9399	0.9874	0.9638	0.9037	0.9749	0.9817
0.1531	50.0	2500	0.0466	0.9490	0.9731	0.9806	0.9934	0.9811	0.9449	0.9873	0.9610	0.8986	0.9734	0.9806
0.1468	50.4	2520	0.0445	0.9516	0.9740	0.9816	0.9941	0.9830	0.9448	0.9875	0.9636	0.9037	0.9749	0.9816
0.1571	50.8	2540	0.0478	0.9481	0.9767	0.9800	0.9936	0.9702	0.9662	0.9875	0.9592	0.8976	0.9730	0.9800
0.1161	51.2	2560	0.0470	0.9477	0.9687	0.9803	0.9929	0.9909	0.9222	0.9875	0.9607	0.8948	0.9727	0.9803
0.1212	51.6	2580	0.0450	0.9504	0.9729	0.9812	0.9905	0.9882	0.9400	0.9867	0.9635	0.9010	0.9742	0.9812
0.1131	52.0	2600	0.0433	0.9526	0.9745	0.9820	0.9928	0.9853	0.9454	0.9875	0.9645	0.9058	0.9754	0.9820
0.1951	52.4	2620	0.0440	0.9520	0.9731	0.9818	0.9936	0.9869	0.9387	0.9877	0.9641	0.9042	0.9751	0.9818
0.1582	52.8	2640	0.0443	0.9521	0.9770	0.9817	0.9932	0.9775	0.9603	0.9877	0.9634	0.9054	0.9752	0.9817
0.1483	53.2	2660	0.0474	0.9471	0.9689	0.9801	0.9916	0.9911	0.9239	0.9872	0.9604	0.8938	0.9724	0.9801
0.1671	53.6	2680	0.0453	0.9509	0.9767	0.9812	0.9940	0.9750	0.9611	0.9876	0.9621	0.9029	0.9745	0.9812
0.1397	54.0	2700	0.0451	0.9503	0.9709	0.9813	0.9933	0.9895	0.9300	0.9876	0.9627	0.9004	0.9741	0.9813
0.1616	54.4	2720	0.0444	0.9517	0.9765	0.9816	0.9930	0.9784	0.9582	0.9876	0.9632	0.9045	0.9749	0.9816
0.1681	54.8	2740	0.0446	0.9512	0.9753	0.9814	0.9933	0.9800	0.9528	0.9876	0.9628	0.9033	0.9747	0.9814
0.112	55.2	2760	0.0460	0.9500	0.9749	0.9809	0.9956	0.9757	0.9534	0.9868	0.9623	0.9007	0.9740	0.9809
0.1436	55.6	2780	0.0431	0.9528	0.9750	0.9821	0.9938	0.9834	0.9477	0.9877	0.9645	0.9063	0.9755	0.9821
0.08	56.0	2800	0.0432	0.9527	0.9759	0.9820	0.9941	0.9804	0.9533	0.9876	0.9643	0.9063	0.9755	0.9820
0.1322	56.4	2820	0.0433	0.9525	0.9744	0.9820	0.9920	0.9864	0.9448	0.9875	0.9645	0.9054	0.9753	0.9820
0.1266	56.8	2840	0.0433	0.9528	0.9767	0.9820	0.9915	0.9818	0.9569	0.9872	0.9648	0.9063	0.9755	0.9820
0.1589	57.2	2860	0.0444	0.9508	0.9744	0.9813	0.9897	0.9862	0.9471	0.9865	0.9639	0.9021	0.9744	0.9813
0.161	57.6	2880	0.0435	0.9526	0.9768	0.9819	0.9932	0.9791	0.9580	0.9878	0.9639	0.9061	0.9754	0.9819
0.1559	58.0	2900	0.0444	0.9504	0.9707	0.9814	0.9936	0.9900	0.9285	0.9879	0.9628	0.9006	0.9742	0.9814
0.1452	58.4	2920	0.0424	0.9534	0.9749	0.9823	0.9937	0.9848	0.9461	0.9879	0.9649	0.9073	0.9758	0.9823
0.1368	58.8	2940	0.0425	0.9534	0.9758	0.9823	0.9926	0.9839	0.9509	0.9877	0.9651	0.9073	0.9758	0.9823
0.126	59.2	2960	0.0426	0.9536	0.9772	0.9823	0.9928	0.9803	0.9586	0.9878	0.9648	0.9081	0.9759	0.9823
0.1371	59.6	2980	0.0424	0.9538	0.9768	0.9824	0.9935	0.9808	0.9562	0.9879	0.9650	0.9084	0.9760	0.9824
0.1057	60.0	3000	0.0440	0.9511	0.9715	0.9816	0.9932	0.9896	0.9317	0.9878	0.9633	0.9021	0.9746	0.9816
0.1193	60.4	3020	0.0437	0.9512	0.9719	0.9816	0.9927	0.9895	0.9334	0.9878	0.9634	0.9025	0.9747	0.9816
0.1517	60.8	3040	0.0426	0.9534	0.9771	0.9822	0.9930	0.9799	0.9585	0.9879	0.9646	0.9077	0.9758	0.9822
0.1668	61.2	3060	0.0423	0.9535	0.9747	0.9824	0.9930	0.9862	0.9450	0.9879	0.9650	0.9075	0.9759	0.9824
0.1537	61.6	3080	0.0427	0.9532	0.9758	0.9822	0.9952	0.9800	0.9523	0.9877	0.9647	0.9073	0.9757	0.9822
0.1837	62.0	3100	0.0425	0.9526	0.9731	0.9821	0.9935	0.9882	0.9377	0.9880	0.9645	0.9054	0.9754	0.9821
0.1151	62.4	3120	0.0423	0.9531	0.9743	0.9823	0.9928	0.9869	0.9434	0.9879	0.9648	0.9067	0.9757	0.9823
0.1217	62.8	3140	0.0418	0.9543	0.9770	0.9826	0.9936	0.9813	0.9560	0.9881	0.9653	0.9094	0.9763	0.9826
0.1214	63.2	3160	0.0423	0.9535	0.9764	0.9823	0.9942	0.9804	0.9544	0.9879	0.9647	0.9078	0.9759	0.9823
0.153	63.6	3180	0.0424	0.9536	0.9776	0.9823	0.9937	0.9784	0.9605	0.9881	0.9646	0.9083	0.9760	0.9823
0.1196	64.0	3200	0.0420	0.9537	0.9744	0.9825	0.9935	0.9869	0.9428	0.9880	0.9652	0.9079	0.9760	0.9825
0.1371	64.4	3220	0.0423	0.9532	0.9739	0.9823	0.9929	0.9879	0.9410	0.9880	0.9649	0.9067	0.9757	0.9823
0.126	64.8	3240	0.0419	0.9538	0.9754	0.9825	0.9950	0.9826	0.9487	0.9878	0.9655	0.9083	0.9761	0.9825
0.1284	65.2	3260	0.0417	0.9544	0.9771	0.9826	0.9932	0.9815	0.9566	0.9880	0.9655	0.9096	0.9764	0.9826
0.1115	65.6	3280	0.0418	0.9536	0.9740	0.9825	0.9943	0.9868	0.9408	0.9879	0.9654	0.9076	0.9760	0.9825
0.0778	66.0	3300	0.0414	0.9544	0.9758	0.9827	0.9933	0.9848	0.9493	0.9881	0.9657	0.9094	0.9764	0.9827
0.1513	66.4	3320	0.0421	0.9531	0.9743	0.9823	0.9921	0.9879	0.9428	0.9878	0.9650	0.9066	0.9757	0.9823
0.1127	66.8	3340	0.0428	0.9523	0.9723	0.9820	0.9937	0.9893	0.9338	0.9881	0.9641	0.9045	0.9752	0.9820
0.1303	67.2	3360	0.0411	0.9547	0.9764	0.9828	0.9931	0.9841	0.9520	0.9881	0.9659	0.9100	0.9765	0.9828
0.1128	67.6	3380	0.0411	0.9545	0.9760	0.9828	0.9942	0.9835	0.9504	0.9881	0.9658	0.9097	0.9764	0.9828
0.1319	68.0	3400	0.0412	0.9547	0.9772	0.9828	0.9936	0.9815	0.9566	0.9882	0.9657	0.9103	0.9765	0.9828
0.1358	68.4	3420	0.0413	0.9542	0.9746	0.9827	0.9940	0.9865	0.9434	0.9882	0.9656	0.9088	0.9762	0.9827
0.1297	68.8	3440	0.0411	0.9544	0.9749	0.9827	0.9944	0.9855	0.9448	0.9881	0.9659	0.9092	0.9764	0.9827
0.1594	69.2	3460	0.0417	0.9535	0.9734	0.9825	0.9942	0.9882	0.9378	0.9882	0.9652	0.9073	0.9759	0.9825
0.1164	69.6	3480	0.0410	0.9547	0.9757	0.9829	0.9949	0.9837	0.9484	0.9881	0.9660	0.9100	0.9766	0.9829
0.1154	70.0	3500	0.0408	0.9549	0.9770	0.9828	0.9932	0.9827	0.9551	0.9882	0.9659	0.9106	0.9766	0.9828
0.0991	70.4	3520	0.0408	0.9550	0.9767	0.9829	0.9936	0.9833	0.9532	0.9883	0.9660	0.9107	0.9767	0.9829
0.1175	70.8	3540	0.0421	0.9528	0.9730	0.9822	0.9932	0.9893	0.9364	0.9883	0.9645	0.9057	0.9755	0.9822
0.1397	71.2	3560	0.0410	0.9546	0.9759	0.9828	0.9925	0.9859	0.9494	0.9881	0.9659	0.9098	0.9765	0.9828
0.1217	71.6	3580	0.0415	0.9538	0.9742	0.9826	0.9937	0.9874	0.9415	0.9882	0.9654	0.9079	0.9761	0.9826
0.116	72.0	3600	0.0407	0.9548	0.9756	0.9829	0.9938	0.9855	0.9476	0.9883	0.9660	0.9102	0.9766	0.9829
0.1383	72.4	3620	0.0407	0.9550	0.9771	0.9829	0.9931	0.9829	0.9554	0.9882	0.9660	0.9108	0.9767	0.9829
0.1034	72.8	3640	0.0412	0.9540	0.9745	0.9826	0.9930	0.9880	0.9424	0.9882	0.9655	0.9083	0.9762	0.9826
0.1148	73.2	3660	0.0413	0.9540	0.9741	0.9826	0.9939	0.9878	0.9405	0.9883	0.9655	0.9082	0.9761	0.9826
0.0963	73.6	3680	0.0407	0.9550	0.9768	0.9829	0.9928	0.9842	0.9532	0.9882	0.9661	0.9107	0.9767	0.9829
0.1363	74.0	3700	0.0405	0.9552	0.9770	0.9830	0.9926	0.9842	0.9542	0.9882	0.9664	0.9110	0.9768	0.9830
0.1434	74.4	3720	0.0404	0.9552	0.9762	0.9830	0.9940	0.9846	0.9501	0.9884	0.9663	0.9111	0.9768	0.9830
0.1595	74.8	3740	0.0409	0.9543	0.9745	0.9827	0.9934	0.9879	0.9422	0.9883	0.9657	0.9088	0.9763	0.9827
0.1251	75.2	3760	0.0404	0.9552	0.9763	0.9830	0.9933	0.9852	0.9502	0.9883	0.9663	0.9109	0.9768	0.9830
0.1277	75.6	3780	0.0417	0.9540	0.9786	0.9824	0.9932	0.9773	0.9653	0.9883	0.9647	0.9091	0.9762	0.9824
0.1045	76.0	3800	0.0404	0.9552	0.9764	0.9830	0.9941	0.9839	0.9511	0.9884	0.9662	0.9111	0.9768	0.9830
0.1569	76.4	3820	0.0409	0.9543	0.9744	0.9828	0.9936	0.9881	0.9414	0.9884	0.9656	0.9089	0.9763	0.9828
0.1106	76.8	3840	0.0406	0.9549	0.9759	0.9829	0.9928	0.9863	0.9484	0.9883	0.9661	0.9103	0.9766	0.9829
0.144	77.2	3860	0.0402	0.9554	0.9766	0.9831	0.9934	0.9845	0.9518	0.9884	0.9663	0.9114	0.9769	0.9831
0.1274	77.6	3880	0.0405	0.9553	0.9773	0.9830	0.9945	0.9812	0.9561	0.9884	0.9660	0.9113	0.9768	0.9830
0.1251	78.0	3900	0.0403	0.9551	0.9757	0.9830	0.9934	0.9865	0.9472	0.9884	0.9663	0.9107	0.9768	0.9830
0.1315	78.4	3920	0.0422	0.9525	0.9719	0.9821	0.9937	0.9906	0.9315	0.9884	0.9642	0.9048	0.9753	0.9821
0.1386	78.8	3940	0.0444	0.9498	0.9707	0.9811	0.9915	0.9917	0.9288	0.9878	0.9624	0.8992	0.9739	0.9811
0.1256	79.2	3960	0.0426	0.9521	0.9723	0.9820	0.9927	0.9903	0.9340	0.9882	0.9640	0.9041	0.9751	0.9820
0.16	79.6	3980	0.0407	0.9545	0.9746	0.9828	0.9941	0.9870	0.9427	0.9884	0.9658	0.9093	0.9764	0.9828
0.1227	80.0	4000	0.0399	0.9557	0.9769	0.9832	0.9942	0.9836	0.9529	0.9884	0.9666	0.9122	0.9771	0.9832
0.1308	80.4	4020	0.0403	0.9552	0.9761	0.9830	0.9930	0.9861	0.9492	0.9884	0.9663	0.9110	0.9768	0.9830
0.1643	80.8	4040	0.0407	0.9545	0.9752	0.9828	0.9924	0.9878	0.9455	0.9882	0.9660	0.9093	0.9764	0.9828
0.1349	81.2	4060	0.0400	0.9555	0.9758	0.9832	0.9942	0.9859	0.9472	0.9885	0.9665	0.9114	0.9770	0.9832
0.1093	81.6	4080	0.0406	0.9546	0.9747	0.9829	0.9933	0.9881	0.9429	0.9884	0.9659	0.9095	0.9765	0.9829
0.1028	82.0	4100	0.0402	0.9555	0.9781	0.9830	0.9930	0.9816	0.9597	0.9884	0.9662	0.9118	0.9770	0.9830
0.1353	82.4	4120	0.0406	0.9552	0.9775	0.9829	0.9949	0.9801	0.9574	0.9884	0.9660	0.9111	0.9768	0.9829
0.0916	82.8	4140	0.0403	0.9555	0.9783	0.9830	0.9936	0.9804	0.9608	0.9885	0.9660	0.9119	0.9770	0.9830
0.1316	83.2	4160	0.0399	0.9558	0.9774	0.9832	0.9933	0.9836	0.9554	0.9885	0.9667	0.9124	0.9771	0.9832
0.1502	83.6	4180	0.0401	0.9551	0.9751	0.9831	0.9938	0.9875	0.9439	0.9886	0.9662	0.9106	0.9768	0.9831
0.1012	84.0	4200	0.0401	0.9553	0.9759	0.9831	0.9932	0.9865	0.9481	0.9885	0.9664	0.9111	0.9769	0.9831
0.1199	84.4	4220	0.0399	0.9555	0.9755	0.9832	0.9944	0.9863	0.9459	0.9886	0.9666	0.9114	0.9770	0.9832
0.1112	84.8	4240	0.0399	0.9557	0.9773	0.9832	0.9930	0.9840	0.9548	0.9884	0.9666	0.9121	0.9771	0.9832
0.131	85.2	4260	0.0398	0.9558	0.9771	0.9832	0.9945	0.9827	0.9541	0.9885	0.9666	0.9122	0.9771	0.9832
0.0996	85.6	4280	0.0401	0.9551	0.9749	0.9830	0.9939	0.9877	0.9430	0.9886	0.9662	0.9105	0.9767	0.9830
0.1242	86.0	4300	0.0398	0.9556	0.9765	0.9832	0.9930	0.9859	0.9507	0.9885	0.9666	0.9117	0.9770	0.9832
0.1496	86.4	4320	0.0398	0.9557	0.9770	0.9832	0.9929	0.9850	0.9531	0.9884	0.9667	0.9121	0.9771	0.9832
0.1189	86.8	4340	0.0402	0.9550	0.9755	0.9830	0.9927	0.9876	0.9463	0.9884	0.9662	0.9105	0.9767	0.9830
0.1288	87.2	4360	0.0402	0.9549	0.9748	0.9830	0.9936	0.9881	0.9427	0.9886	0.9660	0.9100	0.9766	0.9830
0.1462	87.6	4380	0.0397	0.9557	0.9765	0.9832	0.9935	0.9855	0.9504	0.9886	0.9666	0.9121	0.9771	0.9832
0.1011	88.0	4400	0.0396	0.9560	0.9775	0.9833	0.9933	0.9838	0.9554	0.9885	0.9668	0.9127	0.9772	0.9833
0.1252	88.4	4420	0.0399	0.9555	0.9756	0.9832	0.9936	0.9871	0.9461	0.9886	0.9665	0.9114	0.9770	0.9832
0.1338	88.8	4440	0.0396	0.9560	0.9768	0.9833	0.9941	0.9844	0.9519	0.9886	0.9668	0.9126	0.9772	0.9833
0.122	89.2	4460	0.0396	0.9561	0.9774	0.9833	0.9941	0.9831	0.9550	0.9887	0.9667	0.9129	0.9773	0.9833
0.0999	89.6	4480	0.0399	0.9557	0.9765	0.9832	0.9932	0.9857	0.9504	0.9885	0.9666	0.9119	0.9771	0.9832
0.1092	90.0	4500	0.0395	0.9561	0.9768	0.9834	0.9941	0.9847	0.9515	0.9887	0.9669	0.9128	0.9773	0.9834
0.0858	90.4	4520	0.0399	0.9555	0.9756	0.9832	0.9937	0.9871	0.9460	0.9887	0.9665	0.9113	0.9770	0.9832
0.1322	90.8	4540	0.0396	0.9561	0.9776	0.9833	0.9932	0.9839	0.9556	0.9886	0.9668	0.9129	0.9773	0.9833
0.134	91.2	4560	0.0396	0.9561	0.9773	0.9833	0.9941	0.9834	0.9544	0.9887	0.9668	0.9129	0.9773	0.9833
0.0948	91.6	4580	0.0396	0.9561	0.9768	0.9833	0.9935	0.9851	0.9519	0.9886	0.9668	0.9127	0.9773	0.9833
0.0818	92.0	4600	0.0396	0.9560	0.9766	0.9833	0.9936	0.9855	0.9505	0.9887	0.9668	0.9125	0.9772	0.9833
0.1144	92.4	4620	0.0398	0.9561	0.9781	0.9833	0.9942	0.9812	0.9588	0.9887	0.9665	0.9129	0.9773	0.9833
0.116	92.8	4640	0.0395	0.9561	0.9766	0.9834	0.9936	0.9856	0.9506	0.9887	0.9669	0.9127	0.9773	0.9834
0.0954	93.2	4660	0.0394	0.9562	0.9772	0.9834	0.9936	0.9845	0.9536	0.9887	0.9669	0.9131	0.9774	0.9834
0.1232	93.6	4680	0.0395	0.9560	0.9769	0.9833	0.9931	0.9854	0.9523	0.9885	0.9669	0.9126	0.9772	0.9833
0.1176	94.0	4700	0.0396	0.9559	0.9761	0.9833	0.9943	0.9857	0.9484	0.9887	0.9668	0.9124	0.9772	0.9833
0.1237	94.4	4720	0.0394	0.9562	0.9774	0.9834	0.9935	0.9842	0.9544	0.9886	0.9669	0.9131	0.9773	0.9834
0.0952	94.8	4740	0.0394	0.9561	0.9767	0.9834	0.9940	0.9850	0.9511	0.9887	0.9669	0.9128	0.9773	0.9834
0.1022	95.2	4760	0.0394	0.9562	0.9769	0.9834	0.9938	0.9848	0.9520	0.9887	0.9669	0.9129	0.9773	0.9834
0.0975	95.6	4780	0.0395	0.9560	0.9766	0.9833	0.9935	0.9857	0.9506	0.9887	0.9668	0.9126	0.9772	0.9833
0.1356	96.0	4800	0.0394	0.9562	0.9769	0.9834	0.9939	0.9847	0.9522	0.9887	0.9669	0.9130	0.9773	0.9834
0.1112	96.4	4820	0.0394	0.9561	0.9770	0.9834	0.9933	0.9852	0.9524	0.9886	0.9669	0.9128	0.9773	0.9834
0.1293	96.8	4840	0.0394	0.9561	0.9769	0.9834	0.9935	0.9851	0.9519	0.9887	0.9669	0.9128	0.9773	0.9834
0.1046	97.2	4860	0.0394	0.9561	0.9765	0.9834	0.9942	0.9851	0.9503	0.9887	0.9669	0.9128	0.9773	0.9834
0.0884	97.6	4880	0.0394	0.9561	0.9768	0.9834	0.9937	0.9851	0.9515	0.9887	0.9669	0.9128	0.9773	0.9834
0.1165	98.0	4900	0.0395	0.9561	0.9769	0.9833	0.9933	0.9854	0.9521	0.9886	0.9668	0.9128	0.9773	0.9833
0.1203	98.4	4920	0.0395	0.9559	0.9763	0.9833	0.9935	0.9863	0.9491	0.9887	0.9668	0.9124	0.9772	0.9833
0.101	98.8	4940	0.0394	0.9561	0.9766	0.9834	0.9937	0.9855	0.9507	0.9887	0.9669	0.9127	0.9773	0.9834
0.0945	99.2	4960	0.0394	0.9563	0.9775	0.9834	0.9934	0.9840	0.9553	0.9887	0.9669	0.9132	0.9774	0.9834
0.115	99.6	4980	0.0394	0.9561	0.9765	0.9834	0.9939	0.9855	0.9501	0.9887	0.9669	0.9128	0.9773	0.9834
0.1029	100.0	5000	0.0393	0.9563	0.9774	0.9834	0.9933	0.9845	0.9543	0.9886	0.9670	0.9131	0.9774	0.9834

Framework versions

• Transformers 4.41.2
• Pytorch 2.6.0+cu124
• Datasets 3.2.0
• Tokenizers 0.19.1