mit-b0_necrosis

This model is a fine-tuned version of nvidia/mit-b0 on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.0507
• Mean Iou: 0.8765
• Mean Accuracy: 0.9247
• Overall Accuracy: 0.9824
• Accuracy Background: 0.9951
• Accuracy Necrosis: 0.8175
• Accuracy Root: 0.9614
• Iou Background: 0.9890
• Iou Necrosis: 0.7159
• Iou Root: 0.9247

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: 6e-05
• train_batch_size: 8
• eval_batch_size: 8
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• lr_scheduler_warmup_ratio: 0.05
• num_epochs: 25

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Background	Accuracy Necrosis	Accuracy Root	Iou Background	Iou Necrosis	Iou Root
1.1003	0.1575	20	1.0712	0.2454	0.4597	0.4668	0.3623	0.1248	0.8920	0.3603	0.0159	0.3600
0.8097	0.3150	40	0.8850	0.5051	0.6316	0.8541	0.8491	0.0544	0.9914	0.8476	0.0290	0.6386
0.6061	0.4724	60	0.6799	0.5794	0.6885	0.9031	0.9103	0.1682	0.9871	0.9082	0.1129	0.7171
0.6905	0.6299	80	0.5049	0.6307	0.7151	0.9324	0.9481	0.2137	0.9837	0.9444	0.1748	0.7729
0.4384	0.7874	100	0.4180	0.7019	0.8036	0.9396	0.9486	0.4870	0.9751	0.9461	0.3640	0.7957
0.2996	0.9449	120	0.3595	0.7214	0.8087	0.9474	0.9581	0.4904	0.9775	0.9554	0.3960	0.8128
0.3324	1.1024	140	0.3053	0.7845	0.8656	0.9613	0.9733	0.6602	0.9632	0.9686	0.5323	0.8526
0.3479	1.2598	160	0.2739	0.7567	0.8329	0.9525	0.9608	0.5557	0.9821	0.9582	0.4900	0.8219
0.2151	1.4173	180	0.2100	0.8216	0.8844	0.9707	0.9844	0.7080	0.9609	0.9778	0.6043	0.8826
0.2562	1.5748	200	0.2033	0.7986	0.8617	0.9665	0.9775	0.6307	0.9770	0.9736	0.5521	0.8701
0.2013	1.7323	220	0.1831	0.8328	0.9142	0.9727	0.9865	0.8082	0.9478	0.9803	0.6272	0.8910
0.1653	1.8898	240	0.1678	0.8404	0.8981	0.9749	0.9876	0.7424	0.9641	0.9815	0.6408	0.8987
0.1312	2.0472	260	0.1427	0.8428	0.9238	0.9752	0.9934	0.8490	0.9289	0.9832	0.6465	0.8986
0.1095	2.2047	280	0.1198	0.8502	0.9014	0.9776	0.9931	0.7560	0.9553	0.9844	0.6581	0.9080
0.1425	2.3622	300	0.1192	0.8306	0.8726	0.9757	0.9911	0.6585	0.9681	0.9836	0.6078	0.9004
0.107	2.5197	320	0.1093	0.8454	0.9161	0.9759	0.9877	0.8008	0.9597	0.9825	0.6483	0.9054
0.1948	2.6772	340	0.1089	0.8533	0.9133	0.9777	0.9932	0.7976	0.9490	0.9847	0.6671	0.9081
0.0979	2.8346	360	0.0951	0.8585	0.9134	0.9786	0.9920	0.7890	0.9593	0.9851	0.6784	0.9120
0.0764	2.9921	380	0.0928	0.8563	0.9031	0.9788	0.9955	0.7626	0.9513	0.9853	0.6712	0.9123
0.0769	3.1496	400	0.0894	0.8566	0.9213	0.9784	0.9913	0.8162	0.9563	0.9853	0.6727	0.9120
0.1331	3.3071	420	0.0815	0.8578	0.9025	0.9791	0.9953	0.7582	0.9539	0.9854	0.6745	0.9134
0.146	3.4646	440	0.0816	0.8610	0.9149	0.9793	0.9946	0.7985	0.9517	0.9860	0.6830	0.9141
0.1193	3.6220	460	0.0913	0.8480	0.9290	0.9758	0.9961	0.8721	0.9188	0.9841	0.6618	0.8979
0.1164	3.7795	480	0.0837	0.8625	0.9220	0.9792	0.9956	0.8277	0.9428	0.9859	0.6890	0.9126
0.0991	3.9370	500	0.0783	0.8536	0.8933	0.9783	0.9968	0.7344	0.9486	0.9846	0.6665	0.9098
0.0721	4.0945	520	0.0722	0.8615	0.9143	0.9790	0.9912	0.7882	0.9635	0.9853	0.6866	0.9126
0.0669	4.2520	540	0.0746	0.8599	0.9062	0.9798	0.9944	0.7643	0.9597	0.9865	0.6771	0.9163
0.0676	4.4094	560	0.0728	0.8594	0.9005	0.9778	0.9978	0.7654	0.9382	0.9829	0.6875	0.9077
0.0626	4.5669	580	0.0691	0.8654	0.9201	0.9800	0.9939	0.8108	0.9555	0.9865	0.6929	0.9168
0.3008	4.7244	600	0.0727	0.8573	0.9282	0.9777	0.9952	0.8564	0.9332	0.9853	0.6819	0.9046
0.0452	4.8819	620	0.0699	0.8606	0.8972	0.9795	0.9966	0.7413	0.9535	0.9854	0.6824	0.9139
0.1171	5.0394	640	0.0712	0.8576	0.8925	0.9790	0.9966	0.7275	0.9533	0.9848	0.6757	0.9122
0.0533	5.1969	660	0.0646	0.8685	0.9213	0.9803	0.9956	0.8186	0.9496	0.9866	0.7019	0.9168
0.0497	5.3543	680	0.0636	0.8670	0.9258	0.9797	0.9963	0.8401	0.9411	0.9863	0.7009	0.9139
0.0652	5.5118	700	0.0636	0.8697	0.9182	0.9808	0.9950	0.8029	0.9567	0.9870	0.7026	0.9195
0.0538	5.6693	720	0.0689	0.8596	0.9304	0.9784	0.9963	0.8637	0.9313	0.9859	0.6849	0.9081
0.0579	5.8268	740	0.0622	0.8677	0.9211	0.9806	0.9925	0.8069	0.9639	0.9871	0.6966	0.9195
0.0712	5.9843	760	0.0629	0.8596	0.9004	0.9803	0.9927	0.7363	0.9722	0.9872	0.6740	0.9175
0.0583	6.1417	780	0.0596	0.8685	0.9150	0.9808	0.9954	0.7932	0.9565	0.9871	0.6997	0.9186
0.0568	6.2992	800	0.0601	0.8694	0.9179	0.9803	0.9959	0.8078	0.9500	0.9863	0.7055	0.9164
0.0605	6.4567	820	0.0721	0.8652	0.9170	0.9768	0.9978	0.8300	0.9233	0.9814	0.7141	0.9002
0.0493	6.6142	840	0.0585	0.8703	0.9113	0.9812	0.9954	0.7776	0.9611	0.9873	0.7028	0.9209
0.0535	6.7717	860	0.0590	0.8698	0.9141	0.9811	0.9917	0.7772	0.9735	0.9874	0.7014	0.9204
0.069	6.9291	880	0.0585	0.8718	0.9286	0.9806	0.9928	0.8342	0.9587	0.9870	0.7108	0.9176
0.0883	7.0866	900	0.0577	0.8724	0.9162	0.9814	0.9937	0.7885	0.9663	0.9875	0.7079	0.9218
0.0512	7.2441	920	0.0610	0.8694	0.9149	0.9808	0.9933	0.7865	0.9647	0.9867	0.7019	0.9196
0.0656	7.4016	940	0.0596	0.8705	0.9164	0.9810	0.9958	0.7982	0.9553	0.9871	0.7045	0.9198
0.043	7.5591	960	0.0573	0.8714	0.9268	0.9813	0.9931	0.8248	0.9625	0.9881	0.7046	0.9216
0.0358	7.7165	980	0.0565	0.8690	0.9160	0.9812	0.9948	0.7927	0.9606	0.9879	0.6991	0.9200
0.058	7.8740	1000	0.0585	0.8677	0.9076	0.9809	0.9957	0.7673	0.9599	0.9873	0.6971	0.9188
0.0922	8.0315	1020	0.0558	0.8704	0.9182	0.9813	0.9923	0.7924	0.9700	0.9877	0.7023	0.9213
0.058	8.1890	1040	0.0563	0.8715	0.9226	0.9806	0.9959	0.8229	0.9490	0.9867	0.7108	0.9172
0.0421	8.3465	1060	0.0626	0.8668	0.9239	0.9783	0.9976	0.8453	0.9288	0.9840	0.7101	0.9063
0.0737	8.5039	1080	0.0580	0.8665	0.9118	0.9808	0.9935	0.7759	0.9659	0.9876	0.6933	0.9186
0.0691	8.6614	1100	0.0569	0.8653	0.9030	0.9810	0.9938	0.7446	0.9708	0.9878	0.6885	0.9195
0.075	8.8189	1120	0.0562	0.8751	0.9262	0.9813	0.9950	0.8286	0.9550	0.9873	0.7170	0.9209
0.0694	8.9764	1140	0.0543	0.8738	0.9192	0.9818	0.9947	0.7998	0.9630	0.9881	0.7100	0.9232
0.0435	9.1339	1160	0.0563	0.8713	0.9306	0.9807	0.9940	0.8447	0.9533	0.9871	0.7080	0.9187
0.0458	9.2913	1180	0.0571	0.8716	0.9322	0.9806	0.9922	0.8453	0.9590	0.9867	0.7088	0.9194
0.0487	9.4488	1200	0.0568	0.8727	0.9264	0.9805	0.9954	0.8345	0.9491	0.9866	0.7141	0.9173
0.0528	9.6063	1220	0.0550	0.8695	0.9094	0.9810	0.9954	0.7724	0.9605	0.9872	0.7024	0.9188
0.0711	9.7638	1240	0.0568	0.8663	0.9004	0.9811	0.9956	0.7402	0.9654	0.9873	0.6909	0.9206
0.0438	9.9213	1260	0.0589	0.8722	0.9199	0.9800	0.9971	0.8199	0.9426	0.9854	0.7163	0.9148
0.053	10.0787	1280	0.0557	0.8737	0.9300	0.9804	0.9964	0.8510	0.9426	0.9866	0.7187	0.9158
0.042	10.2362	1300	0.0527	0.8748	0.9185	0.9820	0.9949	0.7971	0.9634	0.9882	0.7124	0.9237
0.0709	10.3937	1320	0.0547	0.8771	0.9235	0.9813	0.9965	0.8231	0.9508	0.9869	0.7241	0.9203
0.0391	10.5512	1340	0.0548	0.8763	0.9211	0.9818	0.9954	0.8091	0.9587	0.9877	0.7188	0.9225
0.0334	10.7087	1360	0.0528	0.8740	0.9167	0.9817	0.9954	0.7938	0.9610	0.9878	0.7117	0.9226
0.0774	10.8661	1380	0.0522	0.8750	0.9140	0.9818	0.9963	0.7866	0.9591	0.9876	0.7147	0.9225
0.0575	11.0236	1400	0.0527	0.8783	0.9335	0.9819	0.9951	0.8513	0.9543	0.9880	0.7240	0.9229
0.0309	11.1811	1420	0.0538	0.8718	0.9122	0.9820	0.9953	0.7761	0.9653	0.9886	0.7035	0.9234
0.0358	11.3386	1440	0.0535	0.8714	0.9101	0.9816	0.9949	0.7698	0.9657	0.9880	0.7048	0.9213
0.0415	11.4961	1460	0.0523	0.8759	0.9238	0.9820	0.9941	0.8135	0.9637	0.9883	0.7158	0.9236
0.0366	11.6535	1480	0.0523	0.8782	0.9260	0.9821	0.9948	0.8230	0.9602	0.9880	0.7228	0.9237
0.0503	11.8110	1500	0.0537	0.8765	0.9167	0.9814	0.9962	0.7976	0.9562	0.9870	0.7223	0.9203
0.0366	11.9685	1520	0.0541	0.8738	0.9186	0.9807	0.9974	0.8125	0.9459	0.9863	0.7179	0.9173
0.0314	12.1260	1540	0.0525	0.8785	0.9278	0.9817	0.9963	0.8356	0.9516	0.9876	0.7264	0.9215
0.0273	12.2835	1560	0.0560	0.8672	0.9374	0.9802	0.9950	0.8740	0.9433	0.9878	0.6977	0.9163
0.0514	12.4409	1580	0.0555	0.8634	0.9021	0.9810	0.9944	0.7434	0.9684	0.9879	0.6828	0.9197
0.0498	12.5984	1600	0.0541	0.8690	0.9039	0.9819	0.9941	0.7437	0.9738	0.9885	0.6955	0.9230
0.0877	12.7559	1620	0.0565	0.8650	0.9081	0.9810	0.9927	0.7592	0.9724	0.9879	0.6870	0.9201
0.0206	12.9134	1640	0.0535	0.8760	0.9252	0.9817	0.9931	0.8166	0.9659	0.9879	0.7172	0.9228
0.0396	13.0709	1660	0.0530	0.8743	0.9279	0.9816	0.9931	0.8272	0.9635	0.9880	0.7127	0.9222
0.0328	13.2283	1680	0.0541	0.8678	0.9087	0.9814	0.9936	0.7619	0.9706	0.9881	0.6936	0.9216
0.0599	13.3858	1700	0.0536	0.8745	0.9351	0.9816	0.9937	0.8544	0.9572	0.9883	0.7131	0.9219
0.0435	13.5433	1720	0.0529	0.8757	0.9203	0.9821	0.9955	0.8049	0.9607	0.9885	0.7151	0.9234
0.057	13.7008	1740	0.0536	0.8748	0.9192	0.9818	0.9948	0.8000	0.9627	0.9881	0.7137	0.9225
0.0464	13.8583	1760	0.0507	0.8768	0.9228	0.9824	0.9944	0.8087	0.9654	0.9888	0.7163	0.9252
0.0276	14.0157	1780	0.0520	0.8771	0.9290	0.9820	0.9932	0.8291	0.9648	0.9882	0.7196	0.9236
0.0507	14.1732	1800	0.0513	0.8744	0.9188	0.9821	0.9946	0.7965	0.9654	0.9887	0.7110	0.9235
0.0423	14.3307	1820	0.0538	0.8761	0.9232	0.9813	0.9960	0.8213	0.9524	0.9871	0.7212	0.9199
0.0344	14.4882	1840	0.0512	0.8779	0.9251	0.9824	0.9942	0.8160	0.9651	0.9886	0.7202	0.9250
0.0457	14.6457	1860	0.0522	0.8766	0.9241	0.9821	0.9931	0.8109	0.9683	0.9884	0.7174	0.9240
0.0327	14.8031	1880	0.0525	0.8728	0.9126	0.9820	0.9948	0.7763	0.9667	0.9885	0.7070	0.9229
0.0341	14.9606	1900	0.0507	0.8763	0.9235	0.9823	0.9945	0.8117	0.9645	0.9888	0.7154	0.9246
0.0282	15.1181	1920	0.0550	0.8734	0.9216	0.9804	0.9972	0.8241	0.9435	0.9861	0.7186	0.9155
0.0355	15.2756	1940	0.0520	0.8750	0.9184	0.9824	0.9942	0.7925	0.9686	0.9889	0.7110	0.9251
0.023	15.4331	1960	0.0528	0.8762	0.9230	0.9821	0.9942	0.8102	0.9647	0.9885	0.7161	0.9240
0.0442	15.5906	1980	0.0522	0.8763	0.9297	0.9821	0.9943	0.8341	0.9607	0.9888	0.7165	0.9236
0.0581	15.7480	2000	0.0526	0.8744	0.9145	0.9820	0.9949	0.7831	0.9656	0.9882	0.7115	0.9235
0.0349	15.9055	2020	0.0523	0.8742	0.9195	0.9819	0.9953	0.8022	0.9610	0.9882	0.7111	0.9232
0.0413	16.0630	2040	0.0524	0.8733	0.9280	0.9816	0.9942	0.8307	0.9591	0.9883	0.7089	0.9227
0.0365	16.2205	2060	0.0526	0.8766	0.9249	0.9819	0.9948	0.8203	0.9597	0.9879	0.7189	0.9229
0.0353	16.3780	2080	0.0516	0.8752	0.9210	0.9822	0.9943	0.8032	0.9657	0.9885	0.7126	0.9244
0.0291	16.5354	2100	0.0518	0.8762	0.9277	0.9821	0.9948	0.8290	0.9594	0.9886	0.7166	0.9235
0.0341	16.6929	2120	0.0508	0.8755	0.9252	0.9822	0.9947	0.8192	0.9617	0.9887	0.7135	0.9242
0.0532	16.8504	2140	0.0534	0.8690	0.9063	0.9820	0.9949	0.7546	0.9695	0.9888	0.6952	0.9230
0.0405	17.0079	2160	0.0509	0.8762	0.9303	0.9817	0.9954	0.8416	0.9539	0.9883	0.7190	0.9214
0.043	17.1654	2180	0.0528	0.8750	0.9216	0.9820	0.9940	0.8053	0.9655	0.9885	0.7132	0.9233
0.037	17.3228	2200	0.0504	0.8777	0.9257	0.9820	0.9956	0.8242	0.9573	0.9882	0.7220	0.9229
0.0384	17.4803	2220	0.0510	0.8779	0.9288	0.9820	0.9953	0.8344	0.9566	0.9883	0.7222	0.9232
0.0436	17.6378	2240	0.0519	0.8750	0.9209	0.9817	0.9962	0.8113	0.9551	0.9879	0.7154	0.9215
0.0502	17.7953	2260	0.0522	0.8756	0.9252	0.9820	0.9944	0.8194	0.9619	0.9884	0.7150	0.9234
0.0318	17.9528	2280	0.0512	0.8754	0.9279	0.9821	0.9942	0.8277	0.9617	0.9887	0.7138	0.9237
0.0505	18.1102	2300	0.0511	0.8752	0.9243	0.9823	0.9945	0.8147	0.9636	0.9889	0.7123	0.9245
0.0448	18.2677	2320	0.0514	0.8749	0.9218	0.9822	0.9948	0.8077	0.9628	0.9887	0.7120	0.9241
0.0365	18.4252	2340	0.0535	0.8725	0.9179	0.9820	0.9948	0.7952	0.9638	0.9886	0.7054	0.9237
0.0355	18.5827	2360	0.0522	0.8778	0.9234	0.9820	0.9960	0.8179	0.9564	0.9879	0.7224	0.9232
0.0311	18.7402	2380	0.0523	0.8764	0.9239	0.9818	0.9964	0.8220	0.9533	0.9878	0.7194	0.9220
0.0344	18.8976	2400	0.0509	0.8751	0.9164	0.9822	0.9957	0.7912	0.9623	0.9885	0.7129	0.9239
0.0302	19.0551	2420	0.0506	0.8791	0.9305	0.9823	0.9951	0.8381	0.9582	0.9886	0.7245	0.9243
0.0455	19.2126	2440	0.0516	0.8752	0.9174	0.9824	0.9946	0.7900	0.9675	0.9888	0.7119	0.9249
0.0368	19.3701	2460	0.0519	0.8755	0.9330	0.9817	0.9959	0.8532	0.9498	0.9884	0.7166	0.9214
0.0312	19.5276	2480	0.0525	0.8738	0.9162	0.9822	0.9954	0.7896	0.9635	0.9887	0.7087	0.9239
0.0389	19.6850	2500	0.0514	0.8756	0.9278	0.9820	0.9952	0.8311	0.9572	0.9886	0.7152	0.9231
0.031	19.8425	2520	0.0514	0.8769	0.9294	0.9821	0.9951	0.8357	0.9575	0.9886	0.7182	0.9238
0.0745	20.0	2540	0.0528	0.8749	0.9166	0.9818	0.9966	0.7969	0.9562	0.9878	0.7150	0.9219
0.0617	20.1575	2560	0.0504	0.8782	0.9274	0.9822	0.9959	0.8302	0.9562	0.9885	0.7220	0.9239
0.1536	20.3150	2580	0.0513	0.8775	0.9225	0.9823	0.9955	0.8113	0.9606	0.9885	0.7200	0.9241
0.0335	20.4724	2600	0.0507	0.8763	0.9189	0.9824	0.9946	0.7952	0.9668	0.9888	0.7152	0.9249
0.036	20.6299	2620	0.0507	0.8773	0.9260	0.9825	0.9946	0.8204	0.9631	0.9890	0.7179	0.9250
0.0345	20.7874	2640	0.0511	0.8758	0.9206	0.9823	0.9954	0.8045	0.9620	0.9888	0.7146	0.9240
0.042	20.9449	2660	0.0505	0.8773	0.9289	0.9822	0.9953	0.8337	0.9576	0.9887	0.7193	0.9238
0.0453	21.1024	2680	0.0514	0.8753	0.9208	0.9821	0.9957	0.8071	0.9595	0.9884	0.7140	0.9235
0.0428	21.2598	2700	0.0528	0.8740	0.9196	0.9820	0.9950	0.8014	0.9624	0.9885	0.7101	0.9232
0.059	21.4173	2720	0.0515	0.8748	0.9216	0.9820	0.9954	0.8094	0.9599	0.9885	0.7128	0.9230
0.0333	21.5748	2740	0.0522	0.8752	0.9243	0.9822	0.9949	0.8163	0.9618	0.9890	0.7127	0.9239
0.0332	21.7323	2760	0.0511	0.8764	0.9267	0.9821	0.9955	0.8275	0.9572	0.9886	0.7175	0.9230
0.0433	21.8898	2780	0.0508	0.8764	0.9235	0.9822	0.9950	0.8140	0.9615	0.9887	0.7167	0.9238
0.0438	22.0472	2800	0.0509	0.8769	0.9244	0.9824	0.9947	0.8153	0.9634	0.9889	0.7172	0.9246
0.0498	22.2047	2820	0.0505	0.8774	0.9257	0.9823	0.9953	0.8221	0.9598	0.9887	0.7192	0.9242
0.0339	22.3622	2840	0.0510	0.8772	0.9271	0.9822	0.9955	0.8283	0.9575	0.9886	0.7195	0.9235
0.0328	22.5197	2860	0.0523	0.8752	0.9206	0.9822	0.9948	0.8034	0.9637	0.9886	0.7132	0.9239
0.0371	22.6772	2880	0.0509	0.8756	0.9239	0.9823	0.9952	0.8157	0.9609	0.9889	0.7138	0.9242
0.032	22.8346	2900	0.0506	0.8758	0.9260	0.9821	0.9959	0.8261	0.9560	0.9887	0.7159	0.9230
0.0391	22.9921	2920	0.0510	0.8763	0.9249	0.9822	0.9953	0.8196	0.9596	0.9888	0.7165	0.9238
0.0464	23.1496	2940	0.0507	0.8765	0.9238	0.9822	0.9956	0.8167	0.9591	0.9887	0.7169	0.9238
0.0281	23.3071	2960	0.0509	0.8769	0.9261	0.9824	0.9945	0.8205	0.9634	0.9891	0.7167	0.9250
0.0608	23.4646	2980	0.0512	0.8760	0.9197	0.9824	0.9954	0.8007	0.9630	0.9889	0.7150	0.9243
0.0397	23.6220	3000	0.0510	0.8769	0.9257	0.9824	0.9949	0.8203	0.9621	0.9891	0.7170	0.9245
0.0831	23.7795	3020	0.0514	0.8761	0.9216	0.9824	0.9951	0.8066	0.9629	0.9889	0.7150	0.9244
0.032	23.9370	3040	0.0510	0.8764	0.9222	0.9825	0.9949	0.8077	0.9639	0.9890	0.7153	0.9249
0.0577	24.0945	3060	0.0504	0.8764	0.9253	0.9824	0.9951	0.8195	0.9612	0.9890	0.7156	0.9246
0.0513	24.2520	3080	0.0513	0.8759	0.9214	0.9825	0.9951	0.8055	0.9636	0.9890	0.7136	0.9250
0.043	24.4094	3100	0.0512	0.8761	0.9220	0.9824	0.9951	0.8076	0.9631	0.9890	0.7144	0.9249
0.0393	24.5669	3120	0.0509	0.8766	0.9246	0.9824	0.9952	0.8173	0.9611	0.9890	0.7163	0.9247
0.0238	24.7244	3140	0.0510	0.8766	0.9248	0.9824	0.9950	0.8171	0.9624	0.9891	0.7158	0.9249
0.031	24.8819	3160	0.0507	0.8765	0.9247	0.9824	0.9951	0.8175	0.9614	0.9890	0.7159	0.9247

Framework versions

• Transformers 4.44.1
• Pytorch 2.6.0+cpu
• Datasets 2.21.0
• Tokenizers 0.19.1