segformer-b3-ade-finetuned-512-512-finetuned-grCoastline_512

This model is a fine-tuned version of nvidia/segformer-b3-finetuned-ade-512-512 on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set:

• Loss: 0.2343
• Mean Iou: 0.7550
• Mean Accuracy: 0.8157
• Overall Accuracy: 0.9435
• Accuracy Water: 0.9775
• Accuracy Whitewater: 0.2651
• Accuracy Sediment: 0.9504
• Accuracy Other Natural Terrain: 0.8170
• Accuracy Vegetation: 0.8956
• Accuracy Development: 0.8082
• Accuracy Unknown: 0.9956
• Iou Water: 0.9507
• Iou Whitewater: 0.2519
• Iou Sediment: 0.8719
• Iou Other Natural Terrain: 0.7298
• Iou Vegetation: 0.7848
• Iou Development: 0.7015
• Iou Unknown: 0.9946

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: 4
• eval_batch_size: 4
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 25

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Water	Accuracy Whitewater	Accuracy Sediment	Accuracy Other Natural Terrain	Accuracy Vegetation	Accuracy Development	Accuracy Unknown	Iou Water	Iou Whitewater	Iou Sediment	Iou Other Natural Terrain	Iou Vegetation	Iou Development	Iou Unknown
1.3152	0.24	20	1.1371	0.3592	0.4647	0.7315	0.9430	0.0	0.2992	0.0547	0.7991	0.1760	0.9809	0.6706	0.0	0.2742	0.0502	0.4041	0.1413	0.9741
1.2237	0.49	40	0.7602	0.4366	0.5444	0.8084	0.9568	0.0	0.8684	0.0674	0.8738	0.0645	0.9803	0.8767	0.0	0.5931	0.0668	0.4759	0.0643	0.9792
0.8849	0.73	60	0.5319	0.5122	0.6082	0.8591	0.9603	0.0	0.9492	0.3503	0.9236	0.0824	0.9915	0.9197	0.0	0.6535	0.3355	0.6080	0.0822	0.9867
0.7138	0.98	80	0.4433	0.5645	0.6474	0.8886	0.9732	0.0	0.9297	0.6001	0.9305	0.1018	0.9962	0.9208	0.0	0.7143	0.5271	0.7005	0.1015	0.9872
0.4057	1.22	100	0.3726	0.6034	0.6801	0.9021	0.9746	0.0	0.9397	0.6993	0.8983	0.2557	0.9930	0.9325	0.0	0.7428	0.6061	0.7024	0.2508	0.9894
0.5947	1.46	120	0.3407	0.6003	0.6767	0.9043	0.9809	0.0	0.9493	0.7424	0.8936	0.1789	0.9916	0.9264	0.0	0.7549	0.6223	0.7327	0.1776	0.9881
0.324	1.71	140	0.3482	0.6087	0.6906	0.8992	0.9661	0.0	0.9787	0.8298	0.7234	0.3403	0.9958	0.9342	0.0	0.6806	0.6506	0.6853	0.3202	0.9901
0.5283	1.95	160	0.2851	0.6729	0.7389	0.9265	0.9757	0.0	0.9427	0.8225	0.8647	0.5717	0.9954	0.9346	0.0	0.8134	0.7038	0.7573	0.5116	0.9895
0.4225	2.2	180	0.2628	0.6674	0.7330	0.9232	0.9642	0.0	0.9175	0.8301	0.9002	0.5261	0.9928	0.9183	0.0	0.8127	0.7082	0.7438	0.4982	0.9904
0.2334	2.44	200	0.2544	0.6811	0.7448	0.9282	0.9783	0.0	0.9488	0.7218	0.9115	0.6576	0.9956	0.9326	0.0	0.8252	0.6780	0.7556	0.5856	0.9905
0.3386	2.68	220	0.2385	0.6844	0.7511	0.9279	0.9773	0.0	0.9358	0.7831	0.8913	0.6838	0.9864	0.9298	0.0	0.8409	0.6831	0.7590	0.5939	0.9845
0.2847	2.93	240	0.2321	0.6817	0.7530	0.9275	0.9694	0.0	0.9472	0.8888	0.7828	0.6848	0.9980	0.9334	0.0	0.8187	0.7156	0.7399	0.5752	0.9895
0.6314	3.17	260	0.2118	0.6995	0.7630	0.9362	0.9725	0.0	0.9494	0.8463	0.8667	0.7094	0.9965	0.9404	0.0	0.8324	0.7431	0.7783	0.6104	0.9916
0.2687	3.41	280	0.2140	0.6992	0.7599	0.9359	0.9739	0.0	0.9480	0.8333	0.8776	0.6886	0.9976	0.9348	0.0	0.8242	0.7413	0.7869	0.6166	0.9908
0.4188	3.66	300	0.2088	0.7045	0.7646	0.9382	0.9743	0.0	0.9594	0.8251	0.8940	0.7055	0.9936	0.9368	0.0	0.8483	0.7412	0.7886	0.6260	0.9909
0.1609	3.9	320	0.1991	0.7059	0.7740	0.9372	0.9758	0.0	0.9463	0.8677	0.8325	0.8036	0.9923	0.9388	0.0	0.8620	0.7343	0.7721	0.6440	0.9900
0.1591	4.15	340	0.2563	0.6544	0.7303	0.9157	0.9718	0.0	0.9700	0.8359	0.7659	0.5772	0.9915	0.9427	0.0	0.7907	0.6447	0.6947	0.5180	0.9901
0.4456	4.39	360	0.2374	0.6846	0.7496	0.9283	0.9789	0.0	0.9396	0.7259	0.8976	0.7094	0.9956	0.9436	0.0	0.8668	0.6313	0.7349	0.6230	0.9928
0.1556	4.63	380	0.2165	0.6871	0.7568	0.9294	0.9701	0.0	0.9681	0.8800	0.7831	0.6998	0.9963	0.9401	0.0	0.8319	0.7082	0.7283	0.6095	0.9918
0.3269	4.88	400	0.2230	0.6995	0.7612	0.9340	0.9709	0.0	0.9544	0.7420	0.9106	0.7533	0.9969	0.9432	0.0	0.8551	0.6806	0.7497	0.6751	0.9929
0.2006	5.12	420	0.2233	0.6884	0.7545	0.9303	0.9727	0.0	0.9573	0.8825	0.8049	0.6679	0.9960	0.9405	0.0	0.8366	0.7042	0.7340	0.6110	0.9929
0.1007	5.37	440	0.2047	0.7084	0.7769	0.9383	0.9683	0.0	0.9583	0.8657	0.8279	0.8214	0.9966	0.9428	0.0	0.8463	0.7494	0.7689	0.6592	0.9921
0.1391	5.61	460	0.2110	0.7102	0.7698	0.9386	0.9775	0.0	0.9289	0.8196	0.9082	0.7632	0.9914	0.9384	0.0	0.8686	0.7287	0.7739	0.6716	0.9899
0.1582	5.85	480	0.1974	0.7070	0.7756	0.9371	0.9688	0.0	0.9503	0.7850	0.8715	0.8567	0.9971	0.9420	0.0	0.8565	0.7161	0.7626	0.6792	0.9928
0.118	6.1	500	0.2184	0.6937	0.7602	0.9312	0.9800	0.0	0.9321	0.8670	0.8032	0.7424	0.9969	0.9372	0.0	0.8535	0.6900	0.7355	0.6468	0.9929
0.1206	6.34	520	0.2585	0.6906	0.7549	0.9312	0.9766	0.0	0.9652	0.7906	0.8669	0.6927	0.9922	0.9364	0.0	0.8134	0.7155	0.7562	0.6218	0.9910
0.1531	6.59	540	0.2177	0.7048	0.7699	0.9370	0.9788	0.0	0.9361	0.8889	0.8270	0.7644	0.9944	0.9426	0.0	0.8647	0.7215	0.7629	0.6492	0.9926
0.141	6.83	560	0.2271	0.7014	0.7655	0.9362	0.9625	0.0	0.9726	0.8432	0.8655	0.7186	0.9957	0.9403	0.0	0.8254	0.7420	0.7758	0.6330	0.9931
0.1233	7.07	580	0.2128	0.7108	0.7723	0.9398	0.9739	0.0	0.9529	0.8535	0.8659	0.7646	0.9954	0.9430	0.0	0.8579	0.7390	0.7766	0.6661	0.9932
0.0518	7.32	600	0.2460	0.6911	0.7617	0.9304	0.9659	0.0	0.9711	0.8530	0.7962	0.7486	0.9969	0.9426	0.0	0.8348	0.6982	0.7278	0.6405	0.9941
0.1164	7.56	620	0.2446	0.6992	0.7670	0.9337	0.9747	0.0	0.9534	0.8651	0.8042	0.7752	0.9963	0.9432	0.0	0.8550	0.7027	0.7379	0.6615	0.9941
0.1448	7.8	640	0.2159	0.7115	0.7726	0.9394	0.9771	0.0	0.9510	0.8102	0.8822	0.7928	0.9952	0.9435	0.0	0.8560	0.7265	0.7725	0.6886	0.9932
0.4327	8.05	660	0.2056	0.7150	0.7766	0.9418	0.9736	0.0	0.9551	0.8341	0.8786	0.7980	0.9966	0.9443	0.0	0.8579	0.7494	0.7862	0.6734	0.9935
0.1197	8.29	680	0.2153	0.7068	0.7647	0.9389	0.9767	0.0	0.9434	0.8219	0.9024	0.7126	0.9963	0.9417	0.0	0.8681	0.7183	0.7794	0.6469	0.9935
0.1376	8.54	700	0.2252	0.7069	0.7755	0.9375	0.9676	0.0	0.9668	0.8520	0.8228	0.8217	0.9977	0.9441	0.0	0.8448	0.7397	0.7594	0.6667	0.9934
0.3054	8.78	720	0.2291	0.7079	0.7708	0.9382	0.9773	0.0	0.9544	0.8451	0.8599	0.7667	0.9924	0.9404	0.0	0.8559	0.7306	0.7749	0.6626	0.9912
0.1884	9.02	740	0.2077	0.7194	0.7823	0.9422	0.9733	0.0	0.9366	0.8561	0.8671	0.8472	0.9957	0.9449	0.0	0.8750	0.7354	0.7776	0.7092	0.9936
0.0987	9.27	760	0.2207	0.7112	0.7780	0.9385	0.9753	0.0	0.9640	0.8870	0.8026	0.8232	0.9938	0.9414	0.0	0.8349	0.7599	0.7583	0.6912	0.9924
0.1062	9.51	780	0.2697	0.6999	0.7640	0.9335	0.9747	0.0	0.9493	0.7366	0.8967	0.7950	0.9957	0.9429	0.0	0.8455	0.6892	0.7403	0.6884	0.9932
0.1437	9.76	800	0.2240	0.7069	0.7715	0.9380	0.9692	0.0	0.9578	0.8028	0.8838	0.7906	0.9960	0.9451	0.0	0.8487	0.7271	0.7701	0.6635	0.9935
0.0806	10.0	820	0.2262	0.7068	0.7692	0.9388	0.9788	0.0	0.9596	0.8313	0.8618	0.7573	0.9960	0.9447	0.0	0.8471	0.7398	0.7748	0.6479	0.9934
0.1172	10.24	840	0.2594	0.6971	0.7598	0.9336	0.9751	0.0	0.9497	0.7498	0.8983	0.7482	0.9975	0.9432	0.0	0.8596	0.6762	0.7500	0.6570	0.9934
0.3204	10.49	860	0.2114	0.7167	0.7775	0.9417	0.9735	0.0	0.9405	0.8401	0.8791	0.8117	0.9977	0.9440	0.0	0.8751	0.7310	0.7812	0.6925	0.9933
0.18	10.73	880	0.2234	0.7163	0.7774	0.9415	0.9708	0.0	0.9606	0.8125	0.8921	0.8111	0.9950	0.9458	0.0	0.8635	0.7310	0.7799	0.7000	0.9937
0.1388	10.98	900	0.2211	0.7231	0.7820	0.9435	0.9745	0.0	0.9282	0.8094	0.9115	0.8533	0.9971	0.9442	0.0	0.8842	0.7275	0.7822	0.7296	0.9942
0.3495	11.22	920	0.2246	0.7172	0.7803	0.9420	0.9735	0.0	0.9535	0.8467	0.8540	0.8361	0.9985	0.9443	0.0	0.8700	0.7384	0.7796	0.6941	0.9940
0.1129	11.46	940	0.2116	0.7187	0.7770	0.9431	0.9764	0.0	0.9480	0.8252	0.9009	0.7927	0.9954	0.9460	0.0	0.8772	0.7303	0.7890	0.6944	0.9941
0.1725	11.71	960	0.2028	0.7199	0.7820	0.9432	0.9799	0.0	0.9457	0.8285	0.8723	0.8515	0.9962	0.9442	0.0	0.8773	0.7348	0.7872	0.7019	0.9941
0.1882	11.95	980	0.2180	0.7168	0.7759	0.9422	0.9743	0.0	0.9556	0.8052	0.8990	0.7998	0.9974	0.9460	0.0	0.8570	0.7326	0.7887	0.6984	0.9945
0.1523	12.2	1000	0.2185	0.7172	0.7792	0.9416	0.9750	0.0000	0.9527	0.8253	0.8779	0.8287	0.9947	0.9444	0.0000	0.8701	0.7322	0.7781	0.7019	0.9936
0.0959	12.44	1020	0.2232	0.7192	0.7806	0.9424	0.9781	0.0	0.9452	0.8150	0.8840	0.8469	0.9953	0.9444	0.0	0.8769	0.7281	0.7792	0.7115	0.9941
0.0786	12.68	1040	0.2383	0.7129	0.7741	0.9403	0.9771	0.0001	0.9592	0.8173	0.8741	0.7949	0.9956	0.9449	0.0001	0.8567	0.7321	0.7734	0.6892	0.9942
0.1079	12.93	1060	0.2410	0.7144	0.7772	0.9401	0.9786	0.0040	0.9510	0.7919	0.8845	0.8357	0.9945	0.9451	0.0040	0.8585	0.7261	0.7709	0.7030	0.9933
0.1476	13.17	1080	0.2192	0.7130	0.7782	0.9403	0.9718	0.0008	0.9582	0.8334	0.8548	0.8309	0.9975	0.9458	0.0008	0.8536	0.7367	0.7733	0.6859	0.9950
0.1231	13.41	1100	0.2260	0.7157	0.7790	0.9417	0.9800	0.0002	0.9430	0.8018	0.8889	0.8443	0.9951	0.9456	0.0002	0.8722	0.7265	0.7836	0.6882	0.9939
0.0879	13.66	1120	0.2403	0.7133	0.7767	0.9407	0.9709	0.0	0.9670	0.8450	0.8523	0.8043	0.9974	0.9472	0.0	0.8539	0.7357	0.7748	0.6864	0.9951
0.116	13.9	1140	0.2334	0.7191	0.7810	0.9425	0.9767	0.0165	0.9465	0.8118	0.8896	0.8284	0.9974	0.9471	0.0164	0.8677	0.7354	0.7863	0.6862	0.9946
0.1264	14.15	1160	0.2366	0.7162	0.7765	0.9414	0.9789	0.0146	0.9504	0.8165	0.8936	0.7870	0.9943	0.9462	0.0145	0.8657	0.7314	0.7849	0.6774	0.9934
0.0761	14.39	1180	0.2227	0.7198	0.7792	0.9427	0.9789	0.0180	0.9509	0.8127	0.8924	0.8044	0.9968	0.9469	0.0179	0.8670	0.7339	0.7858	0.6921	0.9948
0.0437	14.63	1200	0.2192	0.7188	0.7819	0.9415	0.9769	0.0248	0.9490	0.8470	0.8566	0.8219	0.9970	0.9466	0.0246	0.8645	0.7379	0.7761	0.6873	0.9948
0.0732	14.88	1220	0.2396	0.7289	0.7897	0.9421	0.9760	0.0861	0.9477	0.8180	0.8934	0.8121	0.9948	0.9465	0.0849	0.8654	0.7368	0.7824	0.6923	0.9936
0.1376	15.12	1240	0.2280	0.7314	0.7915	0.9430	0.9753	0.0944	0.9480	0.8444	0.8766	0.8039	0.9976	0.9469	0.0925	0.8660	0.7413	0.7854	0.6934	0.9946
0.0518	15.37	1260	0.2378	0.7289	0.7880	0.9422	0.9746	0.0885	0.9501	0.8424	0.8832	0.7807	0.9963	0.9460	0.0864	0.8661	0.7345	0.7828	0.6920	0.9946
0.0599	15.61	1280	0.2288	0.7242	0.7848	0.9418	0.9784	0.0559	0.9443	0.8397	0.8761	0.8037	0.9952	0.9468	0.0555	0.8645	0.7356	0.7789	0.6943	0.9939
0.0967	15.85	1300	0.2416	0.7301	0.7939	0.9413	0.9749	0.1088	0.9523	0.8402	0.8542	0.8291	0.9979	0.9493	0.1074	0.8613	0.7326	0.7718	0.6933	0.9952
0.0593	16.1	1320	0.2691	0.7212	0.7812	0.9396	0.9777	0.0661	0.9444	0.7484	0.9244	0.8117	0.9958	0.9483	0.0651	0.8732	0.6970	0.7657	0.7051	0.9944
0.2264	16.34	1340	0.2362	0.7237	0.7854	0.9420	0.9756	0.0505	0.9512	0.8124	0.8846	0.8266	0.9969	0.9469	0.0499	0.8610	0.7362	0.7802	0.6966	0.9948
0.0592	16.59	1360	0.2423	0.7367	0.8007	0.9391	0.9729	0.1878	0.9486	0.8662	0.8410	0.7923	0.9964	0.9477	0.1838	0.8581	0.7238	0.7609	0.6875	0.9951
0.1125	16.83	1380	0.2339	0.7527	0.8150	0.9431	0.9762	0.2572	0.9448	0.8334	0.8824	0.8143	0.9969	0.9485	0.2431	0.8608	0.7434	0.7846	0.6934	0.9951
0.0603	17.07	1400	0.2270	0.7406	0.8004	0.9417	0.9753	0.1855	0.9417	0.8159	0.8973	0.7897	0.9975	0.9475	0.1795	0.8640	0.7270	0.7791	0.6921	0.9951
0.0519	17.32	1420	0.2306	0.7467	0.8067	0.9430	0.9751	0.2083	0.9472	0.8316	0.8892	0.7984	0.9969	0.9491	0.2023	0.8660	0.7348	0.7845	0.6952	0.9950
0.0604	17.56	1440	0.2442	0.7355	0.7969	0.9424	0.9799	0.1369	0.9507	0.8123	0.8850	0.8175	0.9956	0.9483	0.1337	0.8670	0.7313	0.7826	0.6911	0.9945
0.0938	17.8	1460	0.2359	0.7392	0.7993	0.9422	0.9726	0.1637	0.9542	0.8012	0.8966	0.8084	0.9987	0.9483	0.1598	0.8663	0.7251	0.7808	0.6992	0.9947
0.1024	18.05	1480	0.2377	0.7305	0.7902	0.9418	0.9811	0.1062	0.9475	0.8259	0.8784	0.7962	0.9960	0.9482	0.1042	0.8690	0.7262	0.7776	0.6936	0.9946
0.0536	18.29	1500	0.2309	0.7358	0.7961	0.9424	0.9756	0.1348	0.9526	0.8292	0.8784	0.8046	0.9975	0.9502	0.1325	0.8695	0.7282	0.7786	0.6971	0.9948
0.07	18.54	1520	0.2380	0.7507	0.8127	0.9428	0.9747	0.2410	0.9478	0.8254	0.8836	0.8191	0.9971	0.9503	0.2312	0.8708	0.7276	0.7799	0.7001	0.9951
0.0692	18.78	1540	0.2429	0.7478	0.8104	0.9420	0.9745	0.2285	0.9462	0.8139	0.8853	0.8269	0.9973	0.9502	0.2198	0.8739	0.7180	0.7755	0.7018	0.9952
0.0673	19.02	1560	0.2288	0.7352	0.7966	0.9409	0.9769	0.1525	0.9459	0.8163	0.8795	0.8081	0.9974	0.9470	0.1472	0.8681	0.7192	0.7749	0.6955	0.9945
0.0406	19.27	1580	0.2302	0.7484	0.8096	0.9426	0.9757	0.2222	0.9442	0.8234	0.8849	0.8196	0.9974	0.9493	0.2126	0.8746	0.7252	0.7781	0.7042	0.9945
0.0686	19.51	1600	0.2228	0.7421	0.8031	0.9432	0.9755	0.1643	0.9524	0.8481	0.8669	0.8176	0.9970	0.9496	0.1599	0.8718	0.7337	0.7808	0.7039	0.9950
0.0559	19.76	1620	0.2335	0.7497	0.8141	0.9422	0.9753	0.2443	0.9511	0.8181	0.8749	0.8382	0.9967	0.9497	0.2320	0.8723	0.7237	0.7767	0.6985	0.9949
0.0726	20.0	1640	0.2381	0.7439	0.8067	0.9417	0.9796	0.2054	0.9492	0.8341	0.8658	0.8182	0.9949	0.9484	0.1952	0.8690	0.7270	0.7748	0.6985	0.9941
0.0381	20.24	1660	0.2289	0.7603	0.8246	0.9425	0.9763	0.3250	0.9474	0.8232	0.8778	0.8261	0.9967	0.9506	0.3039	0.8722	0.7244	0.7768	0.6991	0.9951
0.1459	20.49	1680	0.2320	0.7435	0.8034	0.9422	0.9795	0.2004	0.9497	0.8294	0.8781	0.7897	0.9967	0.9500	0.1939	0.8711	0.7228	0.7781	0.6936	0.9950
0.0515	20.73	1700	0.2366	0.7584	0.8212	0.9425	0.9772	0.3128	0.9445	0.8043	0.8924	0.8189	0.9980	0.9504	0.2910	0.8743	0.7188	0.7777	0.7017	0.9951
0.1066	20.98	1720	0.2450	0.7615	0.8249	0.9420	0.9723	0.3449	0.9531	0.8283	0.8804	0.7978	0.9973	0.9506	0.3225	0.8704	0.7218	0.7762	0.6941	0.9950
0.0677	21.22	1740	0.2302	0.7512	0.8141	0.9424	0.9777	0.2553	0.9465	0.8569	0.8526	0.8115	0.9982	0.9502	0.2412	0.8731	0.7264	0.7766	0.6954	0.9953
0.0745	21.46	1760	0.2343	0.7389	0.7999	0.9420	0.9807	0.1705	0.9453	0.8517	0.8613	0.7930	0.9966	0.9486	0.1644	0.8710	0.7263	0.7792	0.6877	0.9950
0.1053	21.71	1780	0.2453	0.7591	0.8219	0.9426	0.9747	0.3127	0.9517	0.8279	0.8834	0.8070	0.9958	0.9511	0.2943	0.8705	0.7253	0.7796	0.6977	0.9948
0.0898	21.95	1800	0.2224	0.7525	0.8145	0.9435	0.9767	0.2480	0.9498	0.8216	0.8848	0.8237	0.9972	0.9501	0.2357	0.8693	0.7325	0.7856	0.6988	0.9953
0.1724	22.2	1820	0.2210	0.7390	0.7982	0.9430	0.9795	0.1569	0.9503	0.8319	0.8831	0.7889	0.9966	0.9499	0.1527	0.8697	0.7298	0.7853	0.6903	0.9950
0.1683	22.44	1840	0.2362	0.7629	0.8257	0.9439	0.9774	0.3265	0.9405	0.8187	0.8975	0.8231	0.9966	0.9514	0.3020	0.8741	0.7299	0.7861	0.7016	0.9951
0.0613	22.68	1860	0.2266	0.7634	0.8267	0.9441	0.9769	0.3291	0.9418	0.8187	0.8939	0.8291	0.9974	0.9511	0.3024	0.8750	0.7301	0.7864	0.7032	0.9953
0.0638	22.93	1880	0.2321	0.7650	0.8286	0.9438	0.9755	0.3469	0.9500	0.8305	0.8831	0.8173	0.9972	0.9519	0.3208	0.8735	0.7297	0.7852	0.6986	0.9953
0.0865	23.17	1900	0.2402	0.7476	0.8078	0.9434	0.9773	0.2115	0.9529	0.8024	0.9005	0.8132	0.9965	0.9502	0.2039	0.8688	0.7291	0.7860	0.7006	0.9950
0.183	23.41	1920	0.2340	0.7545	0.8155	0.9437	0.9757	0.2616	0.9551	0.8198	0.8879	0.8106	0.9975	0.9512	0.2492	0.8685	0.7321	0.7853	0.7000	0.9953
0.0665	23.66	1940	0.2250	0.7580	0.8206	0.9439	0.9756	0.2861	0.9518	0.8188	0.8857	0.8279	0.9979	0.9513	0.2691	0.8718	0.7316	0.7853	0.7015	0.9953
0.0783	23.9	1960	0.2271	0.7541	0.8161	0.9435	0.9773	0.2581	0.9518	0.8318	0.8773	0.8199	0.9966	0.9511	0.2452	0.8718	0.7308	0.7832	0.7017	0.9952
0.0767	24.15	1980	0.2246	0.7616	0.8247	0.9438	0.9765	0.3151	0.9509	0.8143	0.8912	0.8285	0.9964	0.9515	0.2948	0.8724	0.7301	0.7856	0.7014	0.9951
0.112	24.39	2000	0.2314	0.7669	0.8310	0.9438	0.9743	0.3599	0.9503	0.8198	0.8892	0.8259	0.9972	0.9520	0.3326	0.8731	0.7290	0.7844	0.7016	0.9953
0.074	24.63	2020	0.2291	0.7603	0.8235	0.9437	0.9770	0.3074	0.9499	0.8136	0.8901	0.8296	0.9966	0.9513	0.2874	0.8723	0.7293	0.7851	0.7014	0.9951
0.0684	24.88	2040	0.2343	0.7550	0.8157	0.9435	0.9775	0.2651	0.9504	0.8170	0.8956	0.8082	0.9956	0.9507	0.2519	0.8719	0.7298	0.7848	0.7015	0.9946

Framework versions

• Transformers 4.35.0
• Pytorch 2.0.0
• Datasets 2.1.0
• Tokenizers 0.14.1