segformer-b3-ade-512-512-finetuned-coastTrain-grCoastline

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

• Loss: 0.2531
• Mean Iou: 0.7677
• Mean Accuracy: 0.8502
• Overall Accuracy: 0.9340
• Accuracy Water: 0.9810
• Accuracy Whitewater: 0.5654
• Accuracy Sediment: 0.8995
• Accuracy Other Natural Terrain: 0.7891
• Accuracy Vegetation: 0.8969
• Accuracy Development: 0.8221
• Accuracy Unknown: 0.9974
• Iou Water: 0.9535
• Iou Whitewater: 0.4217
• Iou Sediment: 0.8288
• Iou Other Natural Terrain: 0.6339
• Iou Vegetation: 0.8151
• Iou Development: 0.7244
• Iou Unknown: 0.9964

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
1.2485	0.24	20	0.4622	0.5668	0.6676	0.8536	0.9523	0.2722	0.9426	0.0	0.9170	0.5995	0.9897	0.9004	0.2295	0.6418	0.0	0.6785	0.5280	0.9890
0.4894	0.49	40	0.3645	0.6103	0.7022	0.8775	0.9738	0.2414	0.9207	0.1627	0.9260	0.6974	0.9932	0.9318	0.2117	0.6742	0.1589	0.7242	0.5807	0.9904
0.4931	0.73	60	0.3257	0.6374	0.7168	0.8940	0.9790	0.1616	0.8723	0.2837	0.9522	0.7731	0.9955	0.9359	0.1529	0.7241	0.2724	0.7487	0.6360	0.9920
0.1766	0.98	80	0.2769	0.6970	0.7755	0.9123	0.9726	0.3993	0.9157	0.6302	0.9080	0.6049	0.9976	0.9443	0.3230	0.7710	0.5134	0.7866	0.5485	0.9921
0.6156	1.22	100	0.2895	0.6691	0.7372	0.9115	0.9696	0.1418	0.9271	0.5343	0.9293	0.6601	0.9981	0.9435	0.1371	0.7252	0.4855	0.7931	0.6066	0.9929
0.4116	1.46	120	0.2715	0.7026	0.7775	0.9135	0.9521	0.2680	0.9245	0.6565	0.8937	0.7554	0.9922	0.9225	0.2401	0.7913	0.5413	0.7691	0.6637	0.9905
0.261	1.71	140	0.2459	0.7193	0.8036	0.9186	0.9770	0.3963	0.8738	0.6637	0.8956	0.8211	0.9973	0.9387	0.3074	0.7904	0.5513	0.7829	0.6708	0.9933
0.2603	1.95	160	0.2538	0.7189	0.7987	0.9159	0.9752	0.3829	0.9032	0.7231	0.8610	0.7478	0.9975	0.9288	0.3082	0.7996	0.5457	0.7713	0.6843	0.9943
0.3266	2.2	180	0.2468	0.7232	0.8227	0.9118	0.9734	0.4478	0.9127	0.8202	0.7856	0.8226	0.9967	0.9337	0.3322	0.8097	0.5550	0.7399	0.6988	0.9936
0.1754	2.44	200	0.2850	0.7269	0.8031	0.9209	0.9764	0.3942	0.8998	0.6822	0.8980	0.7752	0.9957	0.9300	0.3147	0.8116	0.5579	0.7858	0.6944	0.9937
0.1391	2.68	220	0.2787	0.7316	0.8041	0.9264	0.9678	0.4164	0.9050	0.6179	0.9497	0.7737	0.9982	0.9474	0.3268	0.8058	0.5714	0.8035	0.6720	0.9946
0.1294	2.93	240	0.2869	0.7176	0.8170	0.9100	0.9752	0.4576	0.9232	0.9012	0.7608	0.7034	0.9976	0.9455	0.3430	0.7795	0.5795	0.7315	0.6496	0.9948
0.3478	3.17	260	0.2799	0.7348	0.8127	0.9238	0.9792	0.4352	0.8693	0.6888	0.9183	0.8048	0.9935	0.9461	0.3369	0.8102	0.5753	0.7904	0.6923	0.9926
0.1053	3.41	280	0.2963	0.7227	0.7986	0.9234	0.9837	0.4045	0.8366	0.5931	0.9610	0.8150	0.9966	0.9409	0.3144	0.7928	0.5578	0.8011	0.6577	0.9939
0.3786	3.66	300	0.2416	0.7282	0.8228	0.9137	0.9689	0.4874	0.9182	0.8059	0.8081	0.7729	0.9984	0.9455	0.3525	0.8143	0.5534	0.7431	0.6944	0.9937
0.3046	3.9	320	0.2374	0.7406	0.8148	0.9279	0.9820	0.3912	0.8961	0.7267	0.8996	0.8111	0.9966	0.9438	0.3180	0.8193	0.5968	0.8014	0.7111	0.9940
0.1098	4.15	340	0.2479	0.7278	0.8012	0.9258	0.9816	0.2957	0.8885	0.7045	0.8956	0.8445	0.9977	0.9488	0.2557	0.8194	0.5799	0.7923	0.7036	0.9948
0.1654	4.39	360	0.2757	0.7484	0.8304	0.9290	0.9751	0.4714	0.8718	0.7298	0.9119	0.8562	0.9965	0.9508	0.3615	0.8222	0.6089	0.8021	0.6989	0.9944
0.1079	4.63	380	0.2821	0.7171	0.8052	0.9095	0.9789	0.3882	0.9159	0.8147	0.7865	0.7563	0.9959	0.9358	0.3245	0.7857	0.5545	0.7318	0.6930	0.9942
0.1849	4.88	400	0.2637	0.7398	0.8191	0.9250	0.9773	0.4225	0.8793	0.6972	0.9008	0.8600	0.9967	0.9472	0.3367	0.8212	0.5715	0.7886	0.7189	0.9946
0.1643	5.12	420	0.3350	0.7221	0.7861	0.9244	0.9782	0.3296	0.9235	0.5713	0.9536	0.7526	0.9939	0.9458	0.2901	0.7973	0.5429	0.8014	0.6843	0.9927
0.1595	5.37	440	0.2582	0.7366	0.8255	0.9196	0.9769	0.4560	0.8771	0.7617	0.8518	0.8582	0.9965	0.9464	0.3440	0.8231	0.5601	0.7647	0.7237	0.9946
0.3171	5.61	460	0.2579	0.7433	0.8317	0.9261	0.9681	0.5031	0.9291	0.7243	0.8871	0.8137	0.9965	0.9506	0.3517	0.8177	0.5841	0.7930	0.7112	0.9950
0.2955	5.85	480	0.2975	0.7288	0.8072	0.9226	0.9758	0.4648	0.9149	0.6695	0.9146	0.7139	0.9967	0.9498	0.3452	0.7954	0.5683	0.7901	0.6579	0.9948
0.0857	6.1	500	0.2707	0.7307	0.8236	0.9194	0.9792	0.5026	0.9181	0.7281	0.8591	0.7821	0.9957	0.9512	0.3523	0.8017	0.5624	0.7724	0.6806	0.9944
0.109	6.34	520	0.2674	0.7488	0.8316	0.9312	0.9738	0.5295	0.9087	0.6734	0.9363	0.8021	0.9977	0.9524	0.3633	0.8258	0.5984	0.8127	0.6945	0.9948
0.0593	6.59	540	0.2806	0.7376	0.8273	0.9204	0.9756	0.4729	0.9084	0.8021	0.8373	0.7988	0.9962	0.9491	0.3463	0.8215	0.5723	0.7676	0.7121	0.9947
0.099	6.83	560	0.2874	0.7421	0.8331	0.9237	0.9626	0.4619	0.9334	0.7321	0.8586	0.8852	0.9982	0.9486	0.3640	0.8238	0.5798	0.7802	0.7024	0.9957
0.0665	7.07	580	0.2642	0.7462	0.8177	0.9291	0.9780	0.5176	0.8784	0.6685	0.9544	0.7287	0.9983	0.9493	0.3841	0.8119	0.5980	0.8057	0.6788	0.9953
0.1285	7.32	600	0.2347	0.7495	0.8500	0.9236	0.9799	0.5332	0.8905	0.8549	0.8181	0.8766	0.9968	0.9483	0.3906	0.8197	0.6088	0.7745	0.7102	0.9946
0.1299	7.56	620	0.2630	0.7506	0.8232	0.9311	0.9751	0.4683	0.9292	0.6923	0.9228	0.7773	0.9976	0.9489	0.3754	0.8070	0.6084	0.8172	0.7028	0.9948
0.0504	7.8	640	0.2964	0.7358	0.8238	0.9172	0.9790	0.4852	0.9113	0.7586	0.8335	0.8016	0.9976	0.9481	0.3776	0.8139	0.5465	0.7591	0.7105	0.9953
0.0795	8.05	660	0.2654	0.7443	0.8427	0.9198	0.9764	0.5517	0.9103	0.8286	0.8150	0.8193	0.9978	0.9506	0.3918	0.8173	0.5768	0.7619	0.7163	0.9953
0.0614	8.29	680	0.2904	0.7452	0.8165	0.9303	0.9763	0.4578	0.8990	0.6315	0.9536	0.8003	0.9973	0.9496	0.3518	0.8172	0.5805	0.8118	0.7105	0.9951
0.1476	8.54	700	0.2814	0.7498	0.8324	0.9276	0.9785	0.5138	0.9093	0.7335	0.8910	0.8028	0.9979	0.9489	0.3821	0.8168	0.5909	0.7981	0.7165	0.9956
0.0669	8.78	720	0.2774	0.7483	0.8374	0.9250	0.9741	0.5476	0.9217	0.7477	0.8710	0.8020	0.9980	0.9313	0.3931	0.8220	0.5795	0.7975	0.7196	0.9953
0.142	9.02	740	0.2362	0.7624	0.8555	0.9327	0.9784	0.6280	0.8959	0.7341	0.9111	0.8425	0.9983	0.9516	0.4124	0.8211	0.6182	0.8158	0.7224	0.9952
0.1258	9.27	760	0.2666	0.7597	0.8357	0.9329	0.9762	0.4810	0.9161	0.7439	0.9043	0.8311	0.9975	0.9554	0.3793	0.8262	0.6165	0.8111	0.7338	0.9954
0.1541	9.51	780	0.2484	0.7630	0.8423	0.9334	0.9797	0.5260	0.9084	0.7548	0.9043	0.8259	0.9973	0.9543	0.3991	0.8244	0.6228	0.8147	0.7307	0.9953
0.1689	9.76	800	0.2151	0.7710	0.8619	0.9341	0.9747	0.6199	0.9143	0.8381	0.8751	0.8127	0.9985	0.9553	0.4257	0.8333	0.6421	0.8117	0.7341	0.9952
0.0931	10.0	820	0.2422	0.7506	0.8239	0.9325	0.9783	0.4062	0.9162	0.7139	0.9116	0.8443	0.9969	0.9528	0.3324	0.8236	0.6103	0.8137	0.7265	0.9953
0.1109	10.24	840	0.2336	0.7522	0.8271	0.9321	0.9774	0.4327	0.9191	0.7334	0.9027	0.8263	0.9981	0.9530	0.3442	0.8194	0.6136	0.8110	0.7283	0.9960
0.0561	10.49	860	0.2991	0.7572	0.8445	0.9284	0.9743	0.5846	0.9094	0.7471	0.8933	0.8066	0.9966	0.9514	0.4134	0.8200	0.5952	0.7985	0.7261	0.9955
0.0701	10.73	880	0.2647	0.7554	0.8481	0.9286	0.9774	0.6203	0.9098	0.7382	0.8929	0.7991	0.9990	0.9534	0.4082	0.8163	0.5967	0.8006	0.7175	0.9951
0.1528	10.98	900	0.2988	0.7626	0.8573	0.9310	0.9713	0.6322	0.9123	0.7464	0.8980	0.8442	0.9969	0.9548	0.4138	0.8368	0.6036	0.8022	0.7317	0.9956
0.0514	11.22	920	0.2537	0.7528	0.8314	0.9302	0.9749	0.4371	0.9270	0.8595	0.8548	0.7694	0.9970	0.9527	0.3550	0.8248	0.6354	0.8004	0.7063	0.9951
0.0959	11.46	940	0.2897	0.7458	0.8233	0.9279	0.9835	0.4569	0.8963	0.7962	0.8808	0.7523	0.9974	0.9499	0.3569	0.8096	0.6191	0.7974	0.6918	0.9958
0.1997	11.71	960	0.3142	0.7512	0.8251	0.9295	0.9745	0.5071	0.9290	0.6819	0.9251	0.7615	0.9964	0.9537	0.3946	0.8181	0.5902	0.8052	0.7017	0.9953
0.0724	11.95	980	0.2794	0.7525	0.8318	0.9290	0.9822	0.4696	0.9038	0.7310	0.8897	0.8489	0.9973	0.9557	0.3727	0.8276	0.5890	0.7970	0.7299	0.9957
0.0668	12.2	1000	0.2911	0.7447	0.8175	0.9321	0.9844	0.3514	0.9008	0.7032	0.9105	0.8749	0.9970	0.9500	0.2946	0.8281	0.6032	0.8126	0.7290	0.9953
0.0574	12.44	1020	0.2565	0.7619	0.8407	0.9330	0.9797	0.5386	0.9173	0.7298	0.9096	0.8120	0.9982	0.9545	0.3984	0.8306	0.6073	0.8131	0.7338	0.9956
0.0696	12.68	1040	0.2657	0.7595	0.8366	0.9339	0.9808	0.4966	0.9101	0.7057	0.9197	0.8458	0.9979	0.9520	0.3767	0.8308	0.6096	0.8173	0.7345	0.9956
0.3274	12.93	1060	0.2586	0.7465	0.8222	0.9297	0.9793	0.3965	0.9265	0.7214	0.8877	0.8457	0.9983	0.9539	0.3307	0.8268	0.5935	0.8017	0.7235	0.9953
0.0817	13.17	1080	0.2783	0.7569	0.8496	0.9265	0.9772	0.5303	0.9224	0.8566	0.8235	0.8395	0.9975	0.9548	0.4030	0.8286	0.6126	0.7783	0.7250	0.9963
0.0787	13.41	1100	0.2517	0.7489	0.8218	0.9294	0.9802	0.4487	0.9232	0.7094	0.9058	0.7883	0.9968	0.9527	0.3654	0.8222	0.5939	0.8027	0.7105	0.9951
0.1024	13.66	1120	0.2590	0.7569	0.8290	0.9327	0.9812	0.4873	0.9080	0.7041	0.9259	0.7986	0.9977	0.9543	0.3833	0.8266	0.6094	0.8118	0.7171	0.9960
0.0888	13.9	1140	0.2647	0.7489	0.8352	0.9228	0.9812	0.5251	0.9169	0.7856	0.8447	0.7955	0.9973	0.9491	0.4024	0.8276	0.5748	0.7738	0.7184	0.9958
0.0946	14.15	1160	0.2453	0.7571	0.8370	0.9298	0.9823	0.5318	0.9002	0.7619	0.8942	0.7913	0.9973	0.9531	0.4046	0.8240	0.6086	0.8008	0.7125	0.9960
0.0529	14.39	1180	0.2514	0.7596	0.8460	0.9298	0.9808	0.5804	0.9014	0.7354	0.8979	0.8289	0.9970	0.9559	0.4197	0.8307	0.5978	0.7990	0.7183	0.9958
0.0495	14.63	1200	0.2323	0.7634	0.8491	0.9324	0.9790	0.5831	0.9267	0.7848	0.8862	0.7861	0.9977	0.9550	0.4175	0.8280	0.6217	0.8103	0.7151	0.9962
0.0401	14.88	1220	0.2248	0.7677	0.8467	0.9366	0.9796	0.5337	0.9256	0.8125	0.8943	0.7834	0.9981	0.9524	0.4037	0.8250	0.6561	0.8282	0.7126	0.9961
0.053	15.12	1240	0.2280	0.7701	0.8541	0.9362	0.9805	0.5488	0.9155	0.8259	0.8830	0.8280	0.9974	0.9542	0.4107	0.8259	0.6577	0.8224	0.7233	0.9961
0.0764	15.37	1260	0.2350	0.7741	0.8577	0.9370	0.9777	0.5690	0.9145	0.8514	0.8825	0.8119	0.9972	0.9574	0.4265	0.8296	0.6666	0.8216	0.7212	0.9962
0.0568	15.61	1280	0.2420	0.7629	0.8407	0.9343	0.9813	0.5093	0.9057	0.8360	0.8871	0.7680	0.9973	0.9560	0.3937	0.8246	0.6536	0.8142	0.7025	0.9960
0.1199	15.85	1300	0.2545	0.7620	0.8463	0.9321	0.9752	0.5904	0.9180	0.7196	0.9135	0.8090	0.9981	0.9557	0.4209	0.8276	0.6064	0.8098	0.7171	0.9964
0.7094	16.1	1320	0.2446	0.7584	0.8409	0.9314	0.9790	0.5580	0.9151	0.7301	0.9070	0.7993	0.9979	0.9542	0.4042	0.8218	0.6091	0.8088	0.7145	0.9963
0.0321	16.34	1340	0.2652	0.7585	0.8329	0.9340	0.9787	0.5076	0.9089	0.6924	0.9365	0.8091	0.9974	0.9538	0.3925	0.8214	0.6173	0.8211	0.7075	0.9962
0.1328	16.59	1360	0.2322	0.7587	0.8403	0.9327	0.9805	0.5174	0.9092	0.7077	0.9123	0.8570	0.9977	0.9558	0.3966	0.8276	0.6071	0.8146	0.7132	0.9959
0.0637	16.83	1380	0.2331	0.7615	0.8441	0.9322	0.9831	0.5529	0.8983	0.7412	0.9048	0.8305	0.9976	0.9530	0.4111	0.8243	0.6155	0.8104	0.7201	0.9961
0.3028	17.07	1400	0.2446	0.7572	0.8367	0.9312	0.9804	0.5135	0.9061	0.7279	0.9044	0.8263	0.9981	0.9548	0.3970	0.8212	0.6048	0.8084	0.7181	0.9962
0.0479	17.32	1420	0.2556	0.7609	0.8506	0.9295	0.9778	0.6127	0.9095	0.7802	0.8835	0.7929	0.9974	0.9556	0.4318	0.8241	0.6105	0.7988	0.7095	0.9963
0.0645	17.56	1440	0.2530	0.7587	0.8480	0.9283	0.9769	0.5933	0.9080	0.7729	0.8775	0.8091	0.9985	0.9543	0.4244	0.8268	0.5993	0.7945	0.7155	0.9962
0.0513	17.8	1460	0.2451	0.7598	0.8467	0.9306	0.9794	0.5549	0.9064	0.7567	0.8863	0.8448	0.9985	0.9547	0.4093	0.8259	0.6076	0.8039	0.7214	0.9961
0.0387	18.05	1480	0.2374	0.7625	0.8446	0.9344	0.9810	0.5392	0.9007	0.7115	0.9214	0.8609	0.9975	0.9539	0.4025	0.8249	0.6196	0.8218	0.7193	0.9958
0.0903	18.29	1500	0.2353	0.7662	0.8468	0.9351	0.9820	0.5342	0.9097	0.8100	0.8918	0.8030	0.9971	0.9549	0.4053	0.8261	0.6487	0.8190	0.7130	0.9961
0.0832	18.54	1520	0.2372	0.7677	0.8428	0.9375	0.9807	0.5172	0.9098	0.7757	0.9184	0.8007	0.9970	0.9563	0.3981	0.8264	0.6574	0.8284	0.7113	0.9961
0.0601	18.78	1540	0.2473	0.7741	0.8607	0.9366	0.9771	0.6169	0.9135	0.8532	0.8866	0.7798	0.9976	0.9559	0.4365	0.8295	0.6630	0.8221	0.7154	0.9965
0.0516	19.02	1560	0.2363	0.7731	0.8556	0.9369	0.9792	0.5591	0.9075	0.8329	0.8883	0.8243	0.9981	0.9563	0.4189	0.8305	0.6623	0.8215	0.7256	0.9964
0.0782	19.27	1580	0.2454	0.7651	0.8426	0.9341	0.9813	0.5266	0.9008	0.7847	0.9005	0.8059	0.9981	0.9543	0.4057	0.8280	0.6356	0.8141	0.7217	0.9961
0.0221	19.51	1600	0.2540	0.7660	0.8474	0.9333	0.9785	0.5946	0.9085	0.7579	0.9117	0.7828	0.9976	0.9543	0.4320	0.8265	0.6259	0.8134	0.7131	0.9964
0.0283	19.76	1620	0.2623	0.7662	0.8588	0.9320	0.9750	0.6488	0.9141	0.7503	0.8988	0.8266	0.9981	0.9549	0.4395	0.8271	0.6123	0.8092	0.7240	0.9964
0.1029	20.0	1640	0.2747	0.7633	0.8522	0.9299	0.9767	0.6031	0.9118	0.7738	0.8809	0.8213	0.9981	0.9539	0.4336	0.8317	0.6053	0.7991	0.7235	0.9962
0.0731	20.24	1660	0.2650	0.7621	0.8529	0.9294	0.9794	0.6019	0.9106	0.7555	0.8790	0.8453	0.9983	0.9552	0.4310	0.8288	0.5977	0.7971	0.7288	0.9963
0.2587	20.49	1680	0.2767	0.7602	0.8430	0.9311	0.9794	0.5600	0.9158	0.7217	0.9023	0.8234	0.9985	0.9552	0.4160	0.8239	0.5994	0.8073	0.7237	0.9961
0.1071	20.73	1700	0.2826	0.7607	0.8443	0.9311	0.9805	0.5820	0.9125	0.7122	0.9091	0.8156	0.9980	0.9548	0.4239	0.8225	0.5976	0.8080	0.7220	0.9963
0.0323	20.98	1720	0.2620	0.7621	0.8522	0.9293	0.9801	0.6139	0.9065	0.7633	0.8829	0.8215	0.9975	0.9551	0.4342	0.8296	0.5996	0.7968	0.7231	0.9963
0.1072	21.22	1740	0.2592	0.7614	0.8426	0.9315	0.9824	0.5483	0.9094	0.7402	0.8997	0.8211	0.9974	0.9546	0.4149	0.8257	0.6074	0.8078	0.7230	0.9961
0.0732	21.46	1760	0.2598	0.7654	0.8497	0.9327	0.9795	0.5819	0.9130	0.7528	0.8994	0.8240	0.9976	0.9557	0.4265	0.8275	0.6163	0.8106	0.7248	0.9963
0.0603	21.71	1780	0.2581	0.7650	0.8503	0.9320	0.9790	0.5874	0.9130	0.7452	0.8984	0.8315	0.9974	0.9556	0.4282	0.8302	0.6095	0.8070	0.7280	0.9963
0.0548	21.95	1800	0.2520	0.7649	0.8598	0.9300	0.9747	0.6344	0.9218	0.7885	0.8683	0.8322	0.9988	0.9560	0.4352	0.8339	0.6082	0.7956	0.7291	0.9963
0.0503	22.2	1820	0.2521	0.7657	0.8528	0.9317	0.9799	0.6030	0.9077	0.7726	0.8890	0.8193	0.9983	0.9558	0.4312	0.8324	0.6150	0.8034	0.7257	0.9964
0.0356	22.44	1840	0.2491	0.7669	0.8551	0.9328	0.9783	0.6119	0.9086	0.7470	0.9004	0.8412	0.9983	0.9568	0.4338	0.8310	0.6140	0.8091	0.7271	0.9966
0.0381	22.68	1860	0.2660	0.7644	0.8458	0.9330	0.9805	0.5651	0.9095	0.7344	0.9094	0.8242	0.9973	0.9559	0.4213	0.8289	0.6129	0.8116	0.7240	0.9964
0.0671	22.93	1880	0.2633	0.7664	0.8517	0.9332	0.9787	0.5970	0.9067	0.7371	0.9083	0.8360	0.9982	0.9559	0.4307	0.8286	0.6140	0.8129	0.7261	0.9966
0.1123	23.17	1900	0.2462	0.7659	0.8489	0.9337	0.9790	0.5848	0.9088	0.7332	0.9121	0.8253	0.9987	0.9556	0.4257	0.8275	0.6161	0.8154	0.7251	0.9963
0.0476	23.41	1920	0.2498	0.7665	0.8490	0.9336	0.9789	0.5651	0.9133	0.7813	0.8942	0.8124	0.9978	0.9557	0.4204	0.8297	0.6267	0.8128	0.7238	0.9966
0.0999	23.66	1940	0.2556	0.7678	0.8539	0.9335	0.9779	0.6072	0.9123	0.7735	0.8972	0.8109	0.9985	0.9561	0.4335	0.8291	0.6245	0.8127	0.7223	0.9966
0.0639	23.9	1960	0.2467	0.7659	0.8480	0.9337	0.9799	0.5431	0.9126	0.8278	0.8777	0.7960	0.9987	0.9547	0.4119	0.8279	0.6398	0.8137	0.7167	0.9964
0.0718	24.15	1980	0.2469	0.7667	0.8484	0.9341	0.9804	0.5609	0.9068	0.7785	0.8983	0.8160	0.9982	0.9546	0.4190	0.8271	0.6306	0.8159	0.7232	0.9965
0.0578	24.39	2000	0.2466	0.7668	0.8490	0.9339	0.9795	0.5737	0.9089	0.7591	0.9041	0.8194	0.9983	0.9551	0.4249	0.8271	0.6246	0.8155	0.7241	0.9965
0.0664	24.63	2020	0.2530	0.7640	0.8449	0.9328	0.9784	0.5888	0.9101	0.7452	0.9125	0.7808	0.9987	0.9549	0.4305	0.8255	0.6185	0.8132	0.7088	0.9963
0.7601	24.88	2040	0.2531	0.7677	0.8502	0.9340	0.9810	0.5654	0.8995	0.7891	0.8969	0.8221	0.9974	0.9535	0.4217	0.8288	0.6339	0.8151	0.7244	0.9964

Framework versions

• Transformers 4.37.0
• Pytorch 2.1.2
• Datasets 2.17.1
• Tokenizers 0.15.1