segformer-b4-ade-512-512-finetuned-coastTrain-grCoastline

This model is a fine-tuned version of peldrak/segformer-b4-ade-512-512-finetuned-coastTrain on the peldrak/grCoastline_512 dataset. It achieves the following results on the evaluation set:

• Loss: 0.1900
• Mean Iou: 0.8129
• Mean Accuracy: 0.8809
• Overall Accuracy: 0.9540
• Accuracy Water: 0.9875
• Accuracy Whitewater: 0.6312
• Accuracy Sediment: 0.9541
• Accuracy Other Natural Terrain: 0.8566
• Accuracy Vegetation: 0.8860
• Accuracy Development: 0.8526
• Accuracy Unknown: 0.9984
• Iou Water: 0.9631
• Iou Whitewater: 0.5490
• Iou Sediment: 0.8864
• Iou Other Natural Terrain: 0.7326
• Iou Vegetation: 0.8448
• Iou Development: 0.7176
• Iou Unknown: 0.9972

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: 40

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
0.3829	0.24	20	0.4153	0.5484	0.6468	0.8693	0.9547	0.2281	0.9398	0.0617	0.9459	0.4008	0.9963	0.9176	0.1120	0.7770	0.0612	0.6193	0.3634	0.9882
2.0682	0.49	40	0.2991	0.6099	0.6956	0.8939	0.9735	0.1187	0.9464	0.3054	0.8869	0.6447	0.9938	0.9316	0.1123	0.7992	0.2941	0.6709	0.4733	0.9879
0.5418	0.73	60	0.2615	0.6607	0.7312	0.9192	0.9684	0.0686	0.9512	0.7257	0.8597	0.5526	0.9920	0.9252	0.0665	0.7986	0.6036	0.7632	0.4800	0.9881
0.4389	0.98	80	0.2421	0.6515	0.7159	0.9201	0.9756	0.0911	0.9662	0.6066	0.9156	0.4593	0.9971	0.9426	0.0898	0.7943	0.5455	0.7796	0.4163	0.9926
0.3756	1.22	100	0.2204	0.7025	0.7747	0.9295	0.9931	0.1656	0.9258	0.8460	0.8142	0.6870	0.9912	0.9124	0.1560	0.8274	0.7147	0.7806	0.5365	0.9896
0.7675	1.46	120	0.2169	0.7061	0.7876	0.9184	0.9774	0.4127	0.9614	0.8133	0.7635	0.5874	0.9976	0.9489	0.3887	0.8088	0.5972	0.7210	0.4855	0.9928
0.5434	1.71	140	0.2232	0.7104	0.7782	0.9308	0.9820	0.2467	0.9620	0.6425	0.8970	0.7228	0.9943	0.9529	0.2410	0.8545	0.5718	0.7752	0.5848	0.9925
0.8975	1.95	160	0.2187	0.7209	0.8231	0.9231	0.9757	0.3658	0.8885	0.8665	0.7545	0.9165	0.9945	0.9473	0.3471	0.8241	0.6442	0.7331	0.5589	0.9917
0.2799	2.2	180	0.1662	0.7404	0.8029	0.9418	0.9706	0.3506	0.9555	0.9022	0.8947	0.5523	0.9946	0.9425	0.3293	0.8567	0.7286	0.8378	0.4949	0.9928
0.2132	2.44	200	0.1616	0.7714	0.8442	0.9443	0.9777	0.4621	0.9536	0.7886	0.8819	0.8492	0.9963	0.9435	0.4076	0.8578	0.7267	0.8215	0.6498	0.9930
0.3068	2.68	220	0.2055	0.7345	0.8090	0.9318	0.9870	0.4136	0.9517	0.8730	0.8080	0.6367	0.9931	0.9370	0.3753	0.8034	0.7027	0.7935	0.5387	0.9909
0.1822	2.93	240	0.1367	0.7984	0.8640	0.9531	0.9886	0.5028	0.9106	0.8899	0.8992	0.8593	0.9977	0.9499	0.4617	0.8667	0.7874	0.8617	0.6675	0.9937
0.1504	3.17	260	0.1548	0.7794	0.8446	0.9471	0.9830	0.4763	0.9544	0.8496	0.8731	0.7774	0.9983	0.9482	0.4416	0.8516	0.7572	0.8427	0.6226	0.9917
0.2699	3.41	280	0.1543	0.7508	0.8024	0.9475	0.9889	0.2791	0.9421	0.8336	0.9211	0.6552	0.9967	0.9484	0.2719	0.8647	0.7216	0.8500	0.6056	0.9938
0.2272	3.66	300	0.1547	0.7618	0.8232	0.9490	0.9868	0.2820	0.9403	0.7567	0.9193	0.8808	0.9963	0.9565	0.2766	0.8735	0.7173	0.8339	0.6810	0.9938
0.0938	3.9	320	0.1776	0.7615	0.8290	0.9415	0.9889	0.4229	0.9468	0.7605	0.8807	0.8081	0.9953	0.9545	0.3961	0.8519	0.6753	0.8080	0.6522	0.9929
0.129	4.15	340	0.1708	0.7606	0.8281	0.9404	0.9839	0.5055	0.9591	0.8675	0.8540	0.6292	0.9977	0.9548	0.4638	0.8605	0.6874	0.8105	0.5533	0.9935
0.1929	4.39	360	0.1504	0.7864	0.8456	0.9493	0.9832	0.4961	0.9428	0.8054	0.9216	0.7725	0.9976	0.9551	0.4630	0.8737	0.7149	0.8442	0.6605	0.9936
0.1933	4.63	380	0.1572	0.7887	0.8610	0.9475	0.9875	0.4972	0.9328	0.8885	0.8523	0.8746	0.9939	0.9520	0.4646	0.8696	0.7369	0.8259	0.6796	0.9925
0.0642	4.88	400	0.1759	0.7988	0.8631	0.9504	0.9839	0.5690	0.9449	0.7954	0.9159	0.8352	0.9971	0.9585	0.5125	0.8850	0.7171	0.8326	0.6917	0.9943
0.1118	5.12	420	0.1461	0.8027	0.8728	0.9524	0.9854	0.5667	0.9487	0.8658	0.8783	0.8670	0.9973	0.9592	0.4847	0.8653	0.7586	0.8420	0.7145	0.9944
0.1145	5.37	440	0.1437	0.7884	0.8471	0.9517	0.9806	0.4749	0.9560	0.9182	0.8870	0.7163	0.9969	0.9578	0.4510	0.8813	0.7459	0.8526	0.6354	0.9947
0.2373	5.61	460	0.1429	0.8081	0.8807	0.9539	0.9875	0.6424	0.9413	0.8411	0.9063	0.8488	0.9976	0.9526	0.5048	0.8671	0.7674	0.8562	0.7140	0.9950
0.0863	5.85	480	0.1620	0.7747	0.8317	0.9497	0.9872	0.3768	0.9531	0.8926	0.8780	0.7383	0.9957	0.9520	0.3645	0.8553	0.7583	0.8462	0.6527	0.9942
0.1391	6.1	500	0.1639	0.7719	0.8332	0.9476	0.9856	0.3736	0.9277	0.7736	0.9158	0.8580	0.9980	0.9536	0.3623	0.8647	0.7044	0.8334	0.6903	0.9945
0.0976	6.34	520	0.1893	0.7449	0.8043	0.9405	0.9883	0.3225	0.9467	0.8313	0.8733	0.6724	0.9955	0.9496	0.3151	0.8619	0.6690	0.8097	0.6149	0.9938
0.1592	6.59	540	0.1842	0.7557	0.8210	0.9436	0.9888	0.3033	0.9475	0.8408	0.8482	0.8224	0.9958	0.9522	0.2846	0.8585	0.7011	0.8012	0.6982	0.9940
0.2569	6.83	560	0.1531	0.7984	0.8686	0.9495	0.9863	0.5709	0.9457	0.8419	0.8783	0.8619	0.9955	0.9554	0.5058	0.8757	0.7338	0.8258	0.6986	0.9940
0.1064	7.07	580	0.1944	0.7784	0.8474	0.9420	0.9895	0.5455	0.9459	0.7592	0.8764	0.8178	0.9975	0.9534	0.5047	0.8475	0.6847	0.8063	0.6572	0.9949
0.0979	7.32	600	0.1581	0.7959	0.8574	0.9508	0.9869	0.5223	0.9399	0.8773	0.8874	0.7912	0.9968	0.9522	0.4766	0.8740	0.7516	0.8359	0.6865	0.9945
0.045	7.56	620	0.1962	0.7990	0.8655	0.9479	0.9801	0.5896	0.9347	0.7952	0.9054	0.8546	0.9988	0.9485	0.5253	0.8764	0.7167	0.8204	0.7117	0.9938
0.0495	7.8	640	0.2135	0.7824	0.8541	0.9428	0.9834	0.5986	0.9555	0.8005	0.8692	0.7725	0.9987	0.9550	0.5221	0.8447	0.7026	0.8075	0.6500	0.9949
0.0389	8.05	660	0.1860	0.7856	0.8503	0.9469	0.9809	0.4908	0.9358	0.7910	0.9012	0.8538	0.9985	0.9547	0.4522	0.8837	0.6847	0.8158	0.7134	0.9946
0.177	8.29	680	0.2002	0.7719	0.8338	0.9478	0.9871	0.3745	0.9462	0.7507	0.9147	0.8683	0.9951	0.9535	0.3584	0.8738	0.7041	0.8278	0.6920	0.9937
0.0522	8.54	700	0.1619	0.7917	0.8564	0.9481	0.9875	0.5765	0.9388	0.8643	0.8908	0.7403	0.9963	0.9568	0.5202	0.8813	0.7152	0.8297	0.6440	0.9945
0.066	8.78	720	0.1800	0.7782	0.8539	0.9451	0.9850	0.4766	0.9503	0.8770	0.8304	0.8615	0.9963	0.9597	0.4398	0.8674	0.7291	0.7992	0.6581	0.9945
0.1114	9.02	740	0.1692	0.7867	0.8517	0.9476	0.9880	0.5068	0.9485	0.8157	0.8789	0.8257	0.9982	0.9569	0.4758	0.8787	0.7079	0.8205	0.6723	0.9951
0.1906	9.27	760	0.1724	0.7929	0.8617	0.9490	0.9820	0.5359	0.9464	0.8073	0.8928	0.8697	0.9978	0.9572	0.4821	0.8714	0.7178	0.8284	0.6980	0.9956
0.0562	9.51	780	0.1984	0.7811	0.8494	0.9449	0.9807	0.5865	0.9549	0.8392	0.8888	0.6984	0.9969	0.9569	0.5050	0.8750	0.6786	0.8232	0.6337	0.9952
0.1104	9.76	800	0.1972	0.7978	0.8687	0.9469	0.9855	0.5906	0.9419	0.7758	0.8914	0.9000	0.9955	0.9556	0.5334	0.8733	0.6863	0.8178	0.7237	0.9945
0.0451	10.0	820	0.2123	0.7769	0.8455	0.9415	0.9821	0.5810	0.9500	0.8132	0.8747	0.7191	0.9984	0.9537	0.5241	0.8658	0.6691	0.8074	0.6231	0.9949
0.1426	10.24	840	0.2210	0.7989	0.8745	0.9465	0.9800	0.6316	0.9435	0.7712	0.8897	0.9072	0.9983	0.9562	0.5525	0.8783	0.6823	0.8131	0.7147	0.9951
0.0683	10.49	860	0.2162	0.7964	0.8677	0.9473	0.9802	0.5774	0.9515	0.7715	0.8902	0.9058	0.9974	0.9549	0.5202	0.8777	0.6901	0.8156	0.7210	0.9954
0.0758	10.73	880	0.1898	0.8005	0.8774	0.9468	0.9863	0.6471	0.9326	0.8057	0.8757	0.8960	0.9984	0.9595	0.5466	0.8796	0.6810	0.8067	0.7347	0.9957
0.0496	10.98	900	0.1919	0.8019	0.8738	0.9469	0.9794	0.6404	0.9636	0.8149	0.8670	0.8526	0.9984	0.9598	0.5598	0.8726	0.6949	0.8065	0.7236	0.9959
0.0329	11.22	920	0.1862	0.8004	0.8689	0.9469	0.9891	0.5888	0.9460	0.8303	0.8556	0.8746	0.9977	0.9594	0.5378	0.8816	0.6882	0.8003	0.7395	0.9957
0.0808	11.46	940	0.2000	0.8016	0.8730	0.9485	0.9868	0.6599	0.9461	0.7912	0.8998	0.8292	0.9977	0.9617	0.5578	0.8811	0.6872	0.8208	0.7070	0.9960
0.0492	11.71	960	0.2148	0.7983	0.8672	0.9466	0.9895	0.6154	0.9459	0.8051	0.8765	0.8410	0.9968	0.9589	0.5439	0.8735	0.6870	0.8079	0.7210	0.9959
0.0629	11.95	980	0.2277	0.7941	0.8637	0.9456	0.9842	0.5803	0.9556	0.7909	0.8695	0.8680	0.9973	0.9604	0.5260	0.8744	0.6751	0.8009	0.7260	0.9958
0.1419	12.2	1000	0.2076	0.7977	0.8623	0.9483	0.9868	0.5485	0.9413	0.8046	0.8865	0.8710	0.9977	0.9584	0.5079	0.8817	0.6928	0.8139	0.7335	0.9957
0.153	12.44	1020	0.1835	0.7986	0.8608	0.9494	0.9833	0.5284	0.9457	0.8415	0.8814	0.8475	0.9979	0.9600	0.4923	0.8840	0.6992	0.8185	0.7404	0.9957
0.0377	12.68	1040	0.2033	0.7894	0.8567	0.9476	0.9826	0.4861	0.9596	0.8731	0.8436	0.8548	0.9971	0.9603	0.4626	0.8669	0.7198	0.8113	0.7089	0.9957
0.0474	12.93	1060	0.2220	0.7935	0.8586	0.9464	0.9890	0.5751	0.9476	0.7947	0.8835	0.8229	0.9974	0.9577	0.5129	0.8731	0.6790	0.8098	0.7261	0.9959
1.1161	13.17	1080	0.2110	0.7992	0.8716	0.9463	0.9821	0.6330	0.9614	0.8127	0.8632	0.8502	0.9983	0.9585	0.5585	0.8827	0.6897	0.8012	0.7076	0.9962
0.099	13.41	1100	0.2123	0.7984	0.8743	0.9472	0.9868	0.6128	0.9379	0.8127	0.8678	0.9040	0.9983	0.9570	0.5382	0.8878	0.6926	0.8075	0.7095	0.9962
0.0588	13.66	1120	0.1905	0.8032	0.8784	0.9485	0.9814	0.6312	0.9540	0.8039	0.8745	0.9050	0.9984	0.9603	0.5530	0.8902	0.6977	0.8097	0.7157	0.9961
0.0769	13.9	1140	0.1758	0.8017	0.8647	0.9500	0.9864	0.5469	0.9429	0.8562	0.8735	0.8484	0.9985	0.9568	0.5034	0.8897	0.7119	0.8164	0.7372	0.9962
0.121	14.15	1160	0.1858	0.8027	0.8701	0.9499	0.9816	0.5560	0.9518	0.8267	0.8789	0.8986	0.9969	0.9578	0.5182	0.8862	0.7072	0.8231	0.7310	0.9956
0.0663	14.39	1180	0.2045	0.7889	0.8640	0.9451	0.9897	0.5519	0.9317	0.8208	0.8533	0.9023	0.9981	0.9563	0.4946	0.8742	0.6857	0.8016	0.7136	0.9960
0.0254	14.63	1200	0.2105	0.8003	0.8676	0.9474	0.9816	0.6103	0.9605	0.8074	0.8776	0.8377	0.9982	0.9611	0.5442	0.8794	0.6838	0.8091	0.7281	0.9962
0.1533	14.88	1220	0.2133	0.7973	0.8680	0.9470	0.9870	0.6039	0.9465	0.8942	0.8418	0.8046	0.9985	0.9606	0.5294	0.8828	0.6974	0.8046	0.7100	0.9962
0.0389	15.12	1240	0.1854	0.8032	0.8722	0.9489	0.9893	0.6311	0.9484	0.8297	0.8745	0.8342	0.9984	0.9600	0.5509	0.8777	0.7049	0.8183	0.7145	0.9962
0.0361	15.37	1260	0.1864	0.7939	0.8565	0.9493	0.9896	0.5175	0.9430	0.8092	0.8878	0.8494	0.9990	0.9588	0.4678	0.8842	0.6940	0.8197	0.7371	0.9958
0.0211	15.61	1280	0.2172	0.7962	0.8720	0.9454	0.9853	0.5900	0.9531	0.8542	0.8295	0.8943	0.9973	0.9621	0.5328	0.8799	0.6886	0.7885	0.7253	0.9963
0.1093	15.85	1300	0.1688	0.8111	0.8728	0.9531	0.9880	0.5895	0.9482	0.8217	0.9014	0.8627	0.9979	0.9620	0.5364	0.8934	0.7190	0.8316	0.7392	0.9965
0.0733	16.1	1320	0.1827	0.8126	0.8845	0.9515	0.9869	0.6553	0.9503	0.8784	0.8587	0.8627	0.9990	0.9608	0.5654	0.8826	0.7278	0.8258	0.7300	0.9960
0.0708	16.34	1340	0.1822	0.8101	0.8783	0.9527	0.9896	0.6199	0.9476	0.8128	0.8992	0.8827	0.9967	0.9598	0.5407	0.8858	0.7244	0.8394	0.7250	0.9955
0.0522	16.59	1360	0.1780	0.8087	0.8748	0.9518	0.9864	0.5917	0.9509	0.8650	0.8725	0.8599	0.9974	0.9615	0.5372	0.8861	0.7247	0.8282	0.7270	0.9959
0.0453	16.83	1380	0.1880	0.8020	0.8735	0.9486	0.9891	0.5987	0.9476	0.8654	0.8475	0.8680	0.9983	0.9611	0.5376	0.8809	0.7100	0.8114	0.7165	0.9962
0.0351	17.07	1400	0.1885	0.8045	0.8758	0.9502	0.9880	0.5929	0.9435	0.8644	0.8591	0.8846	0.9982	0.9608	0.5261	0.8841	0.7161	0.8189	0.7295	0.9962
0.0629	17.32	1420	0.1721	0.8132	0.8780	0.9536	0.9840	0.6104	0.9586	0.8472	0.8888	0.8590	0.9982	0.9627	0.5470	0.8839	0.7381	0.8383	0.7260	0.9962
0.0547	17.56	1440	0.1993	0.8025	0.8734	0.9478	0.9877	0.6203	0.9555	0.8655	0.8430	0.8431	0.9987	0.9599	0.5544	0.8666	0.7186	0.8101	0.7115	0.9963
0.081	17.8	1460	0.2054	0.8034	0.8702	0.9493	0.9892	0.6097	0.9505	0.8118	0.8823	0.8502	0.9976	0.9603	0.5416	0.8769	0.6996	0.8204	0.7283	0.9964
0.04	18.05	1480	0.2196	0.7915	0.8572	0.9459	0.9893	0.5738	0.9500	0.8183	0.8706	0.8003	0.9979	0.9586	0.5216	0.8679	0.6870	0.8109	0.6976	0.9966
0.1213	18.29	1500	0.2320	0.7920	0.8620	0.9461	0.9850	0.5770	0.9594	0.8126	0.8628	0.8395	0.9980	0.9609	0.5168	0.8688	0.6891	0.8062	0.7053	0.9966
0.0496	18.54	1520	0.1928	0.8065	0.8745	0.9503	0.9842	0.6020	0.9449	0.8562	0.8736	0.8619	0.9984	0.9612	0.5367	0.8886	0.7098	0.8177	0.7348	0.9966
0.045	18.78	1540	0.2075	0.7988	0.8787	0.9460	0.9839	0.6246	0.9374	0.8428	0.8457	0.9183	0.9984	0.9607	0.5522	0.8790	0.6941	0.7982	0.7107	0.9968
0.0317	19.02	1560	0.1938	0.8051	0.8715	0.9505	0.9892	0.5835	0.9426	0.8278	0.8810	0.8782	0.9980	0.9598	0.5248	0.8878	0.7125	0.8174	0.7364	0.9967
0.0489	19.27	1580	0.1844	0.8074	0.8792	0.9500	0.9847	0.6251	0.9529	0.8445	0.8628	0.8855	0.9991	0.9613	0.5493	0.8817	0.7121	0.8174	0.7331	0.9966
0.091	19.51	1600	0.1976	0.7907	0.8478	0.9495	0.9910	0.5186	0.9449	0.8258	0.9006	0.7553	0.9986	0.9563	0.4818	0.8703	0.7123	0.8358	0.6818	0.9967
0.0308	19.76	1620	0.1722	0.8076	0.8722	0.9518	0.9861	0.5906	0.9516	0.8461	0.8820	0.8503	0.9987	0.9612	0.5347	0.8842	0.7192	0.8309	0.7259	0.9968
0.231	20.0	1640	0.1774	0.8073	0.8726	0.9523	0.9912	0.5837	0.9329	0.8215	0.8979	0.8822	0.9988	0.9554	0.5183	0.8759	0.7299	0.8404	0.7343	0.9966
0.0407	20.24	1660	0.2232	0.7988	0.8750	0.9464	0.9844	0.6060	0.9575	0.8624	0.8267	0.8891	0.9989	0.9609	0.5377	0.8691	0.7052	0.7968	0.7252	0.9964
0.0303	20.49	1680	0.2146	0.8002	0.8709	0.9479	0.9872	0.5865	0.9498	0.8449	0.8528	0.8774	0.9979	0.9612	0.5307	0.8760	0.7040	0.8067	0.7260	0.9965
0.0398	20.73	1700	0.2119	0.7977	0.8754	0.9465	0.9858	0.6453	0.9460	0.8314	0.8575	0.8631	0.9989	0.9632	0.5460	0.8824	0.6865	0.8007	0.7087	0.9967
0.6198	20.98	1720	0.2056	0.7992	0.8731	0.9472	0.9852	0.6495	0.9462	0.8761	0.8560	0.8006	0.9982	0.9628	0.5610	0.8854	0.6941	0.8091	0.6852	0.9969
0.0428	21.22	1740	0.1978	0.7970	0.8670	0.9483	0.9843	0.6512	0.9546	0.8829	0.8734	0.7246	0.9979	0.9629	0.5622	0.8830	0.7036	0.8269	0.6435	0.9967
0.04	21.46	1760	0.1939	0.7945	0.8675	0.9469	0.9860	0.6371	0.9491	0.8376	0.8718	0.7922	0.9988	0.9619	0.5536	0.8799	0.6914	0.8183	0.6592	0.9968
0.0279	21.71	1780	0.2210	0.7852	0.8516	0.9464	0.9866	0.5663	0.9519	0.8814	0.8654	0.7116	0.9979	0.9611	0.5143	0.8860	0.6954	0.8175	0.6253	0.9966
0.0619	21.95	1800	0.1971	0.7930	0.8654	0.9484	0.9867	0.6116	0.9498	0.8739	0.8676	0.7698	0.9981	0.9627	0.5353	0.8885	0.7080	0.8258	0.6342	0.9967
0.0203	22.2	1820	0.1964	0.7926	0.8679	0.9464	0.9832	0.6733	0.9576	0.8433	0.8750	0.7447	0.9984	0.9631	0.5685	0.8830	0.6827	0.8230	0.6308	0.9969
0.0907	22.44	1840	0.2107	0.7875	0.8587	0.9458	0.9896	0.5721	0.9506	0.8118	0.8643	0.8239	0.9988	0.9596	0.5017	0.8729	0.6816	0.8105	0.6896	0.9969
0.0378	22.68	1860	0.2036	0.8053	0.8807	0.9492	0.9850	0.6530	0.9489	0.8037	0.8791	0.8962	0.9989	0.9615	0.5578	0.8828	0.6954	0.8183	0.7247	0.9967
0.081	22.93	1880	0.2039	0.7989	0.8683	0.9488	0.9908	0.5842	0.9388	0.8415	0.8693	0.8548	0.9982	0.9593	0.5193	0.8801	0.7000	0.8198	0.7170	0.9969
0.0237	23.17	1900	0.2002	0.7899	0.8571	0.9471	0.9876	0.5706	0.9510	0.8307	0.8760	0.7854	0.9982	0.9612	0.5203	0.8814	0.6841	0.8224	0.6634	0.9968
0.0528	23.41	1920	0.2114	0.7850	0.8538	0.9461	0.9886	0.5398	0.9524	0.8423	0.8587	0.7965	0.9982	0.9603	0.4920	0.8728	0.6905	0.8156	0.6667	0.9970
0.0793	23.66	1940	0.1825	0.8003	0.8694	0.9498	0.9888	0.6138	0.9454	0.8474	0.8786	0.8130	0.9990	0.9604	0.5439	0.8800	0.7102	0.8346	0.6757	0.9969
0.0288	23.9	1960	0.1854	0.8051	0.8705	0.9520	0.9893	0.6176	0.9509	0.8519	0.8913	0.7944	0.9979	0.9608	0.5530	0.8781	0.7302	0.8473	0.6693	0.9968
0.0525	24.15	1980	0.1603	0.8141	0.8846	0.9550	0.9864	0.6848	0.9472	0.8581	0.9083	0.8084	0.9990	0.9620	0.5691	0.8876	0.7440	0.8616	0.6776	0.9966
0.026	24.39	2000	0.1684	0.8068	0.8752	0.9532	0.9877	0.6538	0.9479	0.8936	0.8893	0.7554	0.9989	0.9616	0.5547	0.8856	0.7362	0.8538	0.6586	0.9969
0.0397	24.63	2020	0.1692	0.8121	0.8760	0.9542	0.9870	0.5916	0.9529	0.8621	0.8871	0.8535	0.9979	0.9616	0.5381	0.8834	0.7400	0.8478	0.7173	0.9968
0.4272	24.88	2040	0.1785	0.8101	0.8749	0.9535	0.9868	0.5751	0.9539	0.8895	0.8697	0.8520	0.9975	0.9633	0.5204	0.8832	0.7380	0.8374	0.7316	0.9966
0.0399	25.12	2060	0.1765	0.8070	0.8682	0.9532	0.9885	0.5755	0.9559	0.8543	0.8893	0.8154	0.9983	0.9615	0.5252	0.8758	0.7359	0.8473	0.7064	0.9968
0.0456	25.37	2080	0.1777	0.8060	0.8668	0.9535	0.9900	0.5873	0.9487	0.8418	0.9061	0.7955	0.9983	0.9605	0.5270	0.8821	0.7299	0.8526	0.6928	0.9969
0.0414	25.61	2100	0.1844	0.8132	0.8847	0.9531	0.9864	0.6789	0.9515	0.8486	0.8916	0.8373	0.9984	0.9623	0.5671	0.8849	0.7266	0.8418	0.7130	0.9970
0.0925	25.85	2120	0.2120	0.8035	0.8663	0.9521	0.9886	0.5885	0.9500	0.8118	0.9077	0.8193	0.9982	0.9607	0.5215	0.8832	0.7125	0.8402	0.7097	0.9970
0.0443	26.1	2140	0.1615	0.8151	0.8790	0.9555	0.9882	0.5945	0.9449	0.8779	0.8874	0.8610	0.9992	0.9603	0.5309	0.8871	0.7511	0.8517	0.7281	0.9964
0.0728	26.34	2160	0.1701	0.8091	0.8771	0.9534	0.9872	0.6244	0.9493	0.8818	0.8816	0.8164	0.9989	0.9624	0.5469	0.8858	0.7362	0.8478	0.6876	0.9968
0.0484	26.59	2180	0.1720	0.8061	0.8707	0.9530	0.9895	0.6110	0.9487	0.8831	0.8852	0.7787	0.9987	0.9615	0.5429	0.8814	0.7374	0.8496	0.6727	0.9969
0.027	26.83	2200	0.1728	0.8060	0.8754	0.9525	0.9879	0.6263	0.9498	0.8718	0.8823	0.8111	0.9983	0.9620	0.5489	0.8825	0.7351	0.8472	0.6694	0.9970
0.0465	27.07	2220	0.1763	0.8075	0.8751	0.9534	0.9875	0.6402	0.9496	0.8776	0.8938	0.7791	0.9981	0.9623	0.5514	0.8842	0.7366	0.8533	0.6675	0.9970
0.0213	27.32	2240	0.1740	0.8085	0.8743	0.9538	0.9869	0.6184	0.9501	0.8787	0.8917	0.7963	0.9983	0.9632	0.5446	0.8852	0.7370	0.8523	0.6799	0.9971
0.022	27.56	2260	0.1923	0.7998	0.8675	0.9508	0.9863	0.5850	0.9506	0.8669	0.8777	0.8084	0.9979	0.9613	0.5253	0.8839	0.7155	0.8387	0.6769	0.9970
0.0311	27.8	2280	0.1871	0.8005	0.8657	0.9518	0.9877	0.5896	0.9482	0.8699	0.8900	0.7763	0.9980	0.9612	0.5235	0.8837	0.7229	0.8452	0.6701	0.9970
0.0281	28.05	2300	0.1984	0.7970	0.8665	0.9490	0.9881	0.6233	0.9441	0.9007	0.8659	0.7451	0.9984	0.9614	0.5465	0.8850	0.7081	0.8310	0.6496	0.9971
0.029	28.29	2320	0.1929	0.8018	0.8684	0.9508	0.9890	0.6266	0.9484	0.8783	0.8813	0.7572	0.9981	0.9612	0.5522	0.8820	0.7180	0.8409	0.6616	0.9970
0.0205	28.54	2340	0.1939	0.8127	0.8877	0.9536	0.9857	0.6927	0.9459	0.8321	0.9031	0.8553	0.9989	0.9628	0.5574	0.8940	0.7233	0.8410	0.7133	0.9969
0.1185	28.78	2360	0.2147	0.7963	0.8662	0.9476	0.9888	0.5806	0.9517	0.8657	0.8458	0.8323	0.9987	0.9615	0.5186	0.8772	0.6987	0.8088	0.7122	0.9971
0.0848	29.02	2380	0.1978	0.8047	0.8712	0.9510	0.9884	0.5966	0.9504	0.8398	0.8784	0.8459	0.9988	0.9618	0.5329	0.8799	0.7125	0.8299	0.7184	0.9972
0.028	29.27	2400	0.2065	0.8000	0.8675	0.9497	0.9878	0.6095	0.9561	0.8780	0.8647	0.7781	0.9983	0.9629	0.5428	0.8784	0.7121	0.8296	0.6767	0.9973
0.0232	29.51	2420	0.1912	0.8063	0.8750	0.9520	0.9887	0.6177	0.9491	0.8746	0.8742	0.8221	0.9983	0.9631	0.5401	0.8824	0.7242	0.8371	0.7000	0.9973
0.0241	29.76	2440	0.1768	0.8095	0.8797	0.9525	0.9871	0.6426	0.9506	0.8691	0.8781	0.8319	0.9986	0.9637	0.5552	0.8871	0.7228	0.8388	0.7015	0.9971
0.0249	30.0	2460	0.1885	0.8051	0.8734	0.9518	0.9885	0.6096	0.9517	0.8740	0.8714	0.8203	0.9986	0.9631	0.5348	0.8836	0.7230	0.8353	0.6989	0.9970
0.0314	30.24	2480	0.1853	0.8046	0.8698	0.9521	0.9882	0.6049	0.9524	0.8782	0.8786	0.7873	0.9989	0.9630	0.5373	0.8846	0.7241	0.8409	0.6853	0.9968
0.045	30.49	2500	0.1810	0.8134	0.8792	0.9542	0.9871	0.6099	0.9502	0.8672	0.8840	0.8573	0.9986	0.9621	0.5421	0.8876	0.7371	0.8430	0.7251	0.9971
0.0261	30.73	2520	0.1893	0.8172	0.8897	0.9548	0.9847	0.6630	0.9480	0.8516	0.8922	0.8897	0.9988	0.9619	0.5530	0.8890	0.7377	0.8441	0.7375	0.9972
0.0175	30.98	2540	0.1904	0.8155	0.8830	0.9553	0.9866	0.6192	0.9535	0.8526	0.8915	0.8791	0.9983	0.9635	0.5371	0.8874	0.7404	0.8472	0.7359	0.9972
0.0326	31.22	2560	0.1888	0.8126	0.8811	0.9535	0.9875	0.6216	0.9501	0.8821	0.8722	0.8559	0.9985	0.9627	0.5421	0.8861	0.7326	0.8392	0.7283	0.9970
0.0854	31.46	2580	0.1981	0.8043	0.8676	0.9523	0.9893	0.5619	0.9525	0.8688	0.8749	0.8275	0.9983	0.9613	0.5166	0.8798	0.7305	0.8396	0.7054	0.9969
0.0313	31.71	2600	0.2039	0.8109	0.8805	0.9522	0.9873	0.6476	0.9539	0.8586	0.8781	0.8404	0.9978	0.9621	0.5616	0.8829	0.7235	0.8372	0.7118	0.9968
0.0228	31.95	2620	0.2029	0.8079	0.8795	0.9515	0.9876	0.6392	0.9510	0.8668	0.8685	0.8450	0.9988	0.9620	0.5487	0.8832	0.7207	0.8320	0.7118	0.9970
0.0301	32.2	2640	0.2147	0.8037	0.8739	0.9499	0.9872	0.6339	0.9546	0.8759	0.8607	0.8062	0.9988	0.9620	0.5508	0.8801	0.7129	0.8259	0.6974	0.9971
0.0312	32.44	2660	0.2114	0.8016	0.8718	0.9496	0.9876	0.6201	0.9532	0.8755	0.8584	0.8090	0.9990	0.9616	0.5405	0.8791	0.7107	0.8252	0.6969	0.9969
0.0427	32.68	2680	0.2085	0.8015	0.8694	0.9506	0.9873	0.6277	0.9543	0.8743	0.8767	0.7668	0.9986	0.9622	0.5421	0.8828	0.7131	0.8356	0.6777	0.9970
0.0398	32.93	2700	0.2139	0.8062	0.8766	0.9507	0.9850	0.6461	0.9581	0.8557	0.8761	0.8176	0.9976	0.9612	0.5560	0.8817	0.7157	0.8308	0.7017	0.9967
0.0274	33.17	2720	0.2093	0.8094	0.8806	0.9516	0.9847	0.6481	0.9555	0.8572	0.8764	0.8440	0.9980	0.9615	0.5583	0.8860	0.7187	0.8323	0.7124	0.9969
0.0309	33.41	2740	0.2170	0.8068	0.8833	0.9505	0.9840	0.6723	0.9536	0.8855	0.8602	0.8290	0.9984	0.9632	0.5588	0.8902	0.7108	0.8261	0.7013	0.9969
0.0395	33.66	2760	0.2031	0.8060	0.8787	0.9513	0.9879	0.6361	0.9472	0.8725	0.8689	0.8401	0.9986	0.9624	0.5421	0.8871	0.7157	0.8327	0.7048	0.9970
0.0298	33.9	2780	0.1892	0.8082	0.8804	0.9522	0.9868	0.6612	0.9493	0.8657	0.8823	0.8189	0.9987	0.9630	0.5586	0.8887	0.7184	0.8409	0.6906	0.9970
0.0313	34.15	2800	0.1960	0.8064	0.8772	0.9522	0.9881	0.6294	0.9442	0.8685	0.8810	0.8310	0.9984	0.9623	0.5435	0.8893	0.7198	0.8407	0.6925	0.9970
0.0249	34.39	2820	0.1958	0.8086	0.8772	0.9527	0.9879	0.6079	0.9521	0.8570	0.8777	0.8597	0.9980	0.9625	0.5362	0.8852	0.7255	0.8383	0.7154	0.9969
0.0959	34.63	2840	0.2022	0.8077	0.8757	0.9520	0.9877	0.6105	0.9548	0.8691	0.8697	0.8401	0.9981	0.9627	0.5434	0.8838	0.7228	0.8347	0.7099	0.9969
0.0195	34.88	2860	0.1878	0.8089	0.8758	0.9526	0.9884	0.6187	0.9483	0.8695	0.8809	0.8262	0.9985	0.9624	0.5476	0.8880	0.7218	0.8411	0.7046	0.9969
0.0144	35.12	2880	0.1991	0.8099	0.8809	0.9523	0.9851	0.6489	0.9545	0.8723	0.8751	0.8324	0.9984	0.9637	0.5606	0.8891	0.7197	0.8377	0.7017	0.9969
0.0316	35.37	2900	0.2001	0.8057	0.8747	0.9515	0.9883	0.6212	0.9501	0.8815	0.8704	0.8137	0.9979	0.9625	0.5443	0.8877	0.7179	0.8351	0.6955	0.9968
0.0363	35.61	2920	0.2015	0.8048	0.8718	0.9516	0.9887	0.6135	0.9523	0.8771	0.8752	0.7983	0.9977	0.9624	0.5432	0.8856	0.7195	0.8383	0.6878	0.9968
0.1011	35.85	2940	0.1922	0.8089	0.8777	0.9529	0.9882	0.6236	0.9487	0.8627	0.8810	0.8407	0.9989	0.9621	0.5429	0.8874	0.7256	0.8414	0.7057	0.9970
0.0455	36.1	2960	0.2002	0.8059	0.8733	0.9519	0.9888	0.6067	0.9517	0.8642	0.8746	0.8285	0.9986	0.9621	0.5401	0.8853	0.7211	0.8371	0.6988	0.9970
0.0289	36.34	2980	0.1995	0.8096	0.8805	0.9521	0.9879	0.6477	0.9501	0.8688	0.8739	0.8365	0.9985	0.9625	0.5577	0.8869	0.7201	0.8362	0.7069	0.9971
0.091	36.59	3000	0.1941	0.8124	0.8867	0.9529	0.9882	0.6654	0.9482	0.8641	0.8745	0.8678	0.9987	0.9627	0.5555	0.8877	0.7251	0.8370	0.7217	0.9972
0.0635	36.83	3020	0.1858	0.8132	0.8837	0.9535	0.9875	0.6478	0.9525	0.8476	0.8842	0.8673	0.9988	0.9632	0.5549	0.8876	0.7265	0.8408	0.7220	0.9972
0.0244	37.07	3040	0.1862	0.8109	0.8797	0.9533	0.9875	0.6420	0.9502	0.8755	0.8815	0.8221	0.9987	0.9633	0.5540	0.8906	0.7254	0.8422	0.7034	0.9972
0.0265	37.32	3060	0.1864	0.8146	0.8844	0.9543	0.9867	0.6543	0.9477	0.8679	0.8891	0.8461	0.9987	0.9633	0.5578	0.8936	0.7306	0.8449	0.7146	0.9972
0.0344	37.56	3080	0.1838	0.8162	0.8873	0.9547	0.9862	0.6641	0.9524	0.8551	0.8905	0.8644	0.9988	0.9636	0.5604	0.8903	0.7340	0.8471	0.7211	0.9972
0.0267	37.8	3100	0.1903	0.8137	0.8841	0.9540	0.9870	0.6543	0.9499	0.8745	0.8841	0.8409	0.9983	0.9633	0.5565	0.8921	0.7309	0.8444	0.7119	0.9971
0.3041	38.05	3120	0.1891	0.8051	0.8701	0.9526	0.9903	0.5815	0.9478	0.8685	0.8792	0.8248	0.9985	0.9604	0.5197	0.8850	0.7270	0.8415	0.7051	0.9969
0.0272	38.29	3140	0.1971	0.8077	0.8754	0.9522	0.9877	0.6189	0.9552	0.8747	0.8726	0.8205	0.9983	0.9628	0.5447	0.8851	0.7236	0.8373	0.7036	0.9971
0.063	38.54	3160	0.1888	0.8125	0.8786	0.9542	0.9881	0.6109	0.9529	0.8503	0.8879	0.8613	0.9986	0.9625	0.5407	0.8857	0.7339	0.8452	0.7224	0.9971
0.0527	38.78	3180	0.1899	0.8121	0.8842	0.9531	0.9865	0.6598	0.9521	0.8748	0.8761	0.8415	0.9986	0.9634	0.5575	0.8896	0.7261	0.8392	0.7117	0.9972
0.0465	39.02	3200	0.1947	0.8108	0.8793	0.9532	0.9881	0.6358	0.9517	0.8722	0.8808	0.8284	0.9979	0.9626	0.5509	0.8879	0.7275	0.8422	0.7075	0.9970
0.0305	39.27	3220	0.1884	0.8118	0.8806	0.9538	0.9888	0.6265	0.9468	0.8655	0.8838	0.8547	0.9983	0.9620	0.5422	0.8885	0.7313	0.8439	0.7177	0.9971
0.0167	39.51	3240	0.1935	0.8111	0.8805	0.9533	0.9879	0.6352	0.9505	0.8737	0.8794	0.8383	0.9981	0.9629	0.5473	0.8891	0.7279	0.8414	0.7120	0.9971
0.0507	39.76	3260	0.1888	0.8109	0.8783	0.9535	0.9883	0.6259	0.9528	0.8630	0.8829	0.8363	0.9986	0.9625	0.5459	0.8854	0.7306	0.8435	0.7110	0.9971
0.0354	40.0	3280	0.1900	0.8129	0.8809	0.9540	0.9875	0.6312	0.9541	0.8566	0.8860	0.8526	0.9984	0.9631	0.5490	0.8864	0.7326	0.8448	0.7176	0.9972

Framework versions

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