ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k20_task3_organization

This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.5822
• Qwk: 0.3333
• Mse: 0.5822
• Rmse: 0.7630

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: 2e-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
• num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0198	2	3.1668	-0.0087	3.1668	1.7795
No log	0.0396	4	1.7711	-0.0130	1.7711	1.3308
No log	0.0594	6	1.6450	0.0168	1.6450	1.2826
No log	0.0792	8	0.7295	0.2000	0.7295	0.8541
No log	0.0990	10	0.5886	0.0388	0.5886	0.7672
No log	0.1188	12	0.7694	0.0625	0.7694	0.8772
No log	0.1386	14	0.7813	0.1895	0.7813	0.8839
No log	0.1584	16	0.8922	0.0857	0.8922	0.9445
No log	0.1782	18	1.7993	-0.0130	1.7993	1.3414
No log	0.1980	20	1.9834	-0.0205	1.9834	1.4083
No log	0.2178	22	0.9508	0.1111	0.9508	0.9751
No log	0.2376	24	0.6512	-0.1064	0.6512	0.8069
No log	0.2574	26	0.6006	0.0	0.6006	0.7750
No log	0.2772	28	0.6044	0.0	0.6044	0.7774
No log	0.2970	30	0.6345	0.0	0.6345	0.7966
No log	0.3168	32	0.5873	0.0	0.5873	0.7664
No log	0.3366	34	0.5841	0.0	0.5841	0.7642
No log	0.3564	36	0.5990	-0.0233	0.5990	0.7739
No log	0.3762	38	0.6176	0.0303	0.6176	0.7859
No log	0.3960	40	0.6189	0.0725	0.6189	0.7867
No log	0.4158	42	0.6232	-0.0159	0.6232	0.7894
No log	0.4356	44	0.6895	-0.0081	0.6895	0.8304
No log	0.4554	46	0.6961	-0.0233	0.6961	0.8343
No log	0.4752	48	0.6910	0.0282	0.6910	0.8312
No log	0.4950	50	0.9279	0.0794	0.9279	0.9633
No log	0.5149	52	0.7804	0.2077	0.7804	0.8834
No log	0.5347	54	0.6596	0.1467	0.6596	0.8121
No log	0.5545	56	0.7599	0.0833	0.7599	0.8717
No log	0.5743	58	0.6694	0.1429	0.6694	0.8182
No log	0.5941	60	0.7991	0.1481	0.7991	0.8939
No log	0.6139	62	0.6520	0.0800	0.6520	0.8075
No log	0.6337	64	0.7977	0.1469	0.7977	0.8931
No log	0.6535	66	0.9788	0.0298	0.9788	0.9893
No log	0.6733	68	0.6343	0.2432	0.6343	0.7964
No log	0.6931	70	1.3919	0.1688	1.3919	1.1798
No log	0.7129	72	1.1587	0.1471	1.1587	1.0764
No log	0.7327	74	0.6875	0.1059	0.6875	0.8292
No log	0.7525	76	0.8151	0.0955	0.8151	0.9029
No log	0.7723	78	0.6363	0.0968	0.6363	0.7977
No log	0.7921	80	0.7865	0.1304	0.7865	0.8869
No log	0.8119	82	0.7934	0.1373	0.7934	0.8907
No log	0.8317	84	0.6887	0.1111	0.6887	0.8299
No log	0.8515	86	0.6664	0.1209	0.6664	0.8163
No log	0.8713	88	0.6827	0.1823	0.6827	0.8262
No log	0.8911	90	0.7696	0.1855	0.7696	0.8773
No log	0.9109	92	1.3716	0.0255	1.3716	1.1711
No log	0.9307	94	1.5572	-0.0101	1.5572	1.2479
No log	0.9505	96	1.4902	0.0130	1.4902	1.2207
No log	0.9703	98	0.8814	0.1644	0.8814	0.9388
No log	0.9901	100	0.8473	0.1111	0.8473	0.9205
No log	1.0099	102	0.7886	0.1135	0.7886	0.8881
No log	1.0297	104	1.0258	0.0492	1.0258	1.0128
No log	1.0495	106	0.9656	0.0169	0.9656	0.9827
No log	1.0693	108	0.7030	0.2683	0.7030	0.8385
No log	1.0891	110	0.6673	0.2298	0.6673	0.8169
No log	1.1089	112	0.9003	0.1535	0.9003	0.9488
No log	1.1287	114	1.1720	0.0504	1.1720	1.0826
No log	1.1485	116	0.7118	0.1832	0.7118	0.8437
No log	1.1683	118	0.6491	0.0833	0.6491	0.8056
No log	1.1881	120	0.9822	0.1220	0.9822	0.9911
No log	1.2079	122	0.8064	0.1712	0.8064	0.8980
No log	1.2277	124	0.5423	0.2099	0.5423	0.7364
No log	1.2475	126	1.1496	0.1648	1.1496	1.0722
No log	1.2673	128	1.5091	0.0061	1.5091	1.2284
No log	1.2871	130	1.2356	0.0833	1.2356	1.1116
No log	1.3069	132	0.6777	0.2917	0.6777	0.8232
No log	1.3267	134	0.6277	0.2842	0.6277	0.7923
No log	1.3465	136	0.6325	0.2941	0.6325	0.7953
No log	1.3663	138	0.9797	0.1150	0.9797	0.9898
No log	1.3861	140	1.9917	0.0090	1.9917	1.4113
No log	1.4059	142	2.1023	0.0374	2.1023	1.4499
No log	1.4257	144	1.0999	0.1571	1.0999	1.0488
No log	1.4455	146	0.6612	0.3231	0.6612	0.8132
No log	1.4653	148	0.6702	0.3131	0.6702	0.8187
No log	1.4851	150	0.7170	0.1515	0.7170	0.8468
No log	1.5050	152	1.4594	0.1798	1.4594	1.2080
No log	1.5248	154	1.5132	0.1522	1.5132	1.2301
No log	1.5446	156	0.9743	0.0871	0.9743	0.9871
No log	1.5644	158	0.7482	0.2381	0.7482	0.8650
No log	1.5842	160	0.7567	0.2692	0.7567	0.8699
No log	1.6040	162	0.7280	0.2153	0.7280	0.8532
No log	1.6238	164	1.1403	0.1399	1.1403	1.0679
No log	1.6436	166	2.3131	0.0757	2.3131	1.5209
No log	1.6634	168	2.0743	0.1410	2.0743	1.4403
No log	1.6832	170	1.1112	0.2222	1.1112	1.0541
No log	1.7030	172	1.0026	0.1698	1.0026	1.0013
No log	1.7228	174	1.0358	0.2000	1.0358	1.0177
No log	1.7426	176	1.2004	0.1484	1.2004	1.0956
No log	1.7624	178	1.4295	0.1712	1.4295	1.1956
No log	1.7822	180	0.9934	0.2308	0.9934	0.9967
No log	1.8020	182	0.9767	0.2548	0.9767	0.9883
No log	1.8218	184	1.3041	0.1950	1.3041	1.1420
No log	1.8416	186	0.8668	0.2632	0.8668	0.9310
No log	1.8614	188	0.7632	0.3128	0.7632	0.8736
No log	1.8812	190	1.1539	0.2739	1.1539	1.0742
No log	1.9010	192	1.7235	0.1229	1.7235	1.3128
No log	1.9208	194	1.6483	0.1458	1.6483	1.2839
No log	1.9406	196	0.9601	0.2061	0.9601	0.9798
No log	1.9604	198	0.7272	0.2676	0.7272	0.8527
No log	1.9802	200	0.9476	0.2069	0.9476	0.9734
No log	2.0	202	1.6597	0.1111	1.6597	1.2883
No log	2.0198	204	1.5765	0.0380	1.5765	1.2556
No log	2.0396	206	1.1597	0.1197	1.1597	1.0769
No log	2.0594	208	1.2249	0.1278	1.2249	1.1068
No log	2.0792	210	1.1397	0.1875	1.1397	1.0676
No log	2.0990	212	1.1419	0.1875	1.1419	1.0686
No log	2.1188	214	1.5052	0.0400	1.5052	1.2269
No log	2.1386	216	1.2640	0.1014	1.2640	1.1243
No log	2.1584	218	0.8244	0.1273	0.8244	0.9080
No log	2.1782	220	0.7799	0.2637	0.7799	0.8831
No log	2.1980	222	1.1422	0.0996	1.1422	1.0687
No log	2.2178	224	1.5644	0.0453	1.5644	1.2508
No log	2.2376	226	1.2854	0.0677	1.2854	1.1338
No log	2.2574	228	1.1578	0.1450	1.1578	1.0760
No log	2.2772	230	1.2712	0.1081	1.2712	1.1275
No log	2.2970	232	1.9951	0.1102	1.9951	1.4125
No log	2.3168	234	2.8835	0.0563	2.8835	1.6981
No log	2.3366	236	2.7386	0.0650	2.7386	1.6549
No log	2.3564	238	1.7785	0.1322	1.7785	1.3336
No log	2.3762	240	0.8697	0.2140	0.8697	0.9326
No log	2.3960	242	0.8237	0.2275	0.8237	0.9076
No log	2.4158	244	0.8515	0.2566	0.8515	0.9228
No log	2.4356	246	1.4389	0.1316	1.4389	1.1995
No log	2.4554	248	1.7473	0.1330	1.7473	1.3219
No log	2.4752	250	1.3256	0.1037	1.3256	1.1513
No log	2.4950	252	0.7068	0.3299	0.7068	0.8407
No log	2.5149	254	0.6604	0.3131	0.6604	0.8126
No log	2.5347	256	0.6589	0.3299	0.6589	0.8117
No log	2.5545	258	0.8298	0.2464	0.8298	0.9109
No log	2.5743	260	1.2706	0.1628	1.2706	1.1272
No log	2.5941	262	1.2270	0.1126	1.2270	1.1077
No log	2.6139	264	0.8014	0.1005	0.8014	0.8952
No log	2.6337	266	0.6945	0.2621	0.6945	0.8334
No log	2.6535	268	0.7067	0.3116	0.7067	0.8407
No log	2.6733	270	0.7260	0.3035	0.7260	0.8521
No log	2.6931	272	1.1587	0.1049	1.1587	1.0764
No log	2.7129	274	1.1890	0.1141	1.1890	1.0904
No log	2.7327	276	0.9472	0.0742	0.9472	0.9732
No log	2.7525	278	0.7480	0.2442	0.7480	0.8649
No log	2.7723	280	0.7409	0.3394	0.7409	0.8608
No log	2.7921	282	0.8680	0.2140	0.8680	0.9317
No log	2.8119	284	1.2621	0.1316	1.2621	1.1234
No log	2.8317	286	1.4400	0.1854	1.4400	1.2000
No log	2.8515	288	1.1382	0.1158	1.1382	1.0669
No log	2.8713	290	0.8246	0.2222	0.8246	0.9081
No log	2.8911	292	0.7123	0.3469	0.7123	0.8440
No log	2.9109	294	0.6705	0.3575	0.6705	0.8189
No log	2.9307	296	0.7353	0.3010	0.7353	0.8575
No log	2.9505	298	0.8996	0.1429	0.8996	0.9485
No log	2.9703	300	0.9220	0.1197	0.9220	0.9602
No log	2.9901	302	0.6889	0.2746	0.6889	0.8300
No log	3.0099	304	0.6363	0.3439	0.6363	0.7977
No log	3.0297	306	0.7339	0.24	0.7339	0.8567
No log	3.0495	308	0.8722	0.1730	0.8722	0.9339
No log	3.0693	310	1.0110	0.1541	1.0110	1.0055
No log	3.0891	312	0.8653	0.1667	0.8653	0.9302
No log	3.1089	314	0.7512	0.1619	0.7512	0.8667
No log	3.1287	316	0.8271	0.1304	0.8271	0.9095
No log	3.1485	318	0.8379	0.1644	0.8379	0.9154
No log	3.1683	320	0.9376	0.1034	0.9376	0.9683
No log	3.1881	322	0.8727	0.2000	0.8727	0.9342
No log	3.2079	324	0.8845	0.1705	0.8845	0.9405
No log	3.2277	326	0.9161	0.1712	0.9161	0.9571
No log	3.2475	328	0.8222	0.1705	0.8222	0.9067
No log	3.2673	330	0.7199	0.2607	0.7199	0.8485
No log	3.2871	332	0.7300	0.2607	0.7300	0.8544
No log	3.3069	334	0.8052	0.1698	0.8052	0.8973
No log	3.3267	336	0.6895	0.2621	0.6895	0.8303
No log	3.3465	338	0.6562	0.2941	0.6562	0.8101
No log	3.3663	340	0.6613	0.2621	0.6613	0.8132
No log	3.3861	342	0.6644	0.2153	0.6644	0.8151
No log	3.4059	344	0.7790	0.1644	0.7790	0.8826
No log	3.4257	346	0.7314	0.2146	0.7314	0.8552
No log	3.4455	348	0.7578	0.2146	0.7578	0.8705
No log	3.4653	350	0.8001	0.2146	0.8001	0.8945
No log	3.4851	352	0.8791	0.1931	0.8791	0.9376
No log	3.5050	354	1.0882	0.1831	1.0882	1.0432
No log	3.5248	356	0.8985	0.1197	0.8985	0.9479
No log	3.5446	358	0.6753	0.3535	0.6753	0.8218
No log	3.5644	360	0.6312	0.4346	0.6312	0.7945
No log	3.5842	362	0.6301	0.4343	0.6301	0.7938
No log	3.6040	364	0.7508	0.3091	0.7508	0.8665
No log	3.6238	366	1.2509	0.1126	1.2509	1.1184
No log	3.6436	368	1.5172	0.1453	1.5172	1.2318
No log	3.6634	370	1.2825	0.1458	1.2825	1.1325
No log	3.6832	372	0.8531	0.1496	0.8531	0.9236
No log	3.7030	374	0.6527	0.3498	0.6527	0.8079
No log	3.7228	376	0.6405	0.3398	0.6405	0.8003
No log	3.7426	378	0.6630	0.4059	0.6630	0.8143
No log	3.7624	380	0.7513	0.2961	0.7513	0.8668
No log	3.7822	382	0.7588	0.2982	0.7588	0.8711
No log	3.8020	384	0.6610	0.4059	0.6610	0.8130
No log	3.8218	386	0.7061	0.3303	0.7061	0.8403
No log	3.8416	388	0.6914	0.3303	0.6914	0.8315
No log	3.8614	390	0.7352	0.3548	0.7352	0.8574
No log	3.8812	392	0.8792	0.1933	0.8792	0.9377
No log	3.9010	394	0.9067	0.2000	0.9067	0.9522
No log	3.9208	396	0.8535	0.2593	0.8535	0.9239
No log	3.9406	398	0.6607	0.3010	0.6607	0.8128
No log	3.9604	400	0.5883	0.3846	0.5883	0.7670
No log	3.9802	402	0.6125	0.3297	0.6125	0.7826
No log	4.0	404	0.5957	0.3846	0.5957	0.7718
No log	4.0198	406	0.5642	0.3966	0.5642	0.7511
No log	4.0396	408	0.7070	0.3208	0.7070	0.8408
No log	4.0594	410	0.8459	0.2134	0.8459	0.9197
No log	4.0792	412	0.8349	0.2727	0.8349	0.9137
No log	4.0990	414	0.7008	0.3077	0.7008	0.8372
No log	4.1188	416	0.6313	0.2549	0.6313	0.7945
No log	4.1386	418	0.6379	0.3171	0.6379	0.7987
No log	4.1584	420	0.6356	0.3402	0.6356	0.7972
No log	4.1782	422	0.7515	0.3488	0.7515	0.8669
No log	4.1980	424	0.6965	0.3488	0.6965	0.8345
No log	4.2178	426	0.5946	0.3797	0.5946	0.7711
No log	4.2376	428	0.5838	0.3684	0.5838	0.7641
No log	4.2574	430	0.6359	0.4051	0.6359	0.7974
No log	4.2772	432	0.8371	0.2479	0.8371	0.9149
No log	4.2970	434	0.8914	0.2129	0.8914	0.9441
No log	4.3168	436	0.7191	0.2287	0.7191	0.8480
No log	4.3366	438	0.6171	0.4171	0.6171	0.7855
No log	4.3564	440	0.6117	0.4518	0.6117	0.7821
No log	4.3762	442	0.6073	0.3367	0.6073	0.7793
No log	4.3960	444	0.6972	0.2762	0.6972	0.8350
No log	4.4158	446	0.7023	0.2372	0.7023	0.8380
No log	4.4356	448	0.6007	0.3469	0.6007	0.7751
No log	4.4554	450	0.5689	0.3367	0.5689	0.7542
No log	4.4752	452	0.5984	0.3367	0.5984	0.7736
No log	4.4950	454	0.6603	0.2593	0.6603	0.8126
No log	4.5149	456	0.7304	0.1644	0.7304	0.8546
No log	4.5347	458	0.6818	0.2294	0.6818	0.8257
No log	4.5545	460	0.7258	0.2000	0.7258	0.8520
No log	4.5743	462	0.6920	0.2294	0.6920	0.8319
No log	4.5941	464	0.6702	0.3077	0.6702	0.8187
No log	4.6139	466	0.6625	0.3103	0.6625	0.8140
No log	4.6337	468	0.7060	0.2281	0.7060	0.8402
No log	4.6535	470	0.7683	0.1799	0.7683	0.8765
No log	4.6733	472	0.6592	0.3077	0.6592	0.8119
No log	4.6931	474	0.6568	0.2986	0.6568	0.8105
No log	4.7129	476	0.7564	0.2137	0.7564	0.8697
No log	4.7327	478	0.9459	0.2117	0.9459	0.9726
No log	4.7525	480	0.8825	0.2121	0.8825	0.9394
No log	4.7723	482	0.6767	0.2793	0.6767	0.8226
No log	4.7921	484	0.6373	0.4182	0.6373	0.7983
No log	4.8119	486	0.6728	0.3684	0.6728	0.8202
No log	4.8317	488	0.6014	0.4563	0.6014	0.7755
No log	4.8515	490	0.6132	0.3237	0.6132	0.7831
No log	4.8713	492	0.6392	0.24	0.6392	0.7995
No log	4.8911	494	0.6287	0.2821	0.6287	0.7929
No log	4.9109	496	0.6513	0.2871	0.6513	0.8071
No log	4.9307	498	0.6556	0.2871	0.6556	0.8097
0.4816	4.9505	500	0.5689	0.3073	0.5689	0.7542
0.4816	4.9703	502	0.5549	0.4743	0.5549	0.7449
0.4816	4.9901	504	0.5665	0.4667	0.5665	0.7527
0.4816	5.0099	506	0.6320	0.2821	0.6320	0.7950
0.4816	5.0297	508	0.7636	0.1644	0.7636	0.8738
0.4816	5.0495	510	0.8414	0.2381	0.8414	0.9173
0.4816	5.0693	512	0.8985	0.2374	0.8985	0.9479
0.4816	5.0891	514	0.7563	0.2072	0.7563	0.8696
0.4816	5.1089	516	0.6202	0.3367	0.6202	0.7875
0.4816	5.1287	518	0.6106	0.3367	0.6106	0.7814
0.4816	5.1485	520	0.6422	0.3010	0.6422	0.8014
0.4816	5.1683	522	0.6427	0.3010	0.6427	0.8017
0.4816	5.1881	524	0.6766	0.3077	0.6766	0.8226
0.4816	5.2079	526	0.6868	0.2607	0.6868	0.8287
0.4816	5.2277	528	0.7292	0.3052	0.7292	0.8539
0.4816	5.2475	530	0.8368	0.2405	0.8368	0.9148
0.4816	5.2673	532	0.7762	0.2711	0.7762	0.8810
0.4816	5.2871	534	0.6578	0.3010	0.6578	0.8110
0.4816	5.3069	536	0.5898	0.3814	0.5898	0.7680
0.4816	5.3267	538	0.5918	0.4747	0.5918	0.7693
0.4816	5.3465	540	0.5769	0.3927	0.5769	0.7595
0.4816	5.3663	542	0.6087	0.3433	0.6087	0.7802
0.4816	5.3861	544	0.6530	0.3498	0.6530	0.8081
0.4816	5.4059	546	0.6022	0.3433	0.6022	0.7760
0.4816	5.4257	548	0.5695	0.3978	0.5695	0.7546
0.4816	5.4455	550	0.5745	0.4286	0.5745	0.7579
0.4816	5.4653	552	0.6092	0.3433	0.6092	0.7805
0.4816	5.4851	554	0.6619	0.2692	0.6619	0.8136
0.4816	5.5050	556	0.7013	0.2871	0.7013	0.8374
0.4816	5.5248	558	0.6862	0.2871	0.6862	0.8284
0.4816	5.5446	560	0.6683	0.3299	0.6683	0.8175
0.4816	5.5644	562	0.7267	0.2850	0.7267	0.8525
0.4816	5.5842	564	0.6926	0.3299	0.6926	0.8322
0.4816	5.6040	566	0.5716	0.3990	0.5716	0.7561
0.4816	5.6238	568	0.5224	0.3966	0.5224	0.7228
0.4816	5.6436	570	0.5231	0.4091	0.5231	0.7233
0.4816	5.6634	572	0.5720	0.4595	0.5720	0.7563
0.4816	5.6832	574	0.7602	0.2877	0.7602	0.8719
0.4816	5.7030	576	0.8765	0.1318	0.8765	0.9362
0.4816	5.7228	578	0.7815	0.2423	0.7815	0.8840
0.4816	5.7426	580	0.5984	0.3035	0.5984	0.7735
0.4816	5.7624	582	0.5601	0.4894	0.5601	0.7484
0.4816	5.7822	584	0.5609	0.4894	0.5609	0.7489
0.4816	5.8020	586	0.6110	0.3035	0.6110	0.7817
0.4816	5.8218	588	0.7803	0.2423	0.7803	0.8833
0.4816	5.8416	590	0.8516	0.1756	0.8516	0.9228
0.4816	5.8614	592	0.7523	0.3860	0.7523	0.8674
0.4816	5.8812	594	0.6148	0.3035	0.6148	0.7841
0.4816	5.9010	596	0.5933	0.2941	0.5933	0.7702
0.4816	5.9208	598	0.6085	0.2941	0.6085	0.7801
0.4816	5.9406	600	0.6600	0.3498	0.6600	0.8124
0.4816	5.9604	602	0.8194	0.2327	0.8194	0.9052
0.4816	5.9802	604	0.9018	0.2061	0.9018	0.9496
0.4816	6.0	606	0.8039	0.3422	0.8039	0.8966
0.4816	6.0198	608	0.6500	0.3010	0.6500	0.8062
0.4816	6.0396	610	0.6186	0.3333	0.6186	0.7865
0.4816	6.0594	612	0.6383	0.3301	0.6383	0.7989
0.4816	6.0792	614	0.7200	0.3077	0.7200	0.8485
0.4816	6.0990	616	0.7640	0.3052	0.7640	0.8741
0.4816	6.1188	618	0.7262	0.3052	0.7262	0.8522
0.4816	6.1386	620	0.6566	0.3498	0.6566	0.8103
0.4816	6.1584	622	0.6006	0.3301	0.6006	0.7750
0.4816	6.1782	624	0.6096	0.3786	0.6096	0.7808
0.4816	6.1980	626	0.6400	0.3498	0.6400	0.8000
0.4816	6.2178	628	0.6395	0.3498	0.6395	0.7997
0.4816	6.2376	630	0.6168	0.3786	0.6168	0.7854
0.4816	6.2574	632	0.5960	0.4455	0.5960	0.7720
0.4816	6.2772	634	0.5918	0.3769	0.5918	0.7693
0.4816	6.2970	636	0.6168	0.3786	0.6168	0.7854
0.4816	6.3168	638	0.6745	0.3171	0.6745	0.8213
0.4816	6.3366	640	0.7879	0.2423	0.7879	0.8877
0.4816	6.3564	642	0.8201	0.2397	0.8201	0.9056
0.4816	6.3762	644	0.7119	0.1927	0.7119	0.8437
0.4816	6.3960	646	0.6415	0.3548	0.6415	0.8009
0.4816	6.4158	648	0.6147	0.3962	0.6147	0.7841
0.4816	6.4356	650	0.6216	0.3962	0.6216	0.7884
0.4816	6.4554	652	0.6466	0.3103	0.6466	0.8041
0.4816	6.4752	654	0.6770	0.3171	0.6770	0.8228
0.4816	6.4950	656	0.6724	0.3299	0.6724	0.8200
0.4816	6.5149	658	0.6556	0.3299	0.6556	0.8097
0.4816	6.5347	660	0.6009	0.3398	0.6009	0.7752
0.4816	6.5545	662	0.5649	0.3769	0.5649	0.7516
0.4816	6.5743	664	0.5581	0.4227	0.5581	0.7471
0.4816	6.5941	666	0.5693	0.3769	0.5693	0.7545
0.4816	6.6139	668	0.6065	0.3398	0.6065	0.7788
0.4816	6.6337	670	0.6015	0.3301	0.6015	0.7756
0.4816	6.6535	672	0.5785	0.3301	0.5785	0.7606
0.4816	6.6733	674	0.5542	0.4851	0.5542	0.7445
0.4816	6.6931	676	0.5569	0.4924	0.5569	0.7463
0.4816	6.7129	678	0.5506	0.4924	0.5506	0.7420
0.4816	6.7327	680	0.5491	0.4924	0.5491	0.7410
0.4816	6.7525	682	0.5673	0.3769	0.5673	0.7532
0.4816	6.7723	684	0.5969	0.3010	0.5969	0.7726
0.4816	6.7921	686	0.6023	0.3103	0.6023	0.7761
0.4816	6.8119	688	0.5673	0.4043	0.5673	0.7532
0.4816	6.8317	690	0.5248	0.4413	0.5248	0.7244
0.4816	6.8515	692	0.5102	0.3898	0.5102	0.7143
0.4816	6.8713	694	0.5093	0.3898	0.5093	0.7137
0.4816	6.8911	696	0.5147	0.4286	0.5147	0.7174
0.4816	6.9109	698	0.5508	0.4227	0.5508	0.7422
0.4816	6.9307	700	0.6747	0.2780	0.6747	0.8214
0.4816	6.9505	702	0.7614	0.2423	0.7614	0.8726
0.4816	6.9703	704	0.7526	0.2000	0.7526	0.8675
0.4816	6.9901	706	0.6759	0.3077	0.6759	0.8221
0.4816	7.0099	708	0.6122	0.3010	0.6122	0.7825
0.4816	7.0297	710	0.5657	0.48	0.5657	0.7521
0.4816	7.0495	712	0.5464	0.4573	0.5464	0.7392
0.4816	7.0693	714	0.5506	0.4694	0.5506	0.7420
0.4816	7.0891	716	0.5728	0.4341	0.5728	0.7568
0.4816	7.1089	718	0.6376	0.3103	0.6376	0.7985
0.4816	7.1287	720	0.6695	0.3077	0.6695	0.8182
0.4816	7.1485	722	0.7031	0.3267	0.7031	0.8385
0.4816	7.1683	724	0.6720	0.3267	0.6720	0.8198
0.4816	7.1881	726	0.5918	0.3433	0.5918	0.7693
0.4816	7.2079	728	0.5369	0.4225	0.5369	0.7328
0.4816	7.2277	730	0.5250	0.4917	0.5250	0.7246
0.4816	7.2475	732	0.5246	0.4783	0.5246	0.7243
0.4816	7.2673	734	0.5277	0.5056	0.5277	0.7264
0.4816	7.2871	736	0.5491	0.3591	0.5491	0.7410
0.4816	7.3069	738	0.5840	0.3990	0.5840	0.7642
0.4816	7.3267	740	0.6030	0.3797	0.6030	0.7765
0.4816	7.3465	742	0.5912	0.3469	0.5912	0.7689
0.4816	7.3663	744	0.5657	0.3402	0.5657	0.7521
0.4816	7.3861	746	0.5461	0.4462	0.5461	0.7390
0.4816	7.4059	748	0.5548	0.375	0.5548	0.7449
0.4816	7.4257	750	0.5963	0.3469	0.5963	0.7722
0.4816	7.4455	752	0.6570	0.2871	0.6570	0.8105
0.4816	7.4653	754	0.6823	0.2871	0.6823	0.8260
0.4816	7.4851	756	0.6835	0.2871	0.6835	0.8267
0.4816	7.5050	758	0.6454	0.3103	0.6454	0.8034
0.4816	7.5248	760	0.6277	0.3398	0.6277	0.7923
0.4816	7.5446	762	0.5758	0.4341	0.5758	0.7588
0.4816	7.5644	764	0.5626	0.4400	0.5626	0.7501
0.4816	7.5842	766	0.5800	0.3663	0.5800	0.7616
0.4816	7.6040	768	0.6540	0.3171	0.6540	0.8087
0.4816	7.6238	770	0.7081	0.2464	0.7081	0.8415
0.4816	7.6436	772	0.7180	0.2464	0.7180	0.8473
0.4816	7.6634	774	0.7196	0.2464	0.7196	0.8483
0.4816	7.6832	776	0.6490	0.4343	0.6490	0.8056
0.4816	7.7030	778	0.6066	0.3725	0.6066	0.7788
0.4816	7.7228	780	0.5822	0.3769	0.5822	0.7630
0.4816	7.7426	782	0.5878	0.3769	0.5878	0.7667
0.4816	7.7624	784	0.6194	0.3433	0.6194	0.7870
0.4816	7.7822	786	0.5985	0.3433	0.5985	0.7736
0.4816	7.8020	788	0.5945	0.3469	0.5945	0.7710
0.4816	7.8218	790	0.5818	0.3469	0.5818	0.7627
0.4816	7.8416	792	0.5653	0.3508	0.5653	0.7518
0.4816	7.8614	794	0.5853	0.3469	0.5853	0.7651
0.4816	7.8812	796	0.6230	0.3433	0.6230	0.7893
0.4816	7.9010	798	0.6378	0.3535	0.6378	0.7986
0.4816	7.9208	800	0.6209	0.3433	0.6209	0.7880
0.4816	7.9406	802	0.5795	0.3402	0.5795	0.7612
0.4816	7.9604	804	0.5504	0.4819	0.5504	0.7419
0.4816	7.9802	806	0.5339	0.4917	0.5339	0.7307
0.4816	8.0	808	0.5322	0.5080	0.5322	0.7295
0.4816	8.0198	810	0.5307	0.4917	0.5307	0.7285
0.4816	8.0396	812	0.5472	0.5027	0.5472	0.7397
0.4816	8.0594	814	0.5890	0.3508	0.5890	0.7674
0.4816	8.0792	816	0.6321	0.3535	0.6321	0.7950
0.4816	8.0990	818	0.6436	0.4051	0.6436	0.8022
0.4816	8.1188	820	0.6199	0.3433	0.6199	0.7873
0.4816	8.1386	822	0.5862	0.4227	0.5862	0.7656
0.4816	8.1584	824	0.5800	0.4227	0.5800	0.7616
0.4816	8.1782	826	0.5930	0.4227	0.5930	0.7701
0.4816	8.1980	828	0.6303	0.3433	0.6303	0.7939
0.4816	8.2178	830	0.6419	0.3010	0.6419	0.8012
0.4816	8.2376	832	0.6578	0.3103	0.6578	0.8110
0.4816	8.2574	834	0.6714	0.36	0.6714	0.8194
0.4816	8.2772	836	0.6706	0.36	0.6706	0.8189
0.4816	8.2970	838	0.6309	0.3010	0.6309	0.7943
0.4816	8.3168	840	0.6131	0.3433	0.6131	0.7830
0.4816	8.3366	842	0.6164	0.3433	0.6164	0.7851
0.4816	8.3564	844	0.6242	0.3010	0.6242	0.7901
0.4816	8.3762	846	0.6572	0.3103	0.6572	0.8107
0.4816	8.3960	848	0.6627	0.3103	0.6627	0.8141
0.4816	8.4158	850	0.6649	0.3103	0.6649	0.8154
0.4816	8.4356	852	0.6548	0.3103	0.6548	0.8092
0.4816	8.4554	854	0.6279	0.3684	0.6279	0.7924
0.4816	8.4752	856	0.5987	0.4286	0.5987	0.7738
0.4816	8.4950	858	0.5928	0.4286	0.5928	0.7699
0.4816	8.5149	860	0.5992	0.4118	0.5992	0.7741
0.4816	8.5347	862	0.6194	0.3684	0.6194	0.7870
0.4816	8.5545	864	0.6630	0.3103	0.6630	0.8143
0.4816	8.5743	866	0.6764	0.3077	0.6764	0.8225
0.4816	8.5941	868	0.6646	0.3077	0.6646	0.8152
0.4816	8.6139	870	0.6421	0.3103	0.6421	0.8013
0.4816	8.6337	872	0.6051	0.3684	0.6051	0.7779
0.4816	8.6535	874	0.5672	0.4924	0.5672	0.7531
0.4816	8.6733	876	0.5476	0.5282	0.5476	0.7400
0.4816	8.6931	878	0.5366	0.5233	0.5366	0.7325
0.4816	8.7129	880	0.5376	0.5233	0.5376	0.7332
0.4816	8.7327	882	0.5404	0.5368	0.5404	0.7351
0.4816	8.7525	884	0.5464	0.5282	0.5464	0.7392
0.4816	8.7723	886	0.5397	0.5368	0.5397	0.7347
0.4816	8.7921	888	0.5301	0.5233	0.5301	0.7281
0.4816	8.8119	890	0.5279	0.5183	0.5279	0.7265
0.4816	8.8317	892	0.5332	0.5233	0.5332	0.7302
0.4816	8.8515	894	0.5489	0.4709	0.5489	0.7409
0.4816	8.8713	896	0.5780	0.3878	0.5780	0.7603
0.4816	8.8911	898	0.6068	0.3103	0.6068	0.7790
0.4816	8.9109	900	0.6282	0.3103	0.6282	0.7926
0.4816	8.9307	902	0.6269	0.3103	0.6269	0.7918
0.4816	8.9505	904	0.6064	0.3535	0.6064	0.7787
0.4816	8.9703	906	0.5751	0.3927	0.5751	0.7584
0.4816	8.9901	908	0.5496	0.4947	0.5496	0.7413
0.4816	9.0099	910	0.5389	0.4947	0.5389	0.7341
0.4816	9.0297	912	0.5318	0.4975	0.5318	0.7293
0.4816	9.0495	914	0.5321	0.4924	0.5321	0.7294
0.4816	9.0693	916	0.5326	0.5052	0.5326	0.7298
0.4816	9.0891	918	0.5346	0.4975	0.5346	0.7312
0.4816	9.1089	920	0.5431	0.4947	0.5431	0.7370
0.4816	9.1287	922	0.5597	0.4583	0.5597	0.7481
0.4816	9.1485	924	0.5737	0.3927	0.5737	0.7575
0.4816	9.1683	926	0.5796	0.3433	0.5796	0.7613
0.4816	9.1881	928	0.5776	0.3433	0.5776	0.7600
0.4816	9.2079	930	0.5740	0.3927	0.5740	0.7576
0.4816	9.2277	932	0.5749	0.3878	0.5749	0.7582
0.4816	9.2475	934	0.5713	0.3927	0.5713	0.7558
0.4816	9.2673	936	0.5749	0.3878	0.5749	0.7582
0.4816	9.2871	938	0.5755	0.3433	0.5755	0.7586
0.4816	9.3069	940	0.5779	0.3433	0.5779	0.7602
0.4816	9.3267	942	0.5870	0.3433	0.5870	0.7661
0.4816	9.3465	944	0.5954	0.3433	0.5954	0.7716
0.4816	9.3663	946	0.6093	0.3433	0.6093	0.7806
0.4816	9.3861	948	0.6177	0.3010	0.6177	0.7860
0.4816	9.4059	950	0.6247	0.3010	0.6247	0.7904
0.4816	9.4257	952	0.6227	0.3010	0.6227	0.7891
0.4816	9.4455	954	0.6185	0.3010	0.6185	0.7864
0.4816	9.4653	956	0.6048	0.3433	0.6048	0.7777
0.4816	9.4851	958	0.5961	0.3433	0.5961	0.7721
0.4816	9.5050	960	0.5920	0.3433	0.5920	0.7694
0.4816	9.5248	962	0.5895	0.3433	0.5895	0.7678
0.4816	9.5446	964	0.5875	0.3433	0.5875	0.7665
0.4816	9.5644	966	0.5891	0.3433	0.5891	0.7676
0.4816	9.5842	968	0.5895	0.3433	0.5895	0.7678
0.4816	9.6040	970	0.5961	0.3433	0.5961	0.7721
0.4816	9.6238	972	0.6032	0.3010	0.6032	0.7767
0.4816	9.6436	974	0.6054	0.3010	0.6054	0.7781
0.4816	9.6634	976	0.6119	0.3010	0.6119	0.7823
0.4816	9.6832	978	0.6143	0.3010	0.6143	0.7838
0.4816	9.7030	980	0.6107	0.3010	0.6107	0.7815
0.4816	9.7228	982	0.6074	0.3010	0.6074	0.7794
0.4816	9.7426	984	0.6029	0.3010	0.6029	0.7764
0.4816	9.7624	986	0.5973	0.3433	0.5973	0.7728
0.4816	9.7822	988	0.5907	0.3433	0.5907	0.7686
0.4816	9.8020	990	0.5847	0.3333	0.5847	0.7646
0.4816	9.8218	992	0.5795	0.4010	0.5795	0.7612
0.4816	9.8416	994	0.5776	0.4010	0.5776	0.7600
0.4816	9.8614	996	0.5768	0.4010	0.5768	0.7595
0.4816	9.8812	998	0.5765	0.4010	0.5765	0.7593
0.0737	9.9010	1000	0.5772	0.4010	0.5772	0.7597
0.0737	9.9208	1002	0.5789	0.4010	0.5789	0.7609
0.0737	9.9406	1004	0.5805	0.4010	0.5805	0.7619
0.0737	9.9604	1006	0.5817	0.3333	0.5817	0.7627
0.0737	9.9802	1008	0.5822	0.3333	0.5822	0.7630
0.0737	10.0	1010	0.5822	0.3333	0.5822	0.7630

Framework versions

• Transformers 4.44.2
• Pytorch 2.4.0+cu118
• Datasets 2.21.0
• Tokenizers 0.19.1