README.md

metadata

library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
  - generated_from_trainer
model-index:
  - name: ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k13_task3_organization
    results: []

ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k13_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: 0.8431
• Qwk: -0.1259
• Mse: 0.8431
• Rmse: 0.9182

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: 100

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0556	2	3.5838	-0.0152	3.5838	1.8931
No log	0.1111	4	1.7262	0.0737	1.7262	1.3139
No log	0.1667	6	1.2930	0.0047	1.2930	1.1371
No log	0.2222	8	0.9922	-0.0949	0.9922	0.9961
No log	0.2778	10	0.7682	0.0296	0.7682	0.8765
No log	0.3333	12	0.8396	0.0748	0.8396	0.9163
No log	0.3889	14	1.1846	0.0032	1.1846	1.0884
No log	0.4444	16	1.0357	-0.0468	1.0357	1.0177
No log	0.5	18	0.8700	-0.0558	0.8700	0.9327
No log	0.5556	20	0.9165	-0.0686	0.9165	0.9573
No log	0.6111	22	0.9608	-0.0736	0.9608	0.9802
No log	0.6667	24	0.9313	-0.0695	0.9313	0.9651
No log	0.7222	26	1.1409	0.0	1.1409	1.0681
No log	0.7778	28	1.3036	0.0	1.3036	1.1417
No log	0.8333	30	1.2609	0.0	1.2609	1.1229
No log	0.8889	32	1.1273	0.0100	1.1273	1.0618
No log	0.9444	34	0.8945	-0.2899	0.8945	0.9458
No log	1.0	36	0.7561	-0.1220	0.7561	0.8695
No log	1.0556	38	0.7864	0.0460	0.7864	0.8868
No log	1.1111	40	1.0000	-0.0345	1.0000	1.0000
No log	1.1667	42	1.2349	-0.0497	1.2349	1.1113
No log	1.2222	44	0.9615	-0.0628	0.9615	0.9806
No log	1.2778	46	0.9134	-0.0894	0.9134	0.9557
No log	1.3333	48	0.8918	0.0456	0.8918	0.9443
No log	1.3889	50	0.8198	0.0355	0.8198	0.9054
No log	1.4444	52	0.9013	-0.1209	0.9013	0.9494
No log	1.5	54	0.9807	-0.1234	0.9807	0.9903
No log	1.5556	56	0.9301	-0.0545	0.9301	0.9644
No log	1.6111	58	1.1468	-0.0638	1.1468	1.0709
No log	1.6667	60	1.3892	-0.0174	1.3892	1.1786
No log	1.7222	62	0.9736	-0.0163	0.9736	0.9867
No log	1.7778	64	0.7951	-0.1001	0.7951	0.8917
No log	1.8333	66	0.8372	-0.1040	0.8372	0.9150
No log	1.8889	68	1.1011	-0.1843	1.1011	1.0493
No log	1.9444	70	1.0629	-0.1525	1.0629	1.0310
No log	2.0	72	1.0063	-0.0778	1.0063	1.0031
No log	2.0556	74	0.8896	-0.2022	0.8896	0.9432
No log	2.1111	76	0.9076	-0.1524	0.9076	0.9527
No log	2.1667	78	1.0187	-0.1088	1.0187	1.0093
No log	2.2222	80	1.0038	-0.1072	1.0038	1.0019
No log	2.2778	82	1.2050	-0.1194	1.2050	1.0977
No log	2.3333	84	1.0165	-0.1408	1.0165	1.0082
No log	2.3889	86	1.0901	-0.0096	1.0901	1.0441
No log	2.4444	88	1.0698	-0.0409	1.0698	1.0343
No log	2.5	90	1.0707	-0.0409	1.0707	1.0348
No log	2.5556	92	1.1748	-0.1869	1.1748	1.0839
No log	2.6111	94	1.0766	-0.1974	1.0766	1.0376
No log	2.6667	96	0.9602	-0.1251	0.9602	0.9799
No log	2.7222	98	0.9190	-0.0543	0.9190	0.9586
No log	2.7778	100	0.9084	-0.1246	0.9084	0.9531
No log	2.8333	102	1.0359	-0.0518	1.0359	1.0178
No log	2.8889	104	1.0244	-0.0490	1.0244	1.0121
No log	2.9444	106	0.8780	-0.0287	0.8780	0.9370
No log	3.0	108	0.8434	0.0355	0.8434	0.9184
No log	3.0556	110	0.9008	-0.0309	0.9008	0.9491
No log	3.1111	112	0.8959	-0.0240	0.8959	0.9465
No log	3.1667	114	0.8938	-0.0240	0.8938	0.9454
No log	3.2222	116	0.8622	0.0874	0.8622	0.9286
No log	3.2778	118	0.8645	-0.0488	0.8645	0.9298
No log	3.3333	120	0.9273	-0.0812	0.9273	0.9630
No log	3.3889	122	1.0003	-0.0823	1.0003	1.0002
No log	3.4444	124	1.0715	-0.0833	1.0715	1.0351
No log	3.5	126	1.1192	-0.1263	1.1192	1.0579
No log	3.5556	128	0.9737	-0.1334	0.9737	0.9867
No log	3.6111	130	0.9552	-0.2030	0.9552	0.9773
No log	3.6667	132	1.0354	-0.0425	1.0354	1.0175
No log	3.7222	134	0.9680	0.0303	0.9680	0.9839
No log	3.7778	136	1.0149	-0.1579	1.0149	1.0074
No log	3.8333	138	1.0235	-0.1734	1.0235	1.0117
No log	3.8889	140	1.0540	-0.1931	1.0540	1.0266
No log	3.9444	142	1.0604	-0.1307	1.0604	1.0298
No log	4.0	144	1.1788	-0.1340	1.1788	1.0857
No log	4.0556	146	1.0368	-0.1355	1.0368	1.0182
No log	4.1111	148	1.2584	-0.0390	1.2584	1.1218
No log	4.1667	150	1.2271	-0.0478	1.2271	1.1077
No log	4.2222	152	1.1465	0.0293	1.1465	1.0707
No log	4.2778	154	0.8422	-0.1270	0.8422	0.9177
No log	4.3333	156	1.2524	0.0006	1.2524	1.1191
No log	4.3889	158	2.0217	0.0677	2.0217	1.4219
No log	4.4444	160	1.8273	0.0389	1.8273	1.3518
No log	4.5	162	1.1137	-0.0253	1.1137	1.0553
No log	4.5556	164	0.7584	0.0909	0.7584	0.8709
No log	4.6111	166	0.7648	-0.0551	0.7648	0.8745
No log	4.6667	168	0.7649	-0.1010	0.7649	0.8746
No log	4.7222	170	0.8174	-0.0660	0.8174	0.9041
No log	4.7778	172	0.9299	-0.1259	0.9299	0.9643
No log	4.8333	174	0.8817	0.0123	0.8817	0.9390
No log	4.8889	176	0.8751	0.0639	0.8751	0.9355
No log	4.9444	178	0.8571	0.1030	0.8571	0.9258
No log	5.0	180	0.8657	0.0376	0.8657	0.9304
No log	5.0556	182	0.9279	-0.1265	0.9279	0.9633
No log	5.1111	184	0.8611	0.0549	0.8611	0.9279
No log	5.1667	186	0.8297	-0.0248	0.8297	0.9109
No log	5.2222	188	0.7981	0.0674	0.7981	0.8934
No log	5.2778	190	0.7767	0.1379	0.7767	0.8813
No log	5.3333	192	0.9749	-0.0909	0.9749	0.9874
No log	5.3889	194	0.9679	-0.0909	0.9679	0.9838
No log	5.4444	196	0.8139	0.1148	0.8139	0.9022
No log	5.5	198	0.8415	-0.0724	0.8415	0.9173
No log	5.5556	200	0.9115	-0.1354	0.9115	0.9547
No log	5.6111	202	0.8682	-0.0214	0.8682	0.9318
No log	5.6667	204	0.8405	0.0341	0.8405	0.9168
No log	5.7222	206	0.8211	0.0247	0.8211	0.9061
No log	5.7778	208	0.7626	-0.0571	0.7626	0.8733
No log	5.8333	210	0.7527	-0.0499	0.7527	0.8676
No log	5.8889	212	0.7411	-0.0035	0.7411	0.8608
No log	5.9444	214	0.7965	0.0296	0.7965	0.8925
No log	6.0	216	0.8331	0.0296	0.8331	0.9128
No log	6.0556	218	0.8474	-0.0179	0.8474	0.9206
No log	6.1111	220	0.9066	-0.1194	0.9066	0.9521
No log	6.1667	222	1.1476	-0.1277	1.1476	1.0713
No log	6.2222	224	1.1140	-0.1628	1.1140	1.0555
No log	6.2778	226	0.8640	-0.0643	0.8640	0.9295
No log	6.3333	228	0.8601	-0.0354	0.8601	0.9274
No log	6.3889	230	0.8639	-0.1270	0.8639	0.9294
No log	6.4444	232	0.8667	-0.1331	0.8667	0.9310
No log	6.5	234	0.8549	-0.1331	0.8549	0.9246
No log	6.5556	236	0.8755	0.0159	0.8755	0.9357
No log	6.6111	238	1.1305	-0.0916	1.1305	1.0632
No log	6.6667	240	1.0822	-0.0909	1.0822	1.0403
No log	6.7222	242	0.8727	-0.0812	0.8727	0.9342
No log	6.7778	244	0.8113	-0.0065	0.8113	0.9007
No log	6.8333	246	0.8050	-0.0428	0.8050	0.8972
No log	6.8889	248	0.7924	0.0436	0.7924	0.8902
No log	6.9444	250	0.8812	-0.0033	0.8812	0.9387
No log	7.0	252	1.0259	-0.0571	1.0259	1.0129
No log	7.0556	254	0.9149	-0.0033	0.9149	0.9565
No log	7.1111	256	0.8530	0.0518	0.8530	0.9236
No log	7.1667	258	0.9737	-0.0976	0.9737	0.9868
No log	7.2222	260	1.0146	-0.0936	1.0146	1.0073
No log	7.2778	262	0.9428	-0.0816	0.9428	0.9710
No log	7.3333	264	0.9978	0.0392	0.9978	0.9989
No log	7.3889	266	0.9465	-0.0251	0.9465	0.9729
No log	7.4444	268	1.0007	-0.1524	1.0007	1.0004
No log	7.5	270	1.0575	-0.0476	1.0575	1.0283
No log	7.5556	272	0.8960	-0.0217	0.8960	0.9466
No log	7.6111	274	1.0218	-0.1273	1.0218	1.0108
No log	7.6667	276	1.3092	-0.0372	1.3092	1.1442
No log	7.7222	278	1.1543	-0.1278	1.1543	1.0744
No log	7.7778	280	0.8498	-0.0801	0.8498	0.9218
No log	7.8333	282	0.7946	-0.0160	0.7946	0.8914
No log	7.8889	284	0.8107	0.0	0.8107	0.9004
No log	7.9444	286	0.8492	0.0141	0.8492	0.9215
No log	8.0	288	0.8566	0.0543	0.8566	0.9255
No log	8.0556	290	0.8838	-0.1249	0.8838	0.9401
No log	8.1111	292	0.9208	-0.0812	0.9208	0.9596
No log	8.1667	294	0.9911	-0.1267	0.9911	0.9955
No log	8.2222	296	0.8994	-0.0812	0.8994	0.9484
No log	8.2778	298	0.8535	-0.0059	0.8535	0.9238
No log	8.3333	300	0.8881	-0.0821	0.8881	0.9424
No log	8.3889	302	0.9196	0.0175	0.9196	0.9589
No log	8.4444	304	1.1196	-0.1271	1.1196	1.0581
No log	8.5	306	1.3605	-0.1246	1.3605	1.1664
No log	8.5556	308	1.3491	-0.1545	1.3491	1.1615
No log	8.6111	310	1.0715	-0.0894	1.0715	1.0351
No log	8.6667	312	0.8698	0.0056	0.8698	0.9326
No log	8.7222	314	0.9343	-0.1587	0.9343	0.9666
No log	8.7778	316	0.8632	-0.1592	0.8632	0.9291
No log	8.8333	318	0.8937	0.0476	0.8937	0.9453
No log	8.8889	320	1.1096	-0.0943	1.1096	1.0534
No log	8.9444	322	1.0491	-0.1277	1.0491	1.0243
No log	9.0	324	0.9058	-0.0008	0.9058	0.9517
No log	9.0556	326	0.8754	0.0226	0.8754	0.9356
No log	9.1111	328	0.9317	-0.0230	0.9317	0.9653
No log	9.1667	330	0.9935	0.0490	0.9935	0.9968
No log	9.2222	332	1.0321	-0.0391	1.0321	1.0159
No log	9.2778	334	1.0192	-0.0757	1.0192	1.0095
No log	9.3333	336	0.9527	-0.0541	0.9527	0.9761
No log	9.3889	338	0.9370	-0.0578	0.9370	0.9680
No log	9.4444	340	0.9537	-0.0408	0.9537	0.9766
No log	9.5	342	1.0129	-0.1270	1.0129	1.0064
No log	9.5556	344	0.9760	-0.1270	0.9760	0.9879
No log	9.6111	346	0.9053	0.0152	0.9053	0.9515
No log	9.6667	348	0.9769	-0.0473	0.9769	0.9884
No log	9.7222	350	1.0238	-0.1828	1.0238	1.0118
No log	9.7778	352	1.0269	-0.0970	1.0269	1.0134
No log	9.8333	354	1.0638	-0.2107	1.0638	1.0314
No log	9.8889	356	1.0247	-0.1032	1.0247	1.0123
No log	9.9444	358	1.0107	-0.1740	1.0107	1.0053
No log	10.0	360	1.0530	-0.1277	1.0530	1.0261
No log	10.0556	362	1.0601	-0.1421	1.0601	1.0296
No log	10.1111	364	1.0413	-0.1004	1.0413	1.0205
No log	10.1667	366	1.2782	-0.1282	1.2782	1.1306
No log	10.2222	368	1.3482	-0.0686	1.3482	1.1611
No log	10.2778	370	1.1368	-0.0961	1.1368	1.0662
No log	10.3333	372	0.9598	-0.0490	0.9598	0.9797
No log	10.3889	374	0.9355	0.0456	0.9355	0.9672
No log	10.4444	376	0.9914	-0.0923	0.9914	0.9957
No log	10.5	378	1.0337	-0.1277	1.0337	1.0167
No log	10.5556	380	1.0593	-0.1279	1.0593	1.0292
No log	10.6111	382	0.9372	-0.0490	0.9372	0.9681
No log	10.6667	384	0.8768	-0.1241	0.8768	0.9364
No log	10.7222	386	0.8964	-0.0704	0.8964	0.9468
No log	10.7778	388	0.9520	-0.0442	0.9520	0.9757
No log	10.8333	390	0.9366	-0.0778	0.9366	0.9678
No log	10.8889	392	0.9029	-0.0178	0.9029	0.9502
No log	10.9444	394	0.8710	0.0078	0.8710	0.9333
No log	11.0	396	0.8264	0.0247	0.8264	0.9091
No log	11.0556	398	0.8301	0.0999	0.8301	0.9111
No log	11.1111	400	0.8269	0.0999	0.8269	0.9093
No log	11.1667	402	0.8049	0.0670	0.8049	0.8972
No log	11.2222	404	0.8262	0.0670	0.8262	0.9089
No log	11.2778	406	0.9039	0.0316	0.9039	0.9507
No log	11.3333	408	0.9357	-0.0101	0.9357	0.9673
No log	11.3889	410	0.8978	0.0017	0.8978	0.9475
No log	11.4444	412	0.8841	0.0068	0.8841	0.9403
No log	11.5	414	0.8663	-0.0218	0.8663	0.9308
No log	11.5556	416	0.9284	-0.0459	0.9284	0.9635
No log	11.6111	418	0.9531	-0.0878	0.9531	0.9763
No log	11.6667	420	0.9439	-0.0870	0.9439	0.9715
No log	11.7222	422	0.8531	0.0152	0.8531	0.9237
No log	11.7778	424	0.8666	-0.0558	0.8666	0.9309
No log	11.8333	426	0.8879	-0.0473	0.8879	0.9423
No log	11.8889	428	0.8432	-0.0314	0.8432	0.9183
No log	11.9444	430	0.8588	-0.0283	0.8588	0.9267
No log	12.0	432	0.9521	-0.1271	0.9521	0.9757
No log	12.0556	434	0.9574	-0.0909	0.9574	0.9785
No log	12.1111	436	0.8289	0.1144	0.8289	0.9104
No log	12.1667	438	0.8893	-0.0061	0.8893	0.9430
No log	12.2222	440	0.9446	-0.1011	0.9446	0.9719
No log	12.2778	442	0.8516	-0.0089	0.8516	0.9228
No log	12.3333	444	0.7817	0.0094	0.7817	0.8842
No log	12.3889	446	0.7665	0.0528	0.7665	0.8755
No log	12.4444	448	0.7642	0.0528	0.7642	0.8742
No log	12.5	450	0.7558	0.1552	0.7558	0.8694
No log	12.5556	452	0.7581	0.0058	0.7581	0.8707
No log	12.6111	454	0.7549	0.1856	0.7549	0.8689
No log	12.6667	456	0.7737	0.1354	0.7737	0.8796
No log	12.7222	458	0.7878	0.0879	0.7878	0.8876
No log	12.7778	460	0.7932	0.0879	0.7932	0.8906
No log	12.8333	462	0.8186	0.0545	0.8186	0.9048
No log	12.8889	464	0.8537	-0.0949	0.8537	0.9240
No log	12.9444	466	0.8009	0.0930	0.8009	0.8949
No log	13.0	468	0.7889	0.0879	0.7889	0.8882
No log	13.0556	470	0.8392	0.0071	0.8392	0.9161
No log	13.1111	472	0.9591	-0.0504	0.9591	0.9794
No log	13.1667	474	0.9536	-0.0518	0.9536	0.9765
No log	13.2222	476	0.8351	0.0071	0.8351	0.9138
No log	13.2778	478	0.8052	0.0081	0.8052	0.8974
No log	13.3333	480	0.8458	-0.0226	0.8458	0.9197
No log	13.3889	482	0.8008	0.0135	0.8008	0.8949
No log	13.4444	484	0.7973	0.0759	0.7973	0.8929
No log	13.5	486	0.8267	0.0017	0.8267	0.9092
No log	13.5556	488	0.7880	0.1047	0.7880	0.8877
No log	13.6111	490	0.7594	0.2304	0.7594	0.8715
No log	13.6667	492	0.7675	0.0030	0.7675	0.8760
No log	13.7222	494	0.7789	0.0557	0.7789	0.8825
No log	13.7778	496	0.7560	0.0970	0.7560	0.8695
No log	13.8333	498	0.7548	0.1379	0.7548	0.8688
0.3169	13.8889	500	0.7952	-0.0390	0.7952	0.8917
0.3169	13.9444	502	0.8023	0.0129	0.8023	0.8957
0.3169	14.0	504	0.8221	-0.0351	0.8221	0.9067
0.3169	14.0556	506	0.8201	-0.0309	0.8201	0.9056
0.3169	14.1111	508	0.8017	-0.1233	0.8017	0.8954
0.3169	14.1667	510	0.8009	-0.0188	0.8009	0.8949
0.3169	14.2222	512	0.8301	-0.0425	0.8301	0.9111
0.3169	14.2778	514	0.8220	-0.0287	0.8220	0.9067
0.3169	14.3333	516	0.8406	-0.0287	0.8406	0.9169
0.3169	14.3889	518	0.8645	-0.0351	0.8645	0.9298
0.3169	14.4444	520	0.8536	0.0247	0.8536	0.9239
0.3169	14.5	522	0.8306	0.1347	0.8306	0.9114
0.3169	14.5556	524	0.8260	0.0338	0.8260	0.9089
0.3169	14.6111	526	0.8311	0.0214	0.8311	0.9117
0.3169	14.6667	528	0.8264	0.1146	0.8264	0.9091
0.3169	14.7222	530	0.8087	-0.0195	0.8087	0.8993
0.3169	14.7778	532	0.7874	0.0338	0.7874	0.8874
0.3169	14.8333	534	0.7897	0.0970	0.7897	0.8886
0.3169	14.8889	536	0.7877	0.1371	0.7877	0.8875
0.3169	14.9444	538	0.8510	0.0017	0.8510	0.9225
0.3169	15.0	540	0.8885	-0.0870	0.8885	0.9426
0.3169	15.0556	542	0.8081	0.1202	0.8081	0.8989
0.3169	15.1111	544	0.7579	0.1927	0.7579	0.8706
0.3169	15.1667	546	0.7601	0.1856	0.7601	0.8718
0.3169	15.2222	548	0.8130	0.0476	0.8130	0.9017
0.3169	15.2778	550	0.8016	0.0476	0.8016	0.8953
0.3169	15.3333	552	0.7629	0.2096	0.7629	0.8734
0.3169	15.3889	554	0.7605	0.1028	0.7605	0.8720
0.3169	15.4444	556	0.8312	-0.0820	0.8312	0.9117
0.3169	15.5	558	0.8028	-0.0187	0.8028	0.8960
0.3169	15.5556	560	0.7911	0.1236	0.7911	0.8894
0.3169	15.6111	562	0.8280	0.0920	0.8280	0.9100
0.3169	15.6667	564	0.9318	-0.0545	0.9318	0.9653
0.3169	15.7222	566	0.8957	-0.0486	0.8957	0.9464
0.3169	15.7778	568	0.8199	0.0482	0.8199	0.9055
0.3169	15.8333	570	0.9953	0.0175	0.9953	0.9976
0.3169	15.8889	572	1.0904	0.1105	1.0904	1.0442
0.3169	15.9444	574	1.0103	0.0808	1.0103	1.0051
0.3169	16.0	576	0.8967	-0.1103	0.8967	0.9469
0.3169	16.0556	578	0.8247	0.0545	0.8247	0.9082
0.3169	16.1111	580	0.8400	0.1192	0.8400	0.9165
0.3169	16.1667	582	0.8150	0.1244	0.8150	0.9028
0.3169	16.2222	584	0.8052	0.0471	0.8052	0.8973
0.3169	16.2778	586	0.8116	0.0488	0.8116	0.9009
0.3169	16.3333	588	0.8408	0.0617	0.8408	0.9170
0.3169	16.3889	590	0.8412	-0.1601	0.8412	0.9172
0.3169	16.4444	592	0.7969	-0.0406	0.7969	0.8927
0.3169	16.5	594	0.7934	0.1318	0.7934	0.8907
0.3169	16.5556	596	0.8353	-0.1251	0.8353	0.9139
0.3169	16.6111	598	0.8352	-0.0790	0.8352	0.9139
0.3169	16.6667	600	0.8328	0.0085	0.8328	0.9126
0.3169	16.7222	602	0.9163	-0.0425	0.9163	0.9572
0.3169	16.7778	604	0.9429	-0.0334	0.9429	0.9710
0.3169	16.8333	606	0.8883	0.0074	0.8883	0.9425
0.3169	16.8889	608	0.9329	-0.0712	0.9329	0.9659
0.3169	16.9444	610	0.9399	-0.0722	0.9399	0.9695
0.3169	17.0	612	0.9059	-0.0332	0.9059	0.9518
0.3169	17.0556	614	0.8418	0.1139	0.8418	0.9175
0.3169	17.1111	616	0.7898	0.0985	0.7898	0.8887
0.3169	17.1667	618	0.8133	-0.0116	0.8133	0.9018
0.3169	17.2222	620	0.8623	-0.0425	0.8623	0.9286
0.3169	17.2778	622	0.8080	0.0229	0.8080	0.8989
0.3169	17.3333	624	0.8047	0.1815	0.8047	0.8970
0.3169	17.3889	626	0.9142	-0.0894	0.9142	0.9561
0.3169	17.4444	628	1.0343	-0.0545	1.0343	1.0170
0.3169	17.5	630	1.0871	-0.0545	1.0871	1.0427
0.3169	17.5556	632	0.9390	-0.0749	0.9390	0.9690
0.3169	17.6111	634	0.8884	-0.0178	0.8884	0.9425
0.3169	17.6667	636	0.8819	-0.0178	0.8819	0.9391
0.3169	17.7222	638	0.8895	-0.0309	0.8895	0.9431
0.3169	17.7778	640	0.8796	-0.0391	0.8796	0.9378
0.3169	17.8333	642	0.8454	0.0257	0.8454	0.9195
0.3169	17.8889	644	0.8466	-0.0082	0.8466	0.9201
0.3169	17.9444	646	0.8900	0.0200	0.8900	0.9434
0.3169	18.0	648	0.9081	-0.0861	0.9081	0.9529
0.3169	18.0556	650	0.8874	-0.0159	0.8874	0.9420
0.3169	18.1111	652	0.8603	0.0327	0.8603	0.9275
0.3169	18.1667	654	0.9651	-0.0441	0.9651	0.9824
0.3169	18.2222	656	1.0606	-0.0930	1.0606	1.0299
0.3169	18.2778	658	1.0230	-0.0930	1.0230	1.0114
0.3169	18.3333	660	0.9142	-0.0845	0.9142	0.9562
0.3169	18.3889	662	0.8518	0.0188	0.8518	0.9230
0.3169	18.4444	664	0.8553	0.0987	0.8553	0.9248
0.3169	18.5	666	0.8622	0.1224	0.8622	0.9286
0.3169	18.5556	668	0.8552	0.0283	0.8552	0.9248
0.3169	18.6111	670	0.8857	-0.0701	0.8857	0.9411
0.3169	18.6667	672	0.9268	-0.0902	0.9268	0.9627
0.3169	18.7222	674	0.9381	-0.0909	0.9381	0.9686
0.3169	18.7778	676	0.8669	-0.0474	0.8669	0.9311
0.3169	18.8333	678	0.7958	-0.0316	0.7958	0.8921
0.3169	18.8889	680	0.7866	0.0680	0.7866	0.8869
0.3169	18.9444	682	0.7955	0.0732	0.7955	0.8919
0.3169	19.0	684	0.8180	0.0175	0.8180	0.9045
0.3169	19.0556	686	0.8070	0.0690	0.8070	0.8983
0.3169	19.1111	688	0.8286	-0.0283	0.8286	0.9103
0.3169	19.1667	690	0.8459	-0.1255	0.8459	0.9197
0.3169	19.2222	692	0.8751	-0.0878	0.8751	0.9355
0.3169	19.2778	694	0.8636	-0.0861	0.8636	0.9293
0.3169	19.3333	696	0.7944	0.0159	0.7944	0.8913
0.3169	19.3889	698	0.7643	0.0628	0.7643	0.8743
0.3169	19.4444	700	0.7793	0.0999	0.7793	0.8828
0.3169	19.5	702	0.7571	0.0588	0.7571	0.8701
0.3169	19.5556	704	0.7685	0.1506	0.7685	0.8767
0.3169	19.6111	706	0.8251	-0.0878	0.8251	0.9084
0.3169	19.6667	708	0.8410	-0.0886	0.8410	0.9171
0.3169	19.7222	710	0.7998	0.1506	0.7998	0.8943
0.3169	19.7778	712	0.7923	0.0999	0.7923	0.8901
0.3169	19.8333	714	0.7687	0.0714	0.7687	0.8767
0.3169	19.8889	716	0.7767	0.1249	0.7767	0.8813
0.3169	19.9444	718	0.8062	0.0056	0.8062	0.8979
0.3169	20.0	720	0.8141	0.0026	0.8141	0.9023
0.3169	20.0556	722	0.8036	0.1835	0.8036	0.8964
0.3169	20.1111	724	0.8129	0.0680	0.8129	0.9016
0.3169	20.1667	726	0.8065	0.0680	0.8065	0.8980
0.3169	20.2222	728	0.7854	0.1787	0.7854	0.8862
0.3169	20.2778	730	0.7752	-0.0059	0.7752	0.8805
0.3169	20.3333	732	0.8052	0.0503	0.8052	0.8973
0.3169	20.3889	734	0.8167	0.0081	0.8167	0.9037
0.3169	20.4444	736	0.7902	-0.0029	0.7902	0.8890
0.3169	20.5	738	0.8078	0.0323	0.8078	0.8988
0.3169	20.5556	740	0.8188	0.1599	0.8188	0.9049
0.3169	20.6111	742	0.7876	0.1249	0.7876	0.8875
0.3169	20.6667	744	0.7581	0.1292	0.7581	0.8707
0.3169	20.7222	746	0.7747	-0.0334	0.7747	0.8801
0.3169	20.7778	748	0.8467	0.0363	0.8467	0.9202
0.3169	20.8333	750	0.8892	0.0443	0.8892	0.9430
0.3169	20.8889	752	0.8837	0.0107	0.8837	0.9401
0.3169	20.9444	754	0.7857	-0.1097	0.7857	0.8864
0.3169	21.0	756	0.7409	0.0783	0.7409	0.8608
0.3169	21.0556	758	0.7732	0.1146	0.7732	0.8793
0.3169	21.1111	760	0.7686	0.0741	0.7686	0.8767
0.3169	21.1667	762	0.7773	0.0810	0.7773	0.8817
0.3169	21.2222	764	0.7961	-0.0730	0.7961	0.8922
0.3169	21.2778	766	0.8552	0.0007	0.8552	0.9248
0.3169	21.3333	768	0.8848	0.0107	0.8848	0.9407
0.3169	21.3889	770	0.8138	-0.0989	0.8138	0.9021
0.3169	21.4444	772	0.7674	-0.0741	0.7674	0.8760
0.3169	21.5	774	0.7799	0.0257	0.7799	0.8831
0.3169	21.5556	776	0.7966	0.0257	0.7966	0.8925
0.3169	21.6111	778	0.8234	0.0660	0.8234	0.9074
0.3169	21.6667	780	0.8342	-0.0023	0.8342	0.9134
0.3169	21.7222	782	0.8695	-0.0622	0.8695	0.9325
0.3169	21.7778	784	0.8577	-0.0257	0.8577	0.9261
0.3169	21.8333	786	0.8237	-0.1006	0.8237	0.9076
0.3169	21.8889	788	0.8342	0.1097	0.8342	0.9134
0.3169	21.9444	790	0.8712	-0.0490	0.8712	0.9334
0.3169	22.0	792	0.9163	-0.1270	0.9163	0.9572
0.3169	22.0556	794	0.9327	-0.1270	0.9327	0.9658
0.3169	22.1111	796	0.9083	-0.0870	0.9083	0.9531
0.3169	22.1667	798	0.8751	0.0017	0.8751	0.9355
0.3169	22.2222	800	0.8398	0.1047	0.8398	0.9164
0.3169	22.2778	802	0.8357	0.1047	0.8357	0.9142
0.3169	22.3333	804	0.8404	0.0476	0.8404	0.9168
0.3169	22.3889	806	0.8513	0.0409	0.8513	0.9226
0.3169	22.4444	808	0.8937	-0.0870	0.8937	0.9454
0.3169	22.5	810	0.9055	-0.0852	0.9055	0.9516
0.3169	22.5556	812	0.9000	-0.0425	0.9000	0.9487
0.3169	22.6111	814	0.8531	0.0956	0.8531	0.9237
0.3169	22.6667	816	0.7906	0.2078	0.7906	0.8891
0.3169	22.7222	818	0.7534	0.0	0.7534	0.8680
0.3169	22.7778	820	0.7200	0.0460	0.7200	0.8485
0.3169	22.8333	822	0.7116	0.1318	0.7116	0.8435
0.3169	22.8889	824	0.7884	0.1097	0.7884	0.8879
0.3169	22.9444	826	0.8096	0.0017	0.8096	0.8998
0.3169	23.0	828	0.7880	0.1047	0.7880	0.8877
0.3169	23.0556	830	0.7428	0.1202	0.7428	0.8619
0.3169	23.1111	832	0.7176	0.1444	0.7176	0.8471
0.3169	23.1667	834	0.7532	0.0089	0.7532	0.8679
0.3169	23.2222	836	0.7457	0.0089	0.7457	0.8635
0.3169	23.2778	838	0.7382	0.1691	0.7382	0.8592
0.3169	23.3333	840	0.8211	0.0346	0.8211	0.9061
0.3169	23.3889	842	0.8814	-0.0902	0.8814	0.9388
0.3169	23.4444	844	0.8680	-0.0504	0.8680	0.9317
0.3169	23.5	846	0.8000	-0.0371	0.8000	0.8944
0.3169	23.5556	848	0.7524	0.1259	0.7524	0.8674
0.3169	23.6111	850	0.7683	-0.0902	0.7683	0.8765
0.3169	23.6667	852	0.7838	-0.0750	0.7838	0.8853
0.3169	23.7222	854	0.7519	-0.0532	0.7519	0.8671
0.3169	23.7778	856	0.7600	0.1259	0.7600	0.8718
0.3169	23.8333	858	0.7927	0.0714	0.7927	0.8903
0.3169	23.8889	860	0.7856	0.1148	0.7856	0.8864
0.3169	23.9444	862	0.7482	0.1259	0.7482	0.8650
0.3169	24.0	864	0.7399	0.0355	0.7399	0.8602
0.3169	24.0556	866	0.7351	0.0355	0.7351	0.8574
0.3169	24.1111	868	0.7410	0.0454	0.7410	0.8608
0.3169	24.1667	870	0.7519	0.0338	0.7519	0.8671
0.3169	24.2222	872	0.7830	0.1691	0.7830	0.8849
0.3169	24.2778	874	0.8124	0.0588	0.8124	0.9013
0.3169	24.3333	876	0.7995	0.1148	0.7995	0.8942
0.3169	24.3889	878	0.7716	-0.0082	0.7716	0.8784
0.3169	24.4444	880	0.8056	-0.0204	0.8056	0.8975
0.3169	24.5	882	0.8364	-0.0528	0.8364	0.9145
0.3169	24.5556	884	0.8014	0.0218	0.8014	0.8952
0.3169	24.6111	886	0.7749	-0.0027	0.7749	0.8803
0.3169	24.6667	888	0.7659	-0.0082	0.7659	0.8752
0.3169	24.7222	890	0.7596	0.1259	0.7596	0.8716
0.3169	24.7778	892	0.7710	0.1259	0.7710	0.8781
0.3169	24.8333	894	0.7794	-0.0082	0.7794	0.8828
0.3169	24.8889	896	0.7939	-0.0370	0.7939	0.8910
0.3169	24.9444	898	0.7898	-0.0366	0.7898	0.8887
0.3169	25.0	900	0.7714	-0.0595	0.7714	0.8783
0.3169	25.0556	902	0.7793	0.1318	0.7793	0.8828
0.3169	25.1111	904	0.8076	-0.0309	0.8076	0.8987
0.3169	25.1667	906	0.8515	-0.0408	0.8515	0.9228
0.3169	25.2222	908	0.8786	-0.0842	0.8786	0.9374
0.3169	25.2778	910	0.8644	-0.0823	0.8644	0.9298
0.3169	25.3333	912	0.8339	-0.0331	0.8339	0.9132
0.3169	25.3889	914	0.8268	0.0828	0.8268	0.9093
0.3169	25.4444	916	0.8252	0.0828	0.8252	0.9084
0.3169	25.5	918	0.8188	-0.0056	0.8188	0.9049
0.3169	25.5556	920	0.8180	0.0783	0.8180	0.9044
0.3169	25.6111	922	0.8382	-0.0390	0.8382	0.9155
0.3169	25.6667	924	0.8539	-0.1257	0.8539	0.9241
0.3169	25.7222	926	0.8654	-0.1257	0.8654	0.9303
0.3169	25.7778	928	0.8690	-0.1257	0.8690	0.9322
0.3169	25.8333	930	0.8279	0.0247	0.8279	0.9099
0.3169	25.8889	932	0.8116	0.0874	0.8116	0.9009
0.3169	25.9444	934	0.8098	0.1807	0.8098	0.8999
0.3169	26.0	936	0.8137	-0.0801	0.8137	0.9020
0.3169	26.0556	938	0.8378	-0.1261	0.8378	0.9153
0.3169	26.1111	940	0.8852	-0.0886	0.8852	0.9408
0.3169	26.1667	942	0.8792	-0.1665	0.8792	0.9376
0.3169	26.2222	944	0.8431	-0.1259	0.8431	0.9182

Framework versions

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