ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k18_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: 0.6088
• Qwk: 0.2350
• Mse: 0.6088
• Rmse: 0.7802

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	0.0190	2	3.4424	-0.0041	3.4424	1.8554
No log	0.0381	4	1.8307	-0.0101	1.8307	1.3530
No log	0.0571	6	1.6610	0.0255	1.6610	1.2888
No log	0.0762	8	2.0189	0.0909	2.0189	1.4209
No log	0.0952	10	1.7618	0.0545	1.7618	1.3273
No log	0.1143	12	1.3726	0.0	1.3726	1.1716
No log	0.1333	14	1.1346	0.0	1.1346	1.0652
No log	0.1524	16	1.0570	0.0	1.0570	1.0281
No log	0.1714	18	1.2295	0.0	1.2295	1.1088
No log	0.1905	20	1.2224	0.0	1.2224	1.1056
No log	0.2095	22	1.2489	0.0	1.2489	1.1176
No log	0.2286	24	1.0933	-0.0216	1.0933	1.0456
No log	0.2476	26	1.2072	-0.0196	1.2072	1.0987
No log	0.2667	28	1.1392	0.0288	1.1392	1.0673
No log	0.2857	30	0.9567	0.0249	0.9567	0.9781
No log	0.3048	32	0.9045	0.0359	0.9045	0.9511
No log	0.3238	34	0.9584	-0.0505	0.9584	0.9790
No log	0.3429	36	1.1594	-0.0877	1.1594	1.0768
No log	0.3619	38	1.1520	-0.0526	1.1520	1.0733
No log	0.3810	40	0.9960	0.0741	0.9960	0.9980
No log	0.4	42	0.8163	-0.0222	0.8163	0.9035
No log	0.4190	44	0.6884	-0.0256	0.6884	0.8297
No log	0.4381	46	0.7744	-0.0115	0.7744	0.8800
No log	0.4571	48	0.8621	-0.0149	0.8621	0.9285
No log	0.4762	50	1.2409	0.1165	1.2409	1.1140
No log	0.4952	52	1.2846	0.1059	1.2846	1.1334
No log	0.5143	54	0.9511	0.0320	0.9511	0.9752
No log	0.5333	56	0.8022	0.0769	0.8022	0.8957
No log	0.5524	58	0.6870	0.1445	0.6870	0.8288
No log	0.5714	60	0.7970	0.2079	0.7970	0.8927
No log	0.5905	62	0.9900	0.0714	0.9900	0.9950
No log	0.6095	64	1.6964	0.1084	1.6964	1.3025
No log	0.6286	66	2.4410	0.0463	2.4410	1.5624
No log	0.6476	68	2.2700	0.0817	2.2700	1.5067
No log	0.6667	70	1.5612	0.0286	1.5612	1.2495
No log	0.6857	72	0.8608	0.1933	0.8608	0.9278
No log	0.7048	74	0.6239	0.2663	0.6239	0.7899
No log	0.7238	76	1.0767	-0.2075	1.0767	1.0377
No log	0.7429	78	1.1142	-0.1765	1.1142	1.0556
No log	0.7619	80	0.8409	-0.1631	0.8409	0.9170
No log	0.7810	82	0.6685	0.1429	0.6685	0.8176
No log	0.8	84	0.7838	0.1619	0.7838	0.8853
No log	0.8190	86	0.8729	0.1289	0.8729	0.9343
No log	0.8381	88	1.0743	0.1128	1.0743	1.0365
No log	0.8571	90	1.3252	0.0949	1.3252	1.1512
No log	0.8762	92	1.0797	0.1347	1.0797	1.0391
No log	0.8952	94	0.7291	0.1030	0.7291	0.8539
No log	0.9143	96	1.0612	-0.2381	1.0612	1.0302
No log	0.9333	98	0.9351	-0.1111	0.9351	0.9670
No log	0.9524	100	0.6448	-0.0219	0.6448	0.8030
No log	0.9714	102	0.7393	0.1111	0.7393	0.8598
No log	0.9905	104	0.9964	0.1464	0.9964	0.9982
No log	1.0095	106	1.1454	0.0579	1.1454	1.0702
No log	1.0286	108	0.8755	0.1211	0.8755	0.9357
No log	1.0476	110	0.7784	0.2410	0.7784	0.8822
No log	1.0667	112	0.7332	0.2821	0.7332	0.8563
No log	1.0857	114	0.7710	0.2000	0.7710	0.8781
No log	1.1048	116	0.7479	0.2258	0.7479	0.8648
No log	1.1238	118	0.6749	0.2626	0.6749	0.8215
No log	1.1429	120	1.0494	0.1588	1.0494	1.0244
No log	1.1619	122	1.2129	0.1040	1.2129	1.1013
No log	1.1810	124	0.8639	0.2381	0.8639	0.9295
No log	1.2	126	0.6420	0.1500	0.6420	0.8012
No log	1.2190	128	0.7407	0.0886	0.7407	0.8606
No log	1.2381	130	0.7041	0.1807	0.7041	0.8391
No log	1.2571	132	0.6832	0.2096	0.6832	0.8266
No log	1.2762	134	1.0341	0.1148	1.0341	1.0169
No log	1.2952	136	1.1597	0.1040	1.1597	1.0769
No log	1.3143	138	0.9991	0.1148	0.9991	0.9995
No log	1.3333	140	0.7920	0.1770	0.7920	0.8899
No log	1.3524	142	0.6777	0.0199	0.6777	0.8232
No log	1.3714	144	0.6843	0.1823	0.6843	0.8272
No log	1.3905	146	0.7113	0.2793	0.7113	0.8434
No log	1.4095	148	1.0742	0.2126	1.0742	1.0364
No log	1.4286	150	1.5518	0.1100	1.5518	1.2457
No log	1.4476	152	1.4063	0.1262	1.4063	1.1859
No log	1.4667	154	0.9360	0.2667	0.9360	0.9675
No log	1.4857	156	0.6412	0.4435	0.6412	0.8007
No log	1.5048	158	0.5878	0.3067	0.5878	0.7667
No log	1.5238	160	0.5640	0.3067	0.5640	0.7510
No log	1.5429	162	0.5668	0.4717	0.5668	0.7528
No log	1.5619	164	0.6926	0.2762	0.6926	0.8322
No log	1.5810	166	0.6186	0.3939	0.6186	0.7865
No log	1.6	168	0.5573	0.4502	0.5573	0.7466
No log	1.6190	170	0.5599	0.4862	0.5599	0.7483
No log	1.6381	172	0.5806	0.4862	0.5806	0.7620
No log	1.6571	174	0.6094	0.5	0.6094	0.7807
No log	1.6762	176	0.6638	0.3761	0.6638	0.8147
No log	1.6952	178	0.6099	0.4495	0.6099	0.7810
No log	1.7143	180	0.7058	0.3214	0.7058	0.8401
No log	1.7333	182	0.9236	0.2877	0.9236	0.9610
No log	1.7524	184	1.3537	0.1586	1.3537	1.1635
No log	1.7714	186	1.7207	0.0836	1.7207	1.3118
No log	1.7905	188	1.4758	0.1182	1.4758	1.2148
No log	1.8095	190	0.9126	0.2432	0.9126	0.9553
No log	1.8286	192	0.5524	0.3814	0.5524	0.7433
No log	1.8476	194	0.5544	0.3369	0.5544	0.7446
No log	1.8667	196	0.5535	0.2809	0.5535	0.7440
No log	1.8857	198	0.5994	0.3402	0.5994	0.7742
No log	1.9048	200	0.7029	0.1705	0.7029	0.8384
No log	1.9238	202	1.0097	0.2775	1.0097	1.0048
No log	1.9429	204	0.9110	0.2920	0.9110	0.9545
No log	1.9619	206	0.6597	0.3665	0.6597	0.8122
No log	1.9810	208	0.8803	0.1429	0.8803	0.9382
No log	2.0	210	0.9445	0.1790	0.9445	0.9718
No log	2.0190	212	0.6895	0.3303	0.6895	0.8303
No log	2.0381	214	0.8127	0.3333	0.8127	0.9015
No log	2.0571	216	0.8354	0.2900	0.8354	0.9140
No log	2.0762	218	0.6402	0.2877	0.6402	0.8001
No log	2.0952	220	0.6061	0.3131	0.6061	0.7785
No log	2.1143	222	0.6008	0.3131	0.6008	0.7751
No log	2.1333	224	0.6054	0.3131	0.6054	0.7781
No log	2.1524	226	0.6347	0.2079	0.6347	0.7967
No log	2.1714	228	0.7500	0.3077	0.7500	0.8660
No log	2.1905	230	0.7526	0.3052	0.7526	0.8675
No log	2.2095	232	0.6463	0.2487	0.6463	0.8039
No log	2.2286	234	0.6635	0.24	0.6635	0.8145
No log	2.2476	236	0.6653	0.2390	0.6653	0.8157
No log	2.2667	238	0.6825	0.3365	0.6825	0.8261
No log	2.2857	240	0.7036	0.2676	0.7036	0.8388
No log	2.3048	242	0.7069	0.3004	0.7069	0.8408
No log	2.3238	244	0.7320	0.2489	0.7320	0.8556
No log	2.3429	246	0.6655	0.3333	0.6655	0.8158
No log	2.3619	248	0.6472	0.3514	0.6472	0.8045
No log	2.3810	250	0.6362	0.3067	0.6362	0.7976
No log	2.4	252	0.6576	0.3818	0.6576	0.8109
No log	2.4190	254	0.6913	0.2637	0.6913	0.8315
No log	2.4381	256	0.6596	0.3846	0.6596	0.8122
No log	2.4571	258	0.6643	0.3892	0.6643	0.8151
No log	2.4762	260	0.6690	0.3433	0.6690	0.8180
No log	2.4952	262	0.6458	0.3498	0.6458	0.8036
No log	2.5143	264	0.6193	0.2990	0.6193	0.7870
No log	2.5333	266	0.6085	0.2990	0.6085	0.7801
No log	2.5524	268	0.6199	0.2000	0.6199	0.7873
No log	2.5714	270	0.6225	0.2990	0.6225	0.7890
No log	2.5905	272	0.7575	0.3143	0.7575	0.8703
No log	2.6095	274	0.7955	0.3214	0.7955	0.8919
No log	2.6286	276	0.6614	0.2762	0.6614	0.8133
No log	2.6476	278	0.7143	0.3077	0.7143	0.8452
No log	2.6667	280	0.6728	0.2676	0.6728	0.8202
No log	2.6857	282	0.6801	0.1600	0.6801	0.8247
No log	2.7048	284	0.6912	0.28	0.6912	0.8314
No log	2.7238	286	0.6977	0.2086	0.6977	0.8353
No log	2.7429	288	0.7339	0.2653	0.7339	0.8567
No log	2.7619	290	0.7313	0.2563	0.7313	0.8551
No log	2.7810	292	0.6545	0.1323	0.6545	0.8090
No log	2.8	294	0.6805	0.1919	0.6805	0.8249
No log	2.8190	296	0.6674	0.1503	0.6674	0.8170
No log	2.8381	298	0.7481	0.2871	0.7481	0.8649
No log	2.8571	300	0.8462	0.2523	0.8462	0.9199
No log	2.8762	302	0.6806	0.1919	0.6806	0.8250
No log	2.8952	304	0.6967	0.2227	0.6967	0.8347
No log	2.9143	306	0.6863	0.2390	0.6863	0.8284
No log	2.9333	308	0.7233	0.1443	0.7233	0.8504
No log	2.9524	310	0.8026	0.1357	0.8026	0.8959
No log	2.9714	312	0.7385	0.0204	0.7385	0.8594
No log	2.9905	314	0.7575	0.0204	0.7575	0.8703
No log	3.0095	316	0.7632	0.1179	0.7632	0.8736
No log	3.0286	318	0.8507	0.1269	0.8507	0.9223
No log	3.0476	320	0.8112	0.1287	0.8112	0.9006
No log	3.0667	322	0.7027	0.0164	0.7027	0.8382
No log	3.0857	324	0.7884	0.2830	0.7884	0.8879
No log	3.1048	326	0.7199	0.1683	0.7199	0.8485
No log	3.1238	328	0.8263	0.1759	0.8263	0.9090
No log	3.1429	330	1.4295	0.1111	1.4295	1.1956
No log	3.1619	332	1.6748	0.0833	1.6748	1.2941
No log	3.1810	334	1.3629	0.1126	1.3629	1.1674
No log	3.2	336	0.8351	0.2081	0.8351	0.9138
No log	3.2190	338	0.6557	0.0939	0.6557	0.8097
No log	3.2381	340	0.6962	0.2332	0.6962	0.8344
No log	3.2571	342	0.6528	0.1209	0.6528	0.8080
No log	3.2762	344	0.7969	0.2165	0.7969	0.8927
No log	3.2952	346	1.1152	0.1453	1.1152	1.0560
No log	3.3143	348	1.0848	0.1351	1.0848	1.0415
No log	3.3333	350	0.8415	0.2487	0.8415	0.9173
No log	3.3524	352	0.6940	0.1323	0.6940	0.8331
No log	3.3714	354	0.6845	0.2077	0.6845	0.8273
No log	3.3905	356	0.7011	0.2607	0.7011	0.8373
No log	3.4095	358	0.6993	0.2523	0.6993	0.8362
No log	3.4286	360	0.9550	0.1644	0.9550	0.9772
No log	3.4476	362	1.2493	0.1899	1.2493	1.1177
No log	3.4667	364	1.1444	0.1692	1.1444	1.0698
No log	3.4857	366	0.8136	0.2000	0.8136	0.9020
No log	3.5048	368	0.6316	0.2090	0.6316	0.7947
No log	3.5238	370	0.6552	0.2096	0.6552	0.8094
No log	3.5429	372	0.6324	0.1905	0.6324	0.7953
No log	3.5619	374	0.6327	0.2000	0.6327	0.7954
No log	3.5810	376	0.6988	0.1837	0.6988	0.8359
No log	3.6	378	0.7001	0.2332	0.7001	0.8367
No log	3.6190	380	0.6776	0.2165	0.6776	0.8231
No log	3.6381	382	0.6757	0.2161	0.6757	0.8220
No log	3.6571	384	0.7041	0.2893	0.7041	0.8391
No log	3.6762	386	0.6903	0.2871	0.6903	0.8308
No log	3.6952	388	0.6838	0.2871	0.6838	0.8270
No log	3.7143	390	0.6610	0.2487	0.6610	0.8130
No log	3.7333	392	0.6771	0.2563	0.6771	0.8229
No log	3.7524	394	0.6117	0.2174	0.6117	0.7821
No log	3.7714	396	0.5635	0.2994	0.5635	0.7507
No log	3.7905	398	0.6024	0.1823	0.6024	0.7762
No log	3.8095	400	0.5817	0.2281	0.5817	0.7627
No log	3.8286	402	0.5405	0.2093	0.5405	0.7352
No log	3.8476	404	0.6427	0.2258	0.6427	0.8017
No log	3.8667	406	0.6663	0.2670	0.6663	0.8163
No log	3.8857	408	0.6167	0.2332	0.6167	0.7853
No log	3.9048	410	0.5622	0.2609	0.5622	0.7498
No log	3.9238	412	0.5837	0.28	0.5837	0.7640
No log	3.9429	414	0.6163	0.2475	0.6163	0.7851
No log	3.9619	416	0.6117	0.1915	0.6117	0.7821
No log	3.9810	418	0.6749	0.2332	0.6749	0.8215
No log	4.0	420	0.9004	0.2294	0.9004	0.9489
No log	4.0190	422	0.9650	0.2593	0.9650	0.9824
No log	4.0381	424	0.8375	0.2239	0.8375	0.9152
No log	4.0571	426	0.6602	0.2370	0.6602	0.8125
No log	4.0762	428	0.6346	0.2000	0.6346	0.7966
No log	4.0952	430	0.6519	0.2542	0.6519	0.8074
No log	4.1143	432	0.6327	0.2727	0.6327	0.7954
No log	4.1333	434	0.6605	0.2265	0.6605	0.8127
No log	4.1524	436	0.6786	0.2332	0.6786	0.8238
No log	4.1714	438	0.7000	0.2653	0.7000	0.8366
No log	4.1905	440	0.6517	0.2265	0.6517	0.8073
No log	4.2095	442	0.6141	0.2179	0.6141	0.7836
No log	4.2286	444	0.6240	0.2081	0.6240	0.7900
No log	4.2476	446	0.6119	0.1186	0.6119	0.7823
No log	4.2667	448	0.6056	0.1429	0.6056	0.7782
No log	4.2857	450	0.6347	0.2174	0.6347	0.7967
No log	4.3048	452	0.6820	0.2653	0.6820	0.8259
No log	4.3238	454	0.7267	0.2083	0.7267	0.8524
No log	4.3429	456	0.7008	0.2563	0.7008	0.8372
No log	4.3619	458	0.6404	0.1111	0.6404	0.8002
No log	4.3810	460	0.6282	0.1186	0.6282	0.7926
No log	4.4	462	0.6670	0.2513	0.6670	0.8167
No log	4.4190	464	0.7314	0.2563	0.7314	0.8552
No log	4.4381	466	0.7449	0.2563	0.7449	0.8631
No log	4.4571	468	0.7189	0.2421	0.7189	0.8479
No log	4.4762	470	0.6612	0.1230	0.6612	0.8131
No log	4.4952	472	0.7016	0.2000	0.7016	0.8376
No log	4.5143	474	0.7254	0.2000	0.7254	0.8517
No log	4.5333	476	0.6716	0.1285	0.6716	0.8195
No log	4.5524	478	0.7118	0.25	0.7118	0.8437
No log	4.5714	480	0.8967	0.1402	0.8967	0.9469
No log	4.5905	482	0.9881	0.1429	0.9881	0.9941
No log	4.6095	484	0.8774	0.1469	0.8774	0.9367
No log	4.6286	486	0.6843	0.2421	0.6843	0.8272
No log	4.6476	488	0.6573	0.1445	0.6573	0.8107
No log	4.6667	490	0.6740	0.1638	0.6740	0.8210
No log	4.6857	492	0.6432	0.0659	0.6432	0.8020
No log	4.7048	494	0.6879	0.2000	0.6879	0.8294
No log	4.7238	496	0.7595	0.1828	0.7595	0.8715
No log	4.7429	498	0.7984	0.2169	0.7984	0.8935
0.4553	4.7619	500	0.7212	0.1913	0.7212	0.8492
0.4553	4.7810	502	0.6612	0.1543	0.6612	0.8131
0.4553	4.8	504	0.6375	0.0617	0.6375	0.7985
0.4553	4.8190	506	0.6354	0.0545	0.6354	0.7971
0.4553	4.8381	508	0.6432	0.0545	0.6432	0.8020
0.4553	4.8571	510	0.6689	0.2258	0.6689	0.8179
0.4553	4.8762	512	0.7265	0.2513	0.7265	0.8523
0.4553	4.8952	514	0.7023	0.2174	0.7023	0.8380
0.4553	4.9143	516	0.6735	0.0805	0.6735	0.8206
0.4553	4.9333	518	0.6752	0.2000	0.6752	0.8217
0.4553	4.9524	520	0.6828	0.2000	0.6828	0.8263
0.4553	4.9714	522	0.6992	0.0698	0.6992	0.8362
0.4553	4.9905	524	0.7824	0.2245	0.7824	0.8846
0.4553	5.0095	526	0.8177	0.2165	0.8177	0.9043
0.4553	5.0286	528	0.7949	0.1832	0.7949	0.8916
0.4553	5.0476	530	0.7073	0.2086	0.7073	0.8410
0.4553	5.0667	532	0.6607	0.1813	0.6607	0.8128
0.4553	5.0857	534	0.6492	0.1724	0.6492	0.8057
0.4553	5.1048	536	0.6446	0.1325	0.6446	0.8029
0.4553	5.1238	538	0.6389	0.0732	0.6389	0.7993
0.4553	5.1429	540	0.6418	0.1111	0.6418	0.8011
0.4553	5.1619	542	0.6722	0.1163	0.6722	0.8199
0.4553	5.1810	544	0.7097	0.1732	0.7097	0.8425
0.4553	5.2	546	0.6824	0.1325	0.6824	0.8261
0.4553	5.2190	548	0.6586	0.1059	0.6586	0.8116
0.4553	5.2381	550	0.6553	0.1059	0.6553	0.8095
0.4553	5.2571	552	0.6608	0.1445	0.6608	0.8129
0.4553	5.2762	554	0.6725	0.2527	0.6725	0.8200
0.4553	5.2952	556	0.7068	0.2609	0.7068	0.8407
0.4553	5.3143	558	0.7865	0.1154	0.7865	0.8868
0.4553	5.3333	560	0.7351	0.1287	0.7351	0.8574
0.4553	5.3524	562	0.6602	0.2340	0.6602	0.8125
0.4553	5.3714	564	0.6405	0.2340	0.6405	0.8003
0.4553	5.3905	566	0.6123	0.2832	0.6123	0.7825
0.4553	5.4095	568	0.6093	0.0886	0.6093	0.7806
0.4553	5.4286	570	0.6009	0.2593	0.6009	0.7752
0.4553	5.4476	572	0.6794	0.1186	0.6794	0.8243
0.4553	5.4667	574	0.8144	0.1790	0.8144	0.9025
0.4553	5.4857	576	0.8125	0.1927	0.8125	0.9014
0.4553	5.5048	578	0.6977	0.2000	0.6977	0.8353
0.4553	5.5238	580	0.5965	0.1282	0.5965	0.7723
0.4553	5.5429	582	0.6108	0.2096	0.6108	0.7815
0.4553	5.5619	584	0.6096	0.2096	0.6096	0.7808
0.4553	5.5810	586	0.6007	0.1304	0.6007	0.7750
0.4553	5.6	588	0.6153	0.2787	0.6153	0.7844
0.4553	5.6190	590	0.6979	0.2000	0.6979	0.8354
0.4553	5.6381	592	0.7588	0.3077	0.7588	0.8711
0.4553	5.6571	594	0.7032	0.2340	0.7032	0.8386
0.4553	5.6762	596	0.6761	0.2340	0.6761	0.8223
0.4553	5.6952	598	0.6441	0.2941	0.6441	0.8025
0.4553	5.7143	600	0.6088	0.2090	0.6088	0.7803
0.4553	5.7333	602	0.5881	0.1364	0.5881	0.7669
0.4553	5.7524	604	0.5857	0.1364	0.5857	0.7653
0.4553	5.7714	606	0.5912	0.2093	0.5912	0.7689
0.4553	5.7905	608	0.6209	0.3073	0.6209	0.7880
0.4553	5.8095	610	0.6104	0.3591	0.6104	0.7813
0.4553	5.8286	612	0.5805	0.2513	0.5805	0.7619
0.4553	5.8476	614	0.5719	0.1461	0.5719	0.7562
0.4553	5.8667	616	0.5682	0.1461	0.5682	0.7538
0.4553	5.8857	618	0.5671	0.2174	0.5671	0.7531
0.4553	5.9048	620	0.5712	0.2914	0.5712	0.7558
0.4553	5.9238	622	0.5817	0.2471	0.5817	0.7627
0.4553	5.9429	624	0.5830	0.2471	0.5830	0.7635
0.4553	5.9619	626	0.5836	0.2914	0.5836	0.7639
0.4553	5.9810	628	0.5786	0.1724	0.5786	0.7607
0.4553	6.0	630	0.5991	0.3258	0.5991	0.7740
0.4553	6.0190	632	0.6145	0.2832	0.6145	0.7839
0.4553	6.0381	634	0.5998	0.3258	0.5998	0.7745
0.4553	6.0571	636	0.5839	0.1325	0.5839	0.7641
0.4553	6.0762	638	0.5930	0.1716	0.5930	0.7700
0.4553	6.0952	640	0.6249	0.2432	0.6249	0.7905
0.4553	6.1143	642	0.6755	0.2577	0.6755	0.8219
0.4553	6.1333	644	0.6882	0.2577	0.6882	0.8296
0.4553	6.1524	646	0.6704	0.2670	0.6704	0.8187
0.4553	6.1714	648	0.6066	0.2809	0.6066	0.7788
0.4553	6.1905	650	0.5895	0.1556	0.5895	0.7678
0.4553	6.2095	652	0.5949	0.1568	0.5949	0.7713
0.4553	6.2286	654	0.5965	0.1823	0.5965	0.7723
0.4553	6.2476	656	0.6191	0.2457	0.6191	0.7869
0.4553	6.2667	658	0.6402	0.2088	0.6402	0.8001
0.4553	6.2857	660	0.6984	0.2670	0.6984	0.8357
0.4553	6.3048	662	0.6765	0.2670	0.6765	0.8225
0.4553	6.3238	664	0.6190	0.2000	0.6190	0.7868
0.4553	6.3429	666	0.5749	0.1325	0.5749	0.7582
0.4553	6.3619	668	0.5730	0.0588	0.5730	0.7570
0.4553	6.3810	670	0.5792	0.0843	0.5792	0.7610
0.4553	6.4	672	0.5747	0.0180	0.5747	0.7581
0.4553	6.4190	674	0.5735	0.1325	0.5735	0.7573
0.4553	6.4381	676	0.5805	0.1325	0.5805	0.7619
0.4553	6.4571	678	0.5982	0.2558	0.5982	0.7735
0.4553	6.4762	680	0.6217	0.1910	0.6217	0.7885
0.4553	6.4952	682	0.6172	0.2457	0.6172	0.7856
0.4553	6.5143	684	0.6339	0.1910	0.6339	0.7962
0.4553	6.5333	686	0.6511	0.1823	0.6511	0.8069
0.4553	6.5524	688	0.6601	0.1823	0.6601	0.8125
0.4553	6.5714	690	0.6951	0.1648	0.6951	0.8337
0.4553	6.5905	692	0.7216	0.2000	0.7216	0.8495
0.4553	6.6095	694	0.6702	0.1913	0.6702	0.8187
0.4553	6.6286	696	0.6262	0.1011	0.6262	0.7913
0.4553	6.6476	698	0.6435	0.1823	0.6435	0.8022
0.4553	6.6667	700	0.6733	0.2527	0.6733	0.8206
0.4553	6.6857	702	0.6640	0.2527	0.6640	0.8149
0.4553	6.7048	704	0.6233	0.0843	0.6233	0.7895
0.4553	6.7238	706	0.6110	0.1059	0.6110	0.7816
0.4553	6.7429	708	0.6321	0.1707	0.6321	0.7951
0.4553	6.7619	710	0.6342	0.2575	0.6342	0.7964
0.4553	6.7810	712	0.6169	0.1707	0.6169	0.7855
0.4553	6.8	714	0.5986	0.1000	0.5986	0.7737
0.4553	6.8190	716	0.5937	0.1030	0.5937	0.7705
0.4553	6.8381	718	0.5905	0.0659	0.5905	0.7685
0.4553	6.8571	720	0.5898	0.0952	0.5898	0.7680
0.4553	6.8762	722	0.6043	0.2889	0.6043	0.7774
0.4553	6.8952	724	0.6229	0.2688	0.6229	0.7892
0.4553	6.9143	726	0.6539	0.2086	0.6539	0.8086
0.4553	6.9333	728	0.6410	0.2083	0.6410	0.8006
0.4553	6.9524	730	0.6134	0.25	0.6134	0.7832
0.4553	6.9714	732	0.6015	0.2251	0.6015	0.7756
0.4553	6.9905	734	0.6198	0.2965	0.6198	0.7873
0.4553	7.0095	736	0.6781	0.2577	0.6781	0.8235
0.4553	7.0286	738	0.6795	0.2577	0.6795	0.8243
0.4553	7.0476	740	0.6273	0.3263	0.6273	0.7920
0.4553	7.0667	742	0.5943	0.1915	0.5943	0.7709
0.4553	7.0857	744	0.6335	0.2169	0.6335	0.7959
0.4553	7.1048	746	0.7011	0.2000	0.7011	0.8373
0.4553	7.1238	748	0.7043	0.2165	0.7043	0.8392
0.4553	7.1429	750	0.6496	0.2086	0.6496	0.8060
0.4553	7.1619	752	0.5977	0.2787	0.5977	0.7731
0.4553	7.1810	754	0.5768	0.0983	0.5768	0.7595
0.4553	7.2	756	0.5734	0.1475	0.5734	0.7572
0.4553	7.2190	758	0.5741	0.0983	0.5741	0.7577
0.4553	7.2381	760	0.5760	0.1461	0.5760	0.7590
0.4553	7.2571	762	0.5788	0.0983	0.5788	0.7608
0.4553	7.2762	764	0.5838	0.1364	0.5838	0.7641
0.4553	7.2952	766	0.5976	0.2889	0.5976	0.7730
0.4553	7.3143	768	0.6097	0.2889	0.6097	0.7808
0.4553	7.3333	770	0.6098	0.2889	0.6098	0.7809
0.4553	7.3524	772	0.5965	0.2090	0.5965	0.7724
0.4553	7.3714	774	0.5813	0.0983	0.5813	0.7624
0.4553	7.3905	776	0.5832	0.1628	0.5832	0.7637
0.4553	7.4095	778	0.5834	0.1243	0.5834	0.7638
0.4553	7.4286	780	0.5857	0.1243	0.5857	0.7653
0.4553	7.4476	782	0.5797	0.1605	0.5797	0.7614
0.4553	7.4667	784	0.5811	0.1000	0.5811	0.7623
0.4553	7.4857	786	0.5875	0.1304	0.5875	0.7665
0.4553	7.5048	788	0.5897	0.0886	0.5897	0.7679
0.4553	7.5238	790	0.5932	0.0886	0.5932	0.7702
0.4553	7.5429	792	0.5967	0.1345	0.5967	0.7725
0.4553	7.5619	794	0.6208	0.2941	0.6208	0.7879
0.4553	7.5810	796	0.6534	0.1832	0.6534	0.8083
0.4553	7.6	798	0.6813	0.2239	0.6813	0.8254
0.4553	7.6190	800	0.6742	0.2709	0.6742	0.8211
0.4553	7.6381	802	0.6349	0.2000	0.6349	0.7968
0.4553	7.6571	804	0.6184	0.2889	0.6184	0.7864
0.4553	7.6762	806	0.6099	0.2527	0.6099	0.7810
0.4553	7.6952	808	0.6129	0.2527	0.6129	0.7829
0.4553	7.7143	810	0.6247	0.2889	0.6247	0.7904
0.4553	7.7333	812	0.6296	0.2787	0.6296	0.7935
0.4553	7.7524	814	0.6266	0.2889	0.6266	0.7916
0.4553	7.7714	816	0.6130	0.2527	0.6130	0.7829
0.4553	7.7905	818	0.6087	0.0983	0.6087	0.7802
0.4553	7.8095	820	0.6104	0.1011	0.6104	0.7813
0.4553	7.8286	822	0.6083	0.1011	0.6083	0.7799
0.4553	7.8476	824	0.6114	0.1739	0.6114	0.7819
0.4553	7.8667	826	0.6242	0.2865	0.6242	0.7900
0.4553	7.8857	828	0.6562	0.2000	0.6562	0.8101
0.4553	7.9048	830	0.6806	0.1915	0.6806	0.8250
0.4553	7.9238	832	0.7059	0.2081	0.7059	0.8402
0.4553	7.9429	834	0.7035	0.2081	0.7035	0.8387
0.4553	7.9619	836	0.6679	0.1915	0.6679	0.8173
0.4553	7.9810	838	0.6381	0.2000	0.6381	0.7988
0.4553	8.0	840	0.6074	0.1724	0.6074	0.7794
0.4553	8.0190	842	0.5976	0.0983	0.5976	0.7730
0.4553	8.0381	844	0.5959	0.1011	0.5959	0.7720
0.4553	8.0571	846	0.5931	0.1011	0.5931	0.7701
0.4553	8.0762	848	0.5909	0.0983	0.5909	0.7687
0.4553	8.0952	850	0.5960	0.1724	0.5960	0.7720
0.4553	8.1143	852	0.5979	0.1724	0.5979	0.7732
0.4553	8.1333	854	0.6119	0.2093	0.6119	0.7823
0.4553	8.1524	856	0.6267	0.2000	0.6267	0.7916
0.4553	8.1714	858	0.6399	0.0909	0.6399	0.7999
0.4553	8.1905	860	0.6510	0.0909	0.6510	0.8069
0.4553	8.2095	862	0.6503	0.0909	0.6503	0.8064
0.4553	8.2286	864	0.6507	0.0909	0.6507	0.8067
0.4553	8.2476	866	0.6312	0.2000	0.6312	0.7945
0.4553	8.2667	868	0.6158	0.2093	0.6158	0.7847
0.4553	8.2857	870	0.5996	0.1732	0.5996	0.7743
0.4553	8.3048	872	0.5964	0.1732	0.5964	0.7723
0.4553	8.3238	874	0.5944	0.1732	0.5944	0.7710
0.4553	8.3429	876	0.5929	0.1732	0.5929	0.7700
0.4553	8.3619	878	0.5899	0.1732	0.5899	0.7680
0.4553	8.3810	880	0.5928	0.2090	0.5928	0.7700
0.4553	8.4	882	0.6058	0.2093	0.6058	0.7784
0.4553	8.4190	884	0.6186	0.2000	0.6186	0.7865
0.4553	8.4381	886	0.6408	0.2174	0.6408	0.8005
0.4553	8.4571	888	0.6646	0.1568	0.6646	0.8152
0.4553	8.4762	890	0.6711	0.1568	0.6711	0.8192
0.4553	8.4952	892	0.6505	0.2088	0.6505	0.8065
0.4553	8.5143	894	0.6304	0.1461	0.6304	0.7940
0.4553	8.5333	896	0.6259	0.2000	0.6259	0.7911
0.4553	8.5524	898	0.6188	0.2000	0.6188	0.7866
0.4553	8.5714	900	0.6218	0.2000	0.6218	0.7886
0.4553	8.5905	902	0.6213	0.2360	0.6213	0.7882
0.4553	8.6095	904	0.6196	0.3258	0.6196	0.7872
0.4553	8.6286	906	0.6205	0.3258	0.6205	0.7877
0.4553	8.6476	908	0.6124	0.2093	0.6124	0.7825
0.4553	8.6667	910	0.6071	0.2093	0.6071	0.7792
0.4553	8.6857	912	0.6042	0.1716	0.6042	0.7773
0.4553	8.7048	914	0.6018	0.1716	0.6018	0.7757
0.4553	8.7238	916	0.6049	0.2093	0.6049	0.7778
0.4553	8.7429	918	0.6045	0.2093	0.6045	0.7775
0.4553	8.7619	920	0.6046	0.2093	0.6046	0.7775
0.4553	8.7810	922	0.6017	0.1724	0.6017	0.7757
0.4553	8.8	924	0.5991	0.1345	0.5991	0.7740
0.4553	8.8190	926	0.5946	0.1364	0.5946	0.7711
0.4553	8.8381	928	0.5929	0.1345	0.5929	0.7700
0.4553	8.8571	930	0.5943	0.1345	0.5943	0.7709
0.4553	8.8762	932	0.5991	0.1716	0.5991	0.7740
0.4553	8.8952	934	0.6066	0.2093	0.6066	0.7788
0.4553	8.9143	936	0.6112	0.1543	0.6112	0.7818
0.4553	8.9333	938	0.6176	0.2360	0.6176	0.7859
0.4553	8.9524	940	0.6334	0.2609	0.6334	0.7958
0.4553	8.9714	942	0.6391	0.2842	0.6391	0.7994
0.4553	8.9905	944	0.6349	0.2842	0.6349	0.7968
0.4553	9.0095	946	0.6331	0.2941	0.6331	0.7957
0.4553	9.0286	948	0.6275	0.2609	0.6275	0.7922
0.4553	9.0476	950	0.6196	0.2609	0.6196	0.7871
0.4553	9.0667	952	0.6183	0.2609	0.6183	0.7863
0.4553	9.0857	954	0.6121	0.2360	0.6121	0.7824
0.4553	9.1048	956	0.6055	0.1556	0.6055	0.7781
0.4553	9.1238	958	0.6020	0.1556	0.6020	0.7759
0.4553	9.1429	960	0.5977	0.1345	0.5977	0.7731
0.4553	9.1619	962	0.5942	0.0983	0.5942	0.7708
0.4553	9.1810	964	0.5933	0.1475	0.5933	0.7703
0.4553	9.2	966	0.5943	0.1475	0.5943	0.7709
0.4553	9.2190	968	0.5940	0.1475	0.5940	0.7707
0.4553	9.2381	970	0.5940	0.1461	0.5940	0.7707
0.4553	9.2571	972	0.5956	0.0983	0.5956	0.7717
0.4553	9.2762	974	0.5988	0.0952	0.5988	0.7738
0.4553	9.2952	976	0.6061	0.1556	0.6061	0.7785
0.4553	9.3143	978	0.6194	0.2350	0.6194	0.7870
0.4553	9.3333	980	0.6318	0.2941	0.6318	0.7948
0.4553	9.3524	982	0.6413	0.2842	0.6413	0.8008
0.4553	9.3714	984	0.6534	0.2842	0.6534	0.8084
0.4553	9.3905	986	0.6715	0.2245	0.6715	0.8194
0.4553	9.4095	988	0.6819	0.2563	0.6819	0.8258
0.4553	9.4286	990	0.6812	0.2563	0.6812	0.8254
0.4553	9.4476	992	0.6746	0.2563	0.6746	0.8213
0.4553	9.4667	994	0.6625	0.2245	0.6625	0.8139
0.4553	9.4857	996	0.6472	0.2842	0.6472	0.8045
0.4553	9.5048	998	0.6347	0.2842	0.6347	0.7967
0.0809	9.5238	1000	0.6201	0.2707	0.6201	0.7874
0.0809	9.5429	1002	0.6066	0.2350	0.6066	0.7789
0.0809	9.5619	1004	0.5990	0.1556	0.5990	0.7740
0.0809	9.5810	1006	0.5953	0.0805	0.5953	0.7715
0.0809	9.6	1008	0.5931	0.0983	0.5931	0.7702
0.0809	9.6190	1010	0.5926	0.0983	0.5926	0.7698
0.0809	9.6381	1012	0.5925	0.0983	0.5925	0.7697
0.0809	9.6571	1014	0.5918	0.0983	0.5918	0.7693
0.0809	9.6762	1016	0.5911	0.0983	0.5911	0.7688
0.0809	9.6952	1018	0.5907	0.0983	0.5907	0.7686
0.0809	9.7143	1020	0.5905	0.0983	0.5905	0.7684
0.0809	9.7333	1022	0.5906	0.0983	0.5906	0.7685
0.0809	9.7524	1024	0.5914	0.0952	0.5914	0.7690
0.0809	9.7714	1026	0.5927	0.1724	0.5927	0.7699
0.0809	9.7905	1028	0.5942	0.1186	0.5942	0.7708
0.0809	9.8095	1030	0.5960	0.1186	0.5960	0.7720
0.0809	9.8286	1032	0.5983	0.1556	0.5983	0.7735
0.0809	9.8476	1034	0.6011	0.1556	0.6011	0.7753
0.0809	9.8667	1036	0.6030	0.1556	0.6030	0.7766
0.0809	9.8857	1038	0.6045	0.1556	0.6045	0.7775
0.0809	9.9048	1040	0.6062	0.1556	0.6062	0.7786
0.0809	9.9238	1042	0.6077	0.2350	0.6077	0.7796
0.0809	9.9429	1044	0.6084	0.2350	0.6084	0.7800
0.0809	9.9619	1046	0.6087	0.2350	0.6087	0.7802
0.0809	9.9810	1048	0.6088	0.2350	0.6088	0.7802
0.0809	10.0	1050	0.6088	0.2350	0.6088	0.7802

Framework versions

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