ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k6_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: 0.7940
• Qwk: 0.0867
• Mse: 0.7940
• Rmse: 0.8911

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	0.0645	2	3.5718	-0.0058	3.5718	1.8899
No log	0.1290	4	1.8544	0.0191	1.8544	1.3618
No log	0.1935	6	1.5560	0.0	1.5560	1.2474
No log	0.2581	8	1.1043	-0.0704	1.1043	1.0509
No log	0.3226	10	0.8606	-0.0390	0.8606	0.9277
No log	0.3871	12	0.8062	-0.0739	0.8062	0.8979
No log	0.4516	14	0.9683	-0.0532	0.9683	0.9840
No log	0.5161	16	1.3711	-0.0435	1.3711	1.1709
No log	0.5806	18	1.2133	-0.0067	1.2133	1.1015
No log	0.6452	20	1.0927	-0.0583	1.0927	1.0453
No log	0.7097	22	0.7881	-0.0287	0.7881	0.8877
No log	0.7742	24	0.6961	0.0460	0.6961	0.8343
No log	0.8387	26	0.7335	0.1259	0.7335	0.8565
No log	0.9032	28	0.9198	-0.0442	0.9198	0.9591
No log	0.9677	30	0.7296	0.0460	0.7296	0.8541
No log	1.0323	32	0.7166	0.0555	0.7166	0.8465
No log	1.0968	34	0.7522	0.0555	0.7522	0.8673
No log	1.1613	36	0.8654	-0.1131	0.8654	0.9303
No log	1.2258	38	1.3733	-0.0602	1.3733	1.1719
No log	1.2903	40	1.1776	-0.0586	1.1776	1.0852
No log	1.3548	42	0.8430	-0.0595	0.8430	0.9181
No log	1.4194	44	0.8895	-0.0366	0.8895	0.9432
No log	1.4839	46	0.9204	-0.1072	0.9204	0.9594
No log	1.5484	48	1.1270	-0.0097	1.1270	1.0616
No log	1.6129	50	0.9912	-0.0778	0.9912	0.9956
No log	1.6774	52	0.9032	0.0230	0.9032	0.9504
No log	1.7419	54	0.9226	0.0537	0.9226	0.9605
No log	1.8065	56	0.9641	0.0351	0.9641	0.9819
No log	1.8710	58	1.0299	0.0238	1.0299	1.0148
No log	1.9355	60	1.0301	0.0325	1.0301	1.0149
No log	2.0	62	1.0172	0.0702	1.0172	1.0085
No log	2.0645	64	1.0932	-0.1196	1.0932	1.0455
No log	2.1290	66	1.0028	0.1014	1.0028	1.0014
No log	2.1935	68	1.2213	0.0448	1.2213	1.1051
No log	2.2581	70	1.1291	0.0302	1.1291	1.0626
No log	2.3226	72	1.0358	0.0457	1.0358	1.0177
No log	2.3871	74	0.9396	0.1091	0.9396	0.9693
No log	2.4516	76	0.9664	0.0598	0.9664	0.9830
No log	2.5161	78	0.9845	0.0513	0.9845	0.9922
No log	2.5806	80	1.2540	-0.0137	1.2540	1.1198
No log	2.6452	82	1.3207	-0.0619	1.3207	1.1492
No log	2.7097	84	1.0597	-0.1525	1.0597	1.0294
No log	2.7742	86	0.8359	0.1829	0.8359	0.9143
No log	2.8387	88	0.8434	0.1700	0.8434	0.9184
No log	2.9032	90	0.8595	0.0714	0.8595	0.9271
No log	2.9677	92	0.7868	0.2218	0.7868	0.8870
No log	3.0323	94	1.0357	0.1402	1.0357	1.0177
No log	3.0968	96	0.8978	0.1467	0.8978	0.9475
No log	3.1613	98	0.7779	0.2205	0.7779	0.8820
No log	3.2258	100	0.8558	0.0700	0.8558	0.9251
No log	3.2903	102	0.8933	-0.0456	0.8933	0.9451
No log	3.3548	104	0.8130	0.0084	0.8130	0.9016
No log	3.4194	106	1.2003	0.0885	1.2003	1.0956
No log	3.4839	108	2.0803	0.0281	2.0803	1.4423
No log	3.5484	110	1.7727	0.0321	1.7727	1.3314
No log	3.6129	112	0.8831	0.0015	0.8831	0.9397
No log	3.6774	114	0.8862	0.0696	0.8862	0.9414
No log	3.7419	116	0.8802	0.0364	0.8802	0.9382
No log	3.8065	118	0.7467	0.1585	0.7467	0.8641
No log	3.8710	120	1.0768	0.0107	1.0768	1.0377
No log	3.9355	122	1.0110	0.0129	1.0110	1.0055
No log	4.0	124	0.7415	0.2382	0.7415	0.8611
No log	4.0645	126	0.8075	0.1419	0.8075	0.8986
No log	4.1290	128	0.7660	0.2382	0.7660	0.8752
No log	4.1935	130	1.0309	0.0152	1.0309	1.0153
No log	4.2581	132	1.0338	0.0134	1.0338	1.0168
No log	4.3226	134	0.7885	0.1049	0.7885	0.8880
No log	4.3871	136	0.7702	0.1321	0.7702	0.8776
No log	4.4516	138	0.7901	0.0562	0.7901	0.8889
No log	4.5161	140	0.8363	0.0442	0.8363	0.9145
No log	4.5806	142	0.9214	0.0946	0.9214	0.9599
No log	4.6452	144	0.7986	0.0953	0.7986	0.8936
No log	4.7097	146	0.7551	0.1047	0.7551	0.8690
No log	4.7742	148	0.7434	0.0327	0.7434	0.8622
No log	4.8387	150	0.7897	0.1050	0.7897	0.8887
No log	4.9032	152	0.7908	0.0771	0.7908	0.8893
No log	4.9677	154	0.8614	0.1365	0.8614	0.9281
No log	5.0323	156	0.9605	0.0392	0.9605	0.9801
No log	5.0968	158	0.7881	-0.0672	0.7881	0.8878
No log	5.1613	160	0.7734	0.0570	0.7734	0.8794
No log	5.2258	162	0.7622	0.0840	0.7622	0.8730
No log	5.2903	164	0.9990	0.1306	0.9990	0.9995
No log	5.3548	166	1.1014	0.0701	1.1014	1.0495
No log	5.4194	168	0.8539	0.0167	0.8539	0.9241
No log	5.4839	170	0.7955	-0.0614	0.7955	0.8919
No log	5.5484	172	0.8205	0.0167	0.8205	0.9058
No log	5.6129	174	0.9026	0.0065	0.9026	0.9501
No log	5.6774	176	0.8002	0.0146	0.8002	0.8946
No log	5.7419	178	0.7244	0.0600	0.7244	0.8511
No log	5.8065	180	0.7603	0.0999	0.7603	0.8720
No log	5.8710	182	0.9495	0.0984	0.9495	0.9744
No log	5.9355	184	0.8494	0.1150	0.8494	0.9216
No log	6.0	186	0.6486	0.1582	0.6486	0.8054
No log	6.0645	188	0.6761	0.0	0.6761	0.8222
No log	6.1290	190	0.6572	0.0524	0.6572	0.8107
No log	6.1935	192	0.6758	0.1047	0.6758	0.8220
No log	6.2581	194	0.6830	0.0918	0.6830	0.8264
No log	6.3226	196	0.7132	0.0598	0.7132	0.8445
No log	6.3871	198	0.7193	0.1144	0.7193	0.8481
No log	6.4516	200	0.7818	0.0123	0.7818	0.8842
No log	6.5161	202	0.7615	0.0600	0.7615	0.8727
No log	6.5806	204	0.7219	0.1196	0.7219	0.8496
No log	6.6452	206	0.7565	0.0600	0.7565	0.8698
No log	6.7097	208	0.7399	0.0600	0.7399	0.8602
No log	6.7742	210	0.8847	0.1360	0.8847	0.9406
No log	6.8387	212	0.8286	0.0377	0.8286	0.9103
No log	6.9032	214	0.7317	0.0123	0.7317	0.8554
No log	6.9677	216	0.7119	0.1815	0.7119	0.8437
No log	7.0323	218	0.7167	0.0600	0.7167	0.8466
No log	7.0968	220	1.0916	0.0819	1.0916	1.0448
No log	7.1613	222	1.3431	0.0048	1.3431	1.1589
No log	7.2258	224	1.0347	0.0909	1.0347	1.0172
No log	7.2903	226	0.6979	0.1986	0.6979	0.8354
No log	7.3548	228	0.7245	0.0652	0.7245	0.8512
No log	7.4194	230	0.7010	0.1354	0.7010	0.8373
No log	7.4839	232	0.7269	0.1329	0.7269	0.8526
No log	7.5484	234	0.7165	0.1485	0.7165	0.8465
No log	7.6129	236	0.7203	0.1541	0.7203	0.8487
No log	7.6774	238	0.7140	0.1541	0.7140	0.8450
No log	7.7419	240	0.7218	0.1135	0.7218	0.8496
No log	7.8065	242	0.7255	0.0674	0.7255	0.8518
No log	7.8710	244	0.6746	0.1979	0.6746	0.8213
No log	7.9355	246	0.8486	-0.0490	0.8486	0.9212
No log	8.0	248	0.8283	-0.0079	0.8283	0.9101
No log	8.0645	250	0.6847	0.1627	0.6847	0.8274
No log	8.1290	252	0.7353	0.1525	0.7353	0.8575
No log	8.1935	254	0.7286	0.1525	0.7286	0.8536
No log	8.2581	256	0.6908	0.1485	0.6908	0.8312
No log	8.3226	258	0.8879	0.0946	0.8879	0.9423
No log	8.3871	260	0.8383	0.0260	0.8383	0.9156
No log	8.4516	262	0.6677	0.1612	0.6677	0.8171
No log	8.5161	264	0.6658	0.2181	0.6658	0.8159
No log	8.5806	266	0.6637	0.2668	0.6637	0.8146
No log	8.6452	268	0.6631	0.0454	0.6631	0.8143
No log	8.7097	270	0.6715	0.0863	0.6715	0.8194
No log	8.7742	272	0.7095	0.2180	0.7095	0.8423
No log	8.8387	274	0.7890	0.0909	0.7890	0.8883
No log	8.9032	276	0.7375	0.2180	0.7375	0.8588
No log	8.9677	278	0.7303	0.0449	0.7303	0.8546
No log	9.0323	280	0.7291	0.0776	0.7291	0.8539
No log	9.0968	282	0.7990	0.0909	0.7990	0.8939
No log	9.1613	284	0.8311	0.0377	0.8311	0.9116
No log	9.2258	286	0.7730	0.2034	0.7730	0.8792
No log	9.2903	288	0.7596	0.1758	0.7596	0.8716
No log	9.3548	290	0.7491	0.0776	0.7491	0.8655
No log	9.4194	292	0.7681	0.1196	0.7681	0.8764
No log	9.4839	294	0.7892	0.2443	0.7892	0.8884
No log	9.5484	296	0.8481	0.0065	0.8481	0.9209
No log	9.6129	298	1.0958	0.0366	1.0958	1.0468
No log	9.6774	300	1.0097	0.0147	1.0097	1.0048
No log	9.7419	302	0.7916	0.1353	0.7916	0.8897
No log	9.8065	304	0.7612	0.2325	0.7612	0.8725
No log	9.8710	306	0.7424	0.0961	0.7424	0.8616
No log	9.9355	308	0.7979	0.0867	0.7979	0.8933
No log	10.0	310	0.8351	0.0748	0.8351	0.9138
No log	10.0645	312	0.7407	0.0867	0.7407	0.8606
No log	10.1290	314	0.7142	0.0375	0.7142	0.8451
No log	10.1935	316	0.7294	0.0821	0.7294	0.8540
No log	10.2581	318	0.7995	0.0867	0.7995	0.8941
No log	10.3226	320	1.0351	0.0391	1.0351	1.0174
No log	10.3871	322	1.0280	0.0391	1.0280	1.0139
No log	10.4516	324	0.8571	0.0040	0.8571	0.9258
No log	10.5161	326	0.7860	0.0586	0.7860	0.8866
No log	10.5806	328	0.7612	0.1702	0.7612	0.8725
No log	10.6452	330	0.7280	0.0783	0.7280	0.8532
No log	10.7097	332	0.8418	0.1841	0.8418	0.9175
No log	10.7742	334	0.9135	0.0134	0.9135	0.9558
No log	10.8387	336	0.7901	0.0826	0.7901	0.8889
No log	10.9032	338	0.7282	0.1449	0.7282	0.8534
No log	10.9677	340	0.6937	0.0375	0.6937	0.8329
No log	11.0323	342	0.6914	0.0821	0.6914	0.8315
No log	11.0968	344	0.7233	0.0999	0.7233	0.8504
No log	11.1613	346	0.7663	0.0867	0.7663	0.8754
No log	11.2258	348	0.7105	0.0999	0.7105	0.8429
No log	11.2903	350	0.6639	0.1828	0.6639	0.8148
No log	11.3548	352	0.6840	0.1026	0.6840	0.8270
No log	11.4194	354	0.7372	0.0556	0.7372	0.8586
No log	11.4839	356	0.7156	0.0556	0.7156	0.8459
No log	11.5484	358	0.7080	0.1202	0.7080	0.8414
No log	11.6129	360	0.8104	0.0867	0.8104	0.9002
No log	11.6774	362	0.7959	0.0909	0.7959	0.8921
No log	11.7419	364	0.7299	0.0741	0.7299	0.8543
No log	11.8065	366	0.7926	0.1033	0.7926	0.8903
No log	11.8710	368	0.8400	0.0363	0.8400	0.9165
No log	11.9355	370	0.7360	0.2707	0.7360	0.8579
No log	12.0	372	0.7788	0.0953	0.7788	0.8825
No log	12.0645	374	0.9463	0.0157	0.9463	0.9728
No log	12.1290	376	0.9463	0.0182	0.9463	0.9728
No log	12.1935	378	0.7646	0.0909	0.7646	0.8744
No log	12.2581	380	0.6641	0.1433	0.6641	0.8149
No log	12.3226	382	0.6712	-0.0033	0.6712	0.8193
No log	12.3871	384	0.6738	-0.0033	0.6738	0.8209
No log	12.4516	386	0.6983	0.2180	0.6983	0.8356
No log	12.5161	388	0.8366	0.1502	0.8366	0.9146
No log	12.5806	390	0.8643	0.0207	0.8643	0.9297
No log	12.6452	392	0.7495	0.0953	0.7495	0.8658
No log	12.7097	394	0.7240	0.1196	0.7240	0.8509
No log	12.7742	396	0.7320	0.1769	0.7320	0.8556
No log	12.8387	398	0.7337	0.0205	0.7337	0.8565
No log	12.9032	400	0.7242	0.0175	0.7242	0.8510
No log	12.9677	402	0.7352	0.1449	0.7352	0.8574
No log	13.0323	404	0.8252	0.1024	0.8252	0.9084
No log	13.0968	406	0.9195	0.0839	0.9195	0.9589
No log	13.1613	408	0.8431	0.0984	0.8431	0.9182
No log	13.2258	410	0.7436	0.0562	0.7436	0.8623
No log	13.2903	412	0.7572	0.0999	0.7572	0.8702
No log	13.3548	414	0.8137	0.1605	0.8137	0.9021
No log	13.4194	416	0.8096	0.0909	0.8096	0.8998
No log	13.4839	418	0.8623	0.1150	0.8623	0.9286
No log	13.5484	420	0.9202	0.0609	0.9202	0.9593
No log	13.6129	422	0.8037	0.0909	0.8037	0.8965
No log	13.6774	424	0.7337	0.0214	0.7337	0.8565
No log	13.7419	426	0.7181	0.0247	0.7181	0.8474
No log	13.8065	428	0.7359	0.1047	0.7359	0.8579
No log	13.8710	430	0.7472	0.1001	0.7472	0.8644
No log	13.9355	432	0.8318	0.0316	0.8318	0.9120
No log	14.0	434	0.9487	0.0839	0.9487	0.9740
No log	14.0645	436	0.9001	0.0609	0.9001	0.9487
No log	14.1290	438	0.7725	0.1836	0.7725	0.8789
No log	14.1935	440	0.7044	-0.0145	0.7044	0.8393
No log	14.2581	442	0.7209	0.0031	0.7209	0.8491
No log	14.3226	444	0.6974	0.0375	0.6974	0.8351
No log	14.3871	446	0.7341	0.0714	0.7341	0.8568
No log	14.4516	448	0.7854	0.1449	0.7854	0.8863
No log	14.5161	450	0.7833	0.1449	0.7833	0.8851
No log	14.5806	452	0.7640	0.1506	0.7640	0.8741
No log	14.6452	454	0.7371	0.1506	0.7371	0.8585
No log	14.7097	456	0.6804	0.1444	0.6804	0.8248
No log	14.7742	458	0.6617	0.1444	0.6617	0.8134
No log	14.8387	460	0.6658	0.2339	0.6658	0.8160
No log	14.9032	462	0.6818	0.2180	0.6818	0.8257
No log	14.9677	464	0.7002	0.2034	0.7002	0.8368
No log	15.0323	466	0.6897	0.2105	0.6897	0.8305
No log	15.0968	468	0.7291	0.1395	0.7291	0.8539
No log	15.1613	470	0.8256	0.0748	0.8256	0.9086
No log	15.2258	472	0.9012	-0.0122	0.9012	0.9493
No log	15.2903	474	0.8293	0.0711	0.8293	0.9106
No log	15.3548	476	0.7235	0.0214	0.7235	0.8506
No log	15.4194	478	0.7134	0.1525	0.7134	0.8446
No log	15.4839	480	0.7027	0.1538	0.7027	0.8382
No log	15.5484	482	0.6947	0.1202	0.6947	0.8335
No log	15.6129	484	0.8180	0.0642	0.8180	0.9044
No log	15.6774	486	0.9220	0.0710	0.9220	0.9602
No log	15.7419	488	0.8417	0.0233	0.8417	0.9175
No log	15.8065	490	0.7088	0.1097	0.7088	0.8419
No log	15.8710	492	0.7096	0.0556	0.7096	0.8424
No log	15.9355	494	0.7606	0.1080	0.7606	0.8721
No log	16.0	496	0.7439	0.0323	0.7439	0.8625
No log	16.0645	498	0.8575	0.0260	0.8575	0.9260
0.2569	16.1290	500	1.2485	0.0083	1.2485	1.1174
0.2569	16.1935	502	1.3826	0.0309	1.3826	1.1758
0.2569	16.2581	504	1.1968	0.0493	1.1968	1.0940
0.2569	16.3226	506	0.8925	0.0609	0.8925	0.9447
0.2569	16.3871	508	0.7778	0.0959	0.7778	0.8819
0.2569	16.4516	510	0.7566	0.0650	0.7566	0.8698
0.2569	16.5161	512	0.7412	-0.0195	0.7412	0.8609
0.2569	16.5806	514	0.7377	0.0639	0.7377	0.8589
0.2569	16.6452	516	0.7558	0.0871	0.7558	0.8694
0.2569	16.7097	518	0.7620	0.1291	0.7620	0.8729
0.2569	16.7742	520	0.7241	0.1047	0.7241	0.8509
0.2569	16.8387	522	0.7025	0.1249	0.7025	0.8382
0.2569	16.9032	524	0.6979	0.1740	0.6979	0.8354
0.2569	16.9677	526	0.7113	0.1675	0.7113	0.8434
0.2569	17.0323	528	0.7163	0.1675	0.7163	0.8464
0.2569	17.0968	530	0.7225	0.1196	0.7225	0.8500
0.2569	17.1613	532	0.7222	0.1249	0.7222	0.8498
0.2569	17.2258	534	0.7462	0.0611	0.7462	0.8638
0.2569	17.2903	536	0.7733	0.0118	0.7733	0.8794
0.2569	17.3548	538	0.7900	0.0913	0.7900	0.8888
0.2569	17.4194	540	0.7620	0.0574	0.7620	0.8730
0.2569	17.4839	542	0.7659	0.0574	0.7659	0.8752
0.2569	17.5484	544	0.7533	0.1048	0.7533	0.8679
0.2569	17.6129	546	0.7327	0.1249	0.7327	0.8560
0.2569	17.6774	548	0.7284	0.1659	0.7284	0.8535
0.2569	17.7419	550	0.7507	0.1001	0.7507	0.8664
0.2569	17.8065	552	0.7999	0.0793	0.7999	0.8944
0.2569	17.8710	554	0.8187	0.0793	0.8187	0.9048
0.2569	17.9355	556	0.8038	0.0470	0.8038	0.8965
0.2569	18.0	558	0.7869	0.0611	0.7869	0.8871
0.2569	18.0645	560	0.7900	0.1095	0.7900	0.8888
0.2569	18.1290	562	0.8154	0.0470	0.8154	0.9030
0.2569	18.1935	564	0.8838	0.0719	0.8838	0.9401
0.2569	18.2581	566	0.8483	0.0407	0.8483	0.9210
0.2569	18.3226	568	0.8217	0.0470	0.8217	0.9065
0.2569	18.3871	570	0.7813	0.0538	0.7813	0.8839
0.2569	18.4516	572	0.7651	0.0611	0.7651	0.8747
0.2569	18.5161	574	0.8147	0.0831	0.8147	0.9026
0.2569	18.5806	576	0.8670	0.0333	0.8670	0.9311
0.2569	18.6452	578	0.8171	0.0793	0.8171	0.9039
0.2569	18.7097	580	0.7460	0.0574	0.7460	0.8637
0.2569	18.7742	582	0.7212	0.1659	0.7212	0.8492
0.2569	18.8387	584	0.7196	0.1659	0.7196	0.8483
0.2569	18.9032	586	0.7457	0.1495	0.7457	0.8636
0.2569	18.9677	588	0.8226	0.0711	0.8226	0.9070
0.2569	19.0323	590	0.9109	-0.0218	0.9109	0.9544
0.2569	19.0968	592	0.8559	-0.0182	0.8559	0.9251
0.2569	19.1613	594	0.7278	0.1965	0.7278	0.8531
0.2569	19.2258	596	0.7028	-0.0062	0.7028	0.8383
0.2569	19.2903	598	0.7189	-0.0541	0.7189	0.8479
0.2569	19.3548	600	0.6927	0.0869	0.6927	0.8323
0.2569	19.4194	602	0.7089	0.1146	0.7089	0.8420
0.2569	19.4839	604	0.7355	0.1449	0.7355	0.8576
0.2569	19.5484	606	0.7566	0.1395	0.7566	0.8699
0.2569	19.6129	608	0.7393	0.0999	0.7393	0.8598
0.2569	19.6774	610	0.7175	0.1565	0.7175	0.8470
0.2569	19.7419	612	0.6937	0.1740	0.6937	0.8329
0.2569	19.8065	614	0.7013	0.1740	0.7013	0.8374
0.2569	19.8710	616	0.7246	0.0650	0.7246	0.8512
0.2569	19.9355	618	0.7406	0.0175	0.7406	0.8606
0.2569	20.0	620	0.7541	0.0959	0.7541	0.8684
0.2569	20.0645	622	0.8006	0.0719	0.8006	0.8948
0.2569	20.1290	624	0.8104	0.0719	0.8104	0.9002
0.2569	20.1935	626	0.8026	0.0719	0.8026	0.8959
0.2569	20.2581	628	0.7510	0.0826	0.7510	0.8666
0.2569	20.3226	630	0.7079	0.1096	0.7079	0.8414
0.2569	20.3871	632	0.7197	0.1440	0.7197	0.8484
0.2569	20.4516	634	0.8147	0.0676	0.8147	0.9026
0.2569	20.5161	636	0.8571	0.1231	0.8571	0.9258
0.2569	20.5806	638	0.7854	0.0346	0.7854	0.8862
0.2569	20.6452	640	0.6861	0.1675	0.6861	0.8283
0.2569	20.7097	642	0.6586	0.0414	0.6586	0.8115
0.2569	20.7742	644	0.6657	0.0414	0.6657	0.8159
0.2569	20.8387	646	0.6840	0.1675	0.6840	0.8271
0.2569	20.9032	648	0.7944	0.0826	0.7944	0.8913
0.2569	20.9677	650	0.8898	0.1269	0.8898	0.9433
0.2569	21.0323	652	0.9178	0.1189	0.9178	0.9580
0.2569	21.0968	654	0.8763	0.0618	0.8763	0.9361
0.2569	21.1613	656	0.7827	0.0574	0.7827	0.8847
0.2569	21.2258	658	0.7602	0.1298	0.7602	0.8719
0.2569	21.2903	660	0.7335	-0.0030	0.7335	0.8564
0.2569	21.3548	662	0.6943	-0.0062	0.6943	0.8332
0.2569	21.4194	664	0.7311	0.1449	0.7311	0.8550
0.2569	21.4839	666	0.8100	0.1243	0.8100	0.9000
0.2569	21.5484	668	0.8203	0.1196	0.8203	0.9057
0.2569	21.6129	670	0.7554	0.0909	0.7554	0.8691
0.2569	21.6774	672	0.7047	0.1828	0.7047	0.8395
0.2569	21.7419	674	0.6958	0.1379	0.6958	0.8341
0.2569	21.8065	676	0.7076	0.1318	0.7076	0.8412
0.2569	21.8710	678	0.6991	0.1379	0.6991	0.8361
0.2569	21.9355	680	0.6768	0.0506	0.6768	0.8227
0.2569	22.0	682	0.6785	0.0	0.6785	0.8237
0.2569	22.0645	684	0.6788	0.0	0.6788	0.8239
0.2569	22.1290	686	0.6909	0.1379	0.6909	0.8312
0.2569	22.1935	688	0.7424	0.1506	0.7424	0.8616
0.2569	22.2581	690	0.8677	0.0233	0.8677	0.9315
0.2569	22.3226	692	0.9152	0.0515	0.9152	0.9567
0.2569	22.3871	694	0.8313	0.0748	0.8313	0.9117
0.2569	22.4516	696	0.7965	0.1196	0.7965	0.8925
0.2569	22.5161	698	0.7545	0.1836	0.7545	0.8686
0.2569	22.5806	700	0.7219	0.1047	0.7219	0.8497
0.2569	22.6452	702	0.7362	0.1449	0.7362	0.8580
0.2569	22.7097	704	0.7415	0.1449	0.7415	0.8611
0.2569	22.7742	706	0.7630	0.1291	0.7630	0.8735
0.2569	22.8387	708	0.7832	0.1196	0.7832	0.8850
0.2569	22.9032	710	0.8030	0.0748	0.8030	0.8961
0.2569	22.9677	712	0.8738	0.0157	0.8738	0.9348
0.2569	23.0323	714	0.8521	0.0609	0.8521	0.9231
0.2569	23.0968	716	0.7697	0.0831	0.7697	0.8773
0.2569	23.1613	718	0.7348	0.0303	0.7348	0.8572
0.2569	23.2258	720	0.7272	0.0874	0.7272	0.8528
0.2569	23.2903	722	0.7122	0.1311	0.7122	0.8439
0.2569	23.3548	724	0.7348	0.1395	0.7348	0.8572
0.2569	23.4194	726	0.7936	0.0786	0.7937	0.8909
0.2569	23.4839	728	0.8203	0.0346	0.8203	0.9057
0.2569	23.5484	730	0.8217	0.0346	0.8217	0.9065
0.2569	23.6129	732	0.7670	0.1775	0.7670	0.8758
0.2569	23.6774	734	0.7520	0.0650	0.7520	0.8672
0.2569	23.7419	736	0.7737	0.1048	0.7737	0.8796
0.2569	23.8065	738	0.7830	0.1003	0.7830	0.8849
0.2569	23.8710	740	0.7692	0.1048	0.7692	0.8770
0.2569	23.9355	742	0.7268	0.1249	0.7268	0.8525
0.2569	24.0	744	0.6957	-0.0032	0.6957	0.8341
0.2569	24.0645	746	0.7195	-0.0520	0.7195	0.8482
0.2569	24.1290	748	0.7169	-0.0520	0.7169	0.8467
0.2569	24.1935	750	0.6901	-0.0032	0.6901	0.8307
0.2569	24.2581	752	0.7315	0.2105	0.7315	0.8553
0.2569	24.3226	754	0.8129	0.1243	0.8129	0.9016
0.2569	24.3871	756	0.8497	0.0748	0.8497	0.9218
0.2569	24.4516	758	0.8084	0.1243	0.8084	0.8991
0.2569	24.5161	760	0.7579	0.1146	0.7579	0.8706
0.2569	24.5806	762	0.7495	0.1196	0.7495	0.8657
0.2569	24.6452	764	0.7499	0.1146	0.7499	0.8660
0.2569	24.7097	766	0.7732	0.0909	0.7732	0.8793
0.2569	24.7742	768	0.8146	0.0786	0.8146	0.9025
0.2569	24.8387	770	0.8552	0.0676	0.8552	0.9248
0.2569	24.9032	772	0.8710	0.0676	0.8710	0.9333
0.2569	24.9677	774	0.8385	0.1196	0.8385	0.9157
0.2569	25.0323	776	0.7810	0.1001	0.7810	0.8837
0.2569	25.0968	778	0.7819	0.0574	0.7819	0.8843
0.2569	25.1613	780	0.7993	0.0538	0.7993	0.8940
0.2569	25.2258	782	0.8488	0.0793	0.8488	0.9213
0.2569	25.2903	784	0.8529	0.0793	0.8529	0.9235
0.2569	25.3548	786	0.8334	0.0438	0.8334	0.9129
0.2569	25.4194	788	0.8182	0.0470	0.8182	0.9046
0.2569	25.4839	790	0.8112	0.0470	0.8112	0.9007
0.2569	25.5484	792	0.8190	0.0438	0.8190	0.9050
0.2569	25.6129	794	0.7803	0.0538	0.7803	0.8834
0.2569	25.6774	796	0.7377	0.1196	0.7377	0.8589
0.2569	25.7419	798	0.7218	0.1196	0.7218	0.8496
0.2569	25.8065	800	0.7267	0.1675	0.7267	0.8525
0.2569	25.8710	802	0.7518	0.1395	0.7518	0.8671
0.2569	25.9355	804	0.7540	0.1395	0.7540	0.8683
0.2569	26.0	806	0.7274	0.1097	0.7274	0.8529
0.2569	26.0645	808	0.6978	0.2258	0.6978	0.8353
0.2569	26.1290	810	0.6931	0.2258	0.6931	0.8325
0.2569	26.1935	812	0.6973	0.2258	0.6973	0.8351
0.2569	26.2581	814	0.6888	0.1828	0.6888	0.8299
0.2569	26.3226	816	0.6970	0.1828	0.6970	0.8349
0.2569	26.3871	818	0.7421	0.1342	0.7421	0.8614
0.2569	26.4516	820	0.7497	0.1342	0.7497	0.8659
0.2569	26.5161	822	0.7324	0.1342	0.7324	0.8558
0.2569	26.5806	824	0.7017	0.1828	0.7017	0.8377
0.2569	26.6452	826	0.7036	0.0914	0.7036	0.8388
0.2569	26.7097	828	0.7144	0.1371	0.7144	0.8452
0.2569	26.7742	830	0.7561	0.1387	0.7561	0.8696
0.2569	26.8387	832	0.8868	0.0260	0.8868	0.9417
0.2569	26.9032	834	0.9617	-0.0200	0.9617	0.9807
0.2569	26.9677	836	0.9295	0.0233	0.9295	0.9641
0.2569	27.0323	838	0.8314	0.0362	0.8314	0.9118
0.2569	27.0968	840	0.7509	0.1047	0.7509	0.8666
0.2569	27.1613	842	0.7398	0.1612	0.7398	0.8601
0.2569	27.2258	844	0.7458	0.1495	0.7458	0.8636
0.2569	27.2903	846	0.7390	0.2502	0.7390	0.8596
0.2569	27.3548	848	0.7050	0.1675	0.7050	0.8396
0.2569	27.4194	850	0.7040	0.0863	0.7040	0.8391
0.2569	27.4839	852	0.7165	-0.0030	0.7165	0.8465
0.2569	27.5484	854	0.7240	-0.0030	0.7240	0.8509
0.2569	27.6129	856	0.7073	0.0432	0.7073	0.8410
0.2569	27.6774	858	0.6945	0.0863	0.6945	0.8334
0.2569	27.7419	860	0.7012	0.1254	0.7012	0.8374
0.2569	27.8065	862	0.7055	0.0414	0.7055	0.8399
0.2569	27.8710	864	0.7521	0.1379	0.7521	0.8672
0.2569	27.9355	866	0.7469	0.1395	0.7469	0.8642
0.2569	28.0	868	0.7321	0.1249	0.7321	0.8557
0.2569	28.0645	870	0.7824	0.1817	0.7824	0.8846
0.2569	28.1290	872	0.8288	0.1150	0.8288	0.9104
0.2569	28.1935	874	0.8325	0.1150	0.8325	0.9124
0.2569	28.2581	876	0.8013	0.1775	0.8013	0.8952
0.2569	28.3226	878	0.7836	0.1775	0.7836	0.8852
0.2569	28.3871	880	0.7446	0.1565	0.7446	0.8629
0.2569	28.4516	882	0.7363	0.1612	0.7363	0.8581
0.2569	28.5161	884	0.7529	0.1096	0.7529	0.8677
0.2569	28.5806	886	0.7775	0.1775	0.7775	0.8818
0.2569	28.6452	888	0.8003	0.1660	0.8003	0.8946
0.2569	28.7097	890	0.8417	0.1150	0.8417	0.9174
0.2569	28.7742	892	0.8061	0.1605	0.8061	0.8978
0.2569	28.8387	894	0.7679	0.1395	0.7679	0.8763
0.2569	28.9032	896	0.7552	0.1395	0.7552	0.8690
0.2569	28.9677	898	0.7598	0.1775	0.7598	0.8717
0.2569	29.0323	900	0.7708	0.1716	0.7708	0.8780
0.2569	29.0968	902	0.7529	0.1775	0.7529	0.8677
0.2569	29.1613	904	0.7321	0.0650	0.7321	0.8557
0.2569	29.2258	906	0.7333	0.1048	0.7333	0.8564
0.2569	29.2903	908	0.7580	0.1775	0.7580	0.8707
0.2569	29.3548	910	0.7906	0.1150	0.7906	0.8892
0.2569	29.4194	912	0.8004	0.0711	0.8004	0.8947
0.2569	29.4839	914	0.7785	0.1716	0.7785	0.8823
0.2569	29.5484	916	0.7411	0.1775	0.7411	0.8609
0.2569	29.6129	918	0.7147	0.0303	0.7147	0.8454
0.2569	29.6774	920	0.7171	0.0303	0.7171	0.8468
0.2569	29.7419	922	0.7400	0.1817	0.7400	0.8602
0.2569	29.8065	924	0.7405	0.1817	0.7405	0.8605
0.2569	29.8710	926	0.7619	0.1716	0.7619	0.8729
0.2569	29.9355	928	0.7764	0.1716	0.7764	0.8811
0.2569	30.0	930	0.7418	0.1775	0.7418	0.8613
0.2569	30.0645	932	0.7224	0.2277	0.7224	0.8500
0.2569	30.1290	934	0.7059	0.1202	0.7059	0.8402
0.2569	30.1935	936	0.7135	0.2034	0.7135	0.8447
0.2569	30.2581	938	0.7554	0.1775	0.7554	0.8691
0.2569	30.3226	940	0.8192	0.0316	0.8192	0.9051
0.2569	30.3871	942	0.8552	0.0260	0.8552	0.9248
0.2569	30.4516	944	0.8343	0.0362	0.8343	0.9134
0.2569	30.5161	946	0.7961	0.0876	0.7961	0.8923
0.2569	30.5806	948	0.7526	0.1379	0.7526	0.8675
0.2569	30.6452	950	0.7365	0.1440	0.7365	0.8582
0.2569	30.7097	952	0.7584	0.1716	0.7584	0.8709
0.2569	30.7742	954	0.7785	0.1243	0.7785	0.8823
0.2569	30.8387	956	0.7953	0.1150	0.7953	0.8918
0.2569	30.9032	958	0.7556	0.1775	0.7556	0.8692
0.2569	30.9677	960	0.7253	0.1965	0.7253	0.8516
0.2569	31.0323	962	0.7105	0.2180	0.7105	0.8429
0.2569	31.0968	964	0.7194	0.2180	0.7194	0.8482
0.2569	31.1613	966	0.7445	0.1495	0.7445	0.8628
0.2569	31.2258	968	0.7615	0.1817	0.7615	0.8726
0.2569	31.2903	970	0.7904	0.0831	0.7904	0.8891
0.2569	31.3548	972	0.8801	0.0233	0.8801	0.9381
0.2569	31.4194	974	1.0098	0.0404	1.0098	1.0049
0.2569	31.4839	976	1.0234	0.0404	1.0234	1.0116
0.2569	31.5484	978	0.9579	0.0157	0.9579	0.9787
0.2569	31.6129	980	0.8531	-0.0122	0.8531	0.9236
0.2569	31.6774	982	0.7971	0.1243	0.7971	0.8928
0.2569	31.7419	984	0.7876	0.0876	0.7876	0.8875
0.2569	31.8065	986	0.7852	0.0876	0.7852	0.8861
0.2569	31.8710	988	0.7626	0.1485	0.7626	0.8732
0.2569	31.9355	990	0.7566	0.1599	0.7566	0.8698
0.2569	32.0	992	0.7627	0.1003	0.7627	0.8734
0.2569	32.0645	994	0.7826	0.1243	0.7826	0.8846
0.2569	32.1290	996	0.8058	0.1196	0.8058	0.8977
0.2569	32.1935	998	0.8386	0.0287	0.8386	0.9157
0.0591	32.2581	1000	0.8153	0.1150	0.8153	0.9029
0.0591	32.3226	1002	0.7637	0.0867	0.7637	0.8739
0.0591	32.3871	1004	0.7420	0.1395	0.7420	0.8614
0.0591	32.4516	1006	0.7407	0.1899	0.7407	0.8606
0.0591	32.5161	1008	0.7438	0.1899	0.7438	0.8624
0.0591	32.5806	1010	0.7600	0.1440	0.7600	0.8718
0.0591	32.6452	1012	0.7619	0.1387	0.7619	0.8729
0.0591	32.7097	1014	0.7824	0.1342	0.7824	0.8845
0.0591	32.7742	1016	0.8085	0.1196	0.8085	0.8992
0.0591	32.8387	1018	0.8119	0.1150	0.8119	0.9010
0.0591	32.9032	1020	0.8104	0.1150	0.8104	0.9002
0.0591	32.9677	1022	0.7840	0.1716	0.7840	0.8854
0.0591	33.0323	1024	0.7621	0.1836	0.7621	0.8730
0.0591	33.0968	1026	0.7744	0.1196	0.7744	0.8800
0.0591	33.1613	1028	0.7996	0.1150	0.7996	0.8942
0.0591	33.2258	1030	0.7978	0.1196	0.7978	0.8932
0.0591	33.2903	1032	0.7300	0.1836	0.7300	0.8544
0.0591	33.3548	1034	0.6736	0.1902	0.6736	0.8207
0.0591	33.4194	1036	0.6744	0.0869	0.6744	0.8212
0.0591	33.4839	1038	0.6879	0.0869	0.6879	0.8294
0.0591	33.5484	1040	0.7138	0.1506	0.7138	0.8449
0.0591	33.6129	1042	0.7389	0.1342	0.7389	0.8596
0.0591	33.6774	1044	0.7472	0.0867	0.7472	0.8644
0.0591	33.7419	1046	0.7532	0.1243	0.7532	0.8679
0.0591	33.8065	1048	0.7574	0.1243	0.7574	0.8703
0.0591	33.8710	1050	0.7602	0.1243	0.7602	0.8719
0.0591	33.9355	1052	0.7529	0.0867	0.7529	0.8677
0.0591	34.0	1054	0.7415	0.0867	0.7415	0.8611
0.0591	34.0645	1056	0.7053	0.1965	0.7053	0.8398
0.0591	34.1290	1058	0.6956	0.1565	0.6956	0.8340
0.0591	34.1935	1060	0.6792	0.2339	0.6792	0.8242
0.0591	34.2581	1062	0.6982	0.1565	0.6982	0.8356
0.0591	34.3226	1064	0.7257	0.1899	0.7257	0.8519
0.0591	34.3871	1066	0.7215	0.1899	0.7215	0.8494
0.0591	34.4516	1068	0.6903	0.2258	0.6903	0.8309
0.0591	34.5161	1070	0.6818	0.0436	0.6818	0.8257
0.0591	34.5806	1072	0.6974	-0.0062	0.6974	0.8351
0.0591	34.6452	1074	0.6971	0.0914	0.6971	0.8349
0.0591	34.7097	1076	0.7086	0.2258	0.7086	0.8418
0.0591	34.7742	1078	0.7401	0.1836	0.7401	0.8603
0.0591	34.8387	1080	0.8058	0.0711	0.8058	0.8976
0.0591	34.9032	1082	0.8463	0.0676	0.8463	0.9199
0.0591	34.9677	1084	0.8896	0.0233	0.8896	0.9432
0.0591	35.0323	1086	0.8617	0.0260	0.8617	0.9283
0.0591	35.0968	1088	0.7940	0.0867	0.7940	0.8911

Framework versions

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