ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k19_task1_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: 0.8079
• Qwk: 0.6872
• Mse: 0.8079
• Rmse: 0.8989

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	5.1345	-0.0277	5.1345	2.2659
No log	0.0381	4	2.9306	0.1295	2.9306	1.7119
No log	0.0571	6	1.7981	0.0845	1.7981	1.3409
No log	0.0762	8	1.2796	0.2759	1.2796	1.1312
No log	0.0952	10	1.1299	0.2089	1.1299	1.0630
No log	0.1143	12	1.1791	0.1841	1.1791	1.0859
No log	0.1333	14	1.1288	0.2234	1.1288	1.0624
No log	0.1524	16	1.1729	0.1352	1.1729	1.0830
No log	0.1714	18	1.1898	0.1435	1.1898	1.0908
No log	0.1905	20	1.1890	0.1352	1.1890	1.0904
No log	0.2095	22	1.0796	0.2821	1.0796	1.0391
No log	0.2286	24	1.1631	0.3305	1.1631	1.0785
No log	0.2476	26	1.6601	0.1501	1.6601	1.2884
No log	0.2667	28	1.4148	0.2375	1.4148	1.1895
No log	0.2857	30	1.0454	0.4477	1.0454	1.0225
No log	0.3048	32	0.8427	0.4115	0.8427	0.9180
No log	0.3238	34	0.7985	0.4743	0.7985	0.8936
No log	0.3429	36	1.0888	0.5007	1.0888	1.0434
No log	0.3619	38	1.2791	0.4294	1.2791	1.1310
No log	0.3810	40	1.0470	0.5019	1.0470	1.0233
No log	0.4	42	0.7601	0.6054	0.7601	0.8718
No log	0.4190	44	0.7916	0.6167	0.7916	0.8897
No log	0.4381	46	1.0000	0.5206	1.0000	1.0000
No log	0.4571	48	0.9443	0.5506	0.9443	0.9717
No log	0.4762	50	0.8156	0.6195	0.8156	0.9031
No log	0.4952	52	0.7451	0.6701	0.7451	0.8632
No log	0.5143	54	0.8309	0.5963	0.8309	0.9116
No log	0.5333	56	1.0711	0.5287	1.0711	1.0349
No log	0.5524	58	0.9694	0.5519	0.9694	0.9846
No log	0.5714	60	1.2649	0.4815	1.2649	1.1247
No log	0.5905	62	1.1463	0.5074	1.1463	1.0707
No log	0.6095	64	0.7725	0.6891	0.7725	0.8789
No log	0.6286	66	0.6671	0.7503	0.6671	0.8167
No log	0.6476	68	0.7043	0.7075	0.7043	0.8392
No log	0.6667	70	0.6759	0.7168	0.6759	0.8221
No log	0.6857	72	0.6453	0.7427	0.6453	0.8033
No log	0.7048	74	0.6842	0.7230	0.6842	0.8272
No log	0.7238	76	0.7941	0.6598	0.7941	0.8911
No log	0.7429	78	0.9111	0.6137	0.9111	0.9545
No log	0.7619	80	1.0136	0.5887	1.0136	1.0068
No log	0.7810	82	0.7855	0.6606	0.7855	0.8863
No log	0.8	84	0.7169	0.6952	0.7169	0.8467
No log	0.8190	86	0.6801	0.7032	0.6801	0.8247
No log	0.8381	88	0.6754	0.7055	0.6754	0.8218
No log	0.8571	90	0.7102	0.7233	0.7102	0.8428
No log	0.8762	92	0.7151	0.7190	0.7151	0.8456
No log	0.8952	94	0.6825	0.7065	0.6825	0.8262
No log	0.9143	96	0.7904	0.7299	0.7904	0.8890
No log	0.9333	98	0.8177	0.6578	0.8177	0.9043
No log	0.9524	100	0.7353	0.7181	0.7353	0.8575
No log	0.9714	102	0.6880	0.7104	0.6880	0.8294
No log	0.9905	104	0.7239	0.6754	0.7239	0.8508
No log	1.0095	106	0.7518	0.6786	0.7518	0.8671
No log	1.0286	108	0.7190	0.7055	0.7190	0.8479
No log	1.0476	110	0.7892	0.7483	0.7892	0.8884
No log	1.0667	112	0.8154	0.7192	0.8154	0.9030
No log	1.0857	114	0.7888	0.7241	0.7888	0.8881
No log	1.1048	116	0.7706	0.7190	0.7706	0.8778
No log	1.1238	118	0.7648	0.7126	0.7648	0.8746
No log	1.1429	120	0.7262	0.7220	0.7262	0.8522
No log	1.1619	122	0.7034	0.6356	0.7034	0.8387
No log	1.1810	124	0.7079	0.7095	0.7079	0.8414
No log	1.2	126	0.6886	0.7058	0.6886	0.8298
No log	1.2190	128	0.7374	0.7073	0.7374	0.8587
No log	1.2381	130	0.7629	0.7266	0.7629	0.8734
No log	1.2571	132	0.9921	0.6623	0.9921	0.9960
No log	1.2762	134	1.1812	0.6013	1.1812	1.0868
No log	1.2952	136	1.1707	0.5914	1.1707	1.0820
No log	1.3143	138	0.9703	0.6623	0.9703	0.9850
No log	1.3333	140	0.8302	0.7150	0.8302	0.9112
No log	1.3524	142	0.7685	0.7389	0.7685	0.8766
No log	1.3714	144	0.7545	0.7015	0.7545	0.8686
No log	1.3905	146	0.7560	0.6749	0.7560	0.8695
No log	1.4095	148	0.7602	0.6674	0.7602	0.8719
No log	1.4286	150	0.7409	0.6623	0.7409	0.8608
No log	1.4476	152	0.7216	0.6916	0.7216	0.8495
No log	1.4667	154	0.6892	0.7095	0.6892	0.8302
No log	1.4857	156	0.7024	0.7111	0.7024	0.8381
No log	1.5048	158	0.6920	0.7374	0.6920	0.8319
No log	1.5238	160	0.7065	0.7343	0.7065	0.8405
No log	1.5429	162	0.7913	0.6692	0.7913	0.8895
No log	1.5619	164	0.7719	0.6735	0.7719	0.8786
No log	1.5810	166	0.7057	0.6616	0.7057	0.8400
No log	1.6	168	0.7957	0.6110	0.7957	0.8920
No log	1.6190	170	0.8521	0.6162	0.8521	0.9231
No log	1.6381	172	0.7710	0.5937	0.7710	0.8780
No log	1.6571	174	0.6965	0.7204	0.6965	0.8346
No log	1.6762	176	0.7374	0.7169	0.7374	0.8587
No log	1.6952	178	0.7128	0.7263	0.7128	0.8443
No log	1.7143	180	0.6965	0.6822	0.6965	0.8346
No log	1.7333	182	0.6901	0.6734	0.6901	0.8307
No log	1.7524	184	0.6865	0.6621	0.6865	0.8286
No log	1.7714	186	0.6808	0.7204	0.6808	0.8251
No log	1.7905	188	0.6992	0.7061	0.6992	0.8362
No log	1.8095	190	0.7419	0.7110	0.7419	0.8613
No log	1.8286	192	0.7564	0.6970	0.7564	0.8697
No log	1.8476	194	0.7839	0.6919	0.7839	0.8854
No log	1.8667	196	0.7754	0.7020	0.7754	0.8806
No log	1.8857	198	0.7713	0.6637	0.7713	0.8782
No log	1.9048	200	0.7086	0.6954	0.7086	0.8418
No log	1.9238	202	0.6734	0.6942	0.6734	0.8206
No log	1.9429	204	0.6542	0.7060	0.6542	0.8088
No log	1.9619	206	0.6381	0.7435	0.6381	0.7988
No log	1.9810	208	0.6245	0.7526	0.6245	0.7902
No log	2.0	210	0.6161	0.7332	0.6161	0.7849
No log	2.0190	212	0.6368	0.7152	0.6368	0.7980
No log	2.0381	214	0.6210	0.7311	0.6210	0.7881
No log	2.0571	216	0.6835	0.6967	0.6835	0.8267
No log	2.0762	218	0.7356	0.7056	0.7356	0.8576
No log	2.0952	220	0.6894	0.7459	0.6894	0.8303
No log	2.1143	222	0.7182	0.7188	0.7182	0.8475
No log	2.1333	224	0.7619	0.7015	0.7619	0.8728
No log	2.1524	226	0.7154	0.7206	0.7154	0.8458
No log	2.1714	228	0.6729	0.7433	0.6729	0.8203
No log	2.1905	230	0.6454	0.7363	0.6454	0.8033
No log	2.2095	232	0.6389	0.7390	0.6389	0.7993
No log	2.2286	234	0.6405	0.7318	0.6405	0.8003
No log	2.2476	236	0.6372	0.7213	0.6372	0.7982
No log	2.2667	238	0.6284	0.7042	0.6284	0.7927
No log	2.2857	240	0.6151	0.7120	0.6151	0.7843
No log	2.3048	242	0.6379	0.7071	0.6379	0.7987
No log	2.3238	244	0.6641	0.6854	0.6641	0.8149
No log	2.3429	246	0.6541	0.7309	0.6541	0.8088
No log	2.3619	248	0.6654	0.7147	0.6654	0.8157
No log	2.3810	250	0.7173	0.7114	0.7173	0.8470
No log	2.4	252	0.7240	0.7118	0.7240	0.8509
No log	2.4190	254	0.6795	0.7170	0.6795	0.8243
No log	2.4381	256	0.6734	0.6760	0.6734	0.8206
No log	2.4571	258	0.6936	0.6809	0.6936	0.8328
No log	2.4762	260	0.7915	0.6664	0.7915	0.8896
No log	2.4952	262	0.7516	0.6800	0.7516	0.8669
No log	2.5143	264	0.6665	0.6854	0.6665	0.8164
No log	2.5333	266	0.6654	0.6485	0.6654	0.8157
No log	2.5524	268	0.7710	0.6174	0.7710	0.8780
No log	2.5714	270	0.7649	0.6263	0.7649	0.8746
No log	2.5905	272	0.6666	0.6985	0.6666	0.8164
No log	2.6095	274	0.7047	0.712	0.7047	0.8394
No log	2.6286	276	0.8898	0.6537	0.8898	0.9433
No log	2.6476	278	1.0352	0.6368	1.0352	1.0175
No log	2.6667	280	0.9500	0.6673	0.9500	0.9747
No log	2.6857	282	0.7745	0.6643	0.7745	0.8801
No log	2.7048	284	0.6906	0.6940	0.6906	0.8310
No log	2.7238	286	0.6848	0.6837	0.6848	0.8275
No log	2.7429	288	0.6982	0.6747	0.6982	0.8356
No log	2.7619	290	0.7563	0.6712	0.7563	0.8697
No log	2.7810	292	0.8702	0.6223	0.8702	0.9329
No log	2.8	294	0.8126	0.6360	0.8126	0.9015
No log	2.8190	296	0.6939	0.6940	0.6939	0.8330
No log	2.8381	298	0.6774	0.6738	0.6774	0.8231
No log	2.8571	300	0.7168	0.7080	0.7168	0.8467
No log	2.8762	302	0.7475	0.7167	0.7475	0.8646
No log	2.8952	304	0.7394	0.7097	0.7394	0.8599
No log	2.9143	306	0.7466	0.7183	0.7466	0.8641
No log	2.9333	308	0.8008	0.6900	0.8008	0.8949
No log	2.9524	310	0.9332	0.6404	0.9332	0.9660
No log	2.9714	312	0.9240	0.6099	0.9240	0.9612
No log	2.9905	314	0.8089	0.6439	0.8089	0.8994
No log	3.0095	316	0.6745	0.6840	0.6745	0.8213
No log	3.0286	318	0.6257	0.7168	0.6257	0.7910
No log	3.0476	320	0.6560	0.7144	0.6560	0.8099
No log	3.0667	322	0.6614	0.7166	0.6614	0.8132
No log	3.0857	324	0.6584	0.7209	0.6584	0.8114
No log	3.1048	326	0.8053	0.6870	0.8053	0.8974
No log	3.1238	328	1.1417	0.6031	1.1417	1.0685
No log	3.1429	330	1.2533	0.5799	1.2533	1.1195
No log	3.1619	332	1.1457	0.5798	1.1457	1.0704
No log	3.1810	334	0.9367	0.6112	0.9367	0.9678
No log	3.2	336	0.7388	0.6689	0.7388	0.8596
No log	3.2190	338	0.6929	0.6799	0.6929	0.8324
No log	3.2381	340	0.7238	0.6868	0.7238	0.8507
No log	3.2571	342	0.8162	0.6581	0.8162	0.9034
No log	3.2762	344	0.8490	0.6521	0.8490	0.9214
No log	3.2952	346	0.7835	0.6544	0.7835	0.8852
No log	3.3143	348	0.6910	0.7226	0.6910	0.8313
No log	3.3333	350	0.6669	0.7287	0.6669	0.8166
No log	3.3524	352	0.6653	0.7205	0.6653	0.8157
No log	3.3714	354	0.6787	0.7221	0.6787	0.8238
No log	3.3905	356	0.7099	0.7125	0.7099	0.8425
No log	3.4095	358	0.7979	0.6742	0.7979	0.8933
No log	3.4286	360	0.8328	0.6609	0.8328	0.9126
No log	3.4476	362	0.8081	0.6699	0.8081	0.8989
No log	3.4667	364	0.7746	0.6803	0.7746	0.8801
No log	3.4857	366	0.7224	0.6949	0.7224	0.8500
No log	3.5048	368	0.6938	0.7126	0.6938	0.8329
No log	3.5238	370	0.7029	0.7001	0.7029	0.8384
No log	3.5429	372	0.7865	0.6732	0.7865	0.8868
No log	3.5619	374	0.9959	0.6332	0.9959	0.9979
No log	3.5810	376	1.1326	0.6280	1.1326	1.0642
No log	3.6	378	1.2264	0.6293	1.2264	1.1074
No log	3.6190	380	1.1398	0.6266	1.1398	1.0676
No log	3.6381	382	0.9693	0.6197	0.9693	0.9845
No log	3.6571	384	0.8102	0.6486	0.8102	0.9001
No log	3.6762	386	0.7293	0.6790	0.7293	0.8540
No log	3.6952	388	0.7216	0.6881	0.7216	0.8495
No log	3.7143	390	0.7626	0.6904	0.7626	0.8733
No log	3.7333	392	0.8037	0.6911	0.8037	0.8965
No log	3.7524	394	0.8427	0.6703	0.8427	0.9180
No log	3.7714	396	0.7831	0.6934	0.7831	0.8850
No log	3.7905	398	0.6721	0.7413	0.6721	0.8198
No log	3.8095	400	0.6519	0.7617	0.6519	0.8074
No log	3.8286	402	0.6411	0.7508	0.6411	0.8007
No log	3.8476	404	0.6092	0.7422	0.6092	0.7805
No log	3.8667	406	0.6429	0.7143	0.6429	0.8018
No log	3.8857	408	0.7101	0.6911	0.7101	0.8427
No log	3.9048	410	0.7443	0.6791	0.7443	0.8627
No log	3.9238	412	0.7105	0.6953	0.7105	0.8429
No log	3.9429	414	0.6523	0.7208	0.6523	0.8077
No log	3.9619	416	0.6610	0.7291	0.6610	0.8130
No log	3.9810	418	0.7104	0.7015	0.7104	0.8428
No log	4.0	420	0.7869	0.6907	0.7869	0.8871
No log	4.0190	422	0.7879	0.6907	0.7879	0.8877
No log	4.0381	424	0.7327	0.6999	0.7327	0.8560
No log	4.0571	426	0.6735	0.7246	0.6735	0.8207
No log	4.0762	428	0.6626	0.7127	0.6626	0.8140
No log	4.0952	430	0.6742	0.7167	0.6742	0.8211
No log	4.1143	432	0.6874	0.7347	0.6874	0.8291
No log	4.1333	434	0.6948	0.7422	0.6948	0.8335
No log	4.1524	436	0.6967	0.7466	0.6967	0.8347
No log	4.1714	438	0.7035	0.7331	0.7035	0.8388
No log	4.1905	440	0.6996	0.7256	0.6996	0.8364
No log	4.2095	442	0.6945	0.7165	0.6945	0.8333
No log	4.2286	444	0.7205	0.7116	0.7205	0.8488
No log	4.2476	446	0.8143	0.6750	0.8143	0.9024
No log	4.2667	448	0.9060	0.6706	0.9060	0.9518
No log	4.2857	450	0.8967	0.6784	0.8967	0.9469
No log	4.3048	452	0.8462	0.6839	0.8462	0.9199
No log	4.3238	454	0.8259	0.6786	0.8259	0.9088
No log	4.3429	456	0.7955	0.6940	0.7955	0.8919
No log	4.3619	458	0.8115	0.6857	0.8115	0.9009
No log	4.3810	460	0.8728	0.6796	0.8728	0.9342
No log	4.4	462	1.0035	0.6366	1.0035	1.0018
No log	4.4190	464	1.0578	0.6193	1.0578	1.0285
No log	4.4381	466	0.9889	0.6410	0.9889	0.9944
No log	4.4571	468	0.8904	0.6300	0.8904	0.9436
No log	4.4762	470	0.8244	0.6547	0.8244	0.9080
No log	4.4952	472	0.7585	0.6720	0.7585	0.8709
No log	4.5143	474	0.7183	0.6966	0.7183	0.8475
No log	4.5333	476	0.7239	0.7047	0.7239	0.8508
No log	4.5524	478	0.8227	0.6600	0.8227	0.9070
No log	4.5714	480	1.0079	0.6364	1.0079	1.0039
No log	4.5905	482	1.0616	0.6284	1.0616	1.0304
No log	4.6095	484	0.9520	0.6423	0.9520	0.9757
No log	4.6286	486	0.7789	0.6911	0.7789	0.8826
No log	4.6476	488	0.6650	0.7342	0.6650	0.8154
No log	4.6667	490	0.6342	0.7345	0.6342	0.7964
No log	4.6857	492	0.6257	0.7185	0.6257	0.7910
No log	4.7048	494	0.6529	0.7181	0.6529	0.8080
No log	4.7238	496	0.7312	0.6571	0.7312	0.8551
No log	4.7429	498	0.8722	0.6154	0.8722	0.9339
0.4449	4.7619	500	1.0403	0.6190	1.0403	1.0199
0.4449	4.7810	502	1.0691	0.6125	1.0691	1.0340
0.4449	4.8	504	0.9549	0.6250	0.9549	0.9772
0.4449	4.8190	506	0.7957	0.6910	0.7957	0.8920
0.4449	4.8381	508	0.6809	0.7459	0.6809	0.8252
0.4449	4.8571	510	0.6419	0.7406	0.6419	0.8012
0.4449	4.8762	512	0.6295	0.7291	0.6295	0.7934
0.4449	4.8952	514	0.6243	0.7278	0.6243	0.7902
0.4449	4.9143	516	0.6593	0.7266	0.6593	0.8120
0.4449	4.9333	518	0.7322	0.6870	0.7322	0.8557
0.4449	4.9524	520	0.8068	0.6893	0.8068	0.8982
0.4449	4.9714	522	0.8440	0.6705	0.8440	0.9187
0.4449	4.9905	524	0.8242	0.6962	0.8242	0.9079
0.4449	5.0095	526	0.7688	0.7104	0.7688	0.8768
0.4449	5.0286	528	0.7362	0.7207	0.7362	0.8580
0.4449	5.0476	530	0.7544	0.7156	0.7544	0.8685
0.4449	5.0667	532	0.8288	0.6705	0.8288	0.9104
0.4449	5.0857	534	0.9687	0.6357	0.9687	0.9842
0.4449	5.1048	536	1.0567	0.6241	1.0567	1.0280
0.4449	5.1238	538	1.0511	0.6149	1.0511	1.0252
0.4449	5.1429	540	1.0206	0.6009	1.0206	1.0103
0.4449	5.1619	542	1.0107	0.6009	1.0107	1.0053
0.4449	5.1810	544	0.9817	0.6169	0.9817	0.9908
0.4449	5.2	546	0.9648	0.6291	0.9648	0.9822
0.4449	5.2190	548	0.8902	0.6333	0.8902	0.9435
0.4449	5.2381	550	0.8118	0.6878	0.8118	0.9010
0.4449	5.2571	552	0.7958	0.7046	0.7958	0.8921
0.4449	5.2762	554	0.8157	0.6878	0.8157	0.9031
0.4449	5.2952	556	0.8561	0.6745	0.8561	0.9252
0.4449	5.3143	558	0.8439	0.6697	0.8439	0.9186
0.4449	5.3333	560	0.8395	0.6697	0.8395	0.9162
0.4449	5.3524	562	0.7851	0.6939	0.7851	0.8861
0.4449	5.3714	564	0.7386	0.7023	0.7386	0.8594
0.4449	5.3905	566	0.7341	0.7063	0.7341	0.8568
0.4449	5.4095	568	0.7334	0.7063	0.7334	0.8564
0.4449	5.4286	570	0.7735	0.6987	0.7735	0.8795
0.4449	5.4476	572	0.8083	0.6702	0.8083	0.8990
0.4449	5.4667	574	0.8500	0.6680	0.8500	0.9220
0.4449	5.4857	576	0.8544	0.6658	0.8544	0.9243
0.4449	5.5048	578	0.8229	0.6688	0.8229	0.9071
0.4449	5.5238	580	0.8115	0.6710	0.8115	0.9008
0.4449	5.5429	582	0.8401	0.6608	0.8401	0.9166
0.4449	5.5619	584	0.8809	0.6658	0.8809	0.9386
0.4449	5.5810	586	0.9492	0.6628	0.9492	0.9742
0.4449	5.6	588	0.9533	0.6372	0.9533	0.9764
0.4449	5.6190	590	0.9145	0.6346	0.9145	0.9563
0.4449	5.6381	592	0.8428	0.6545	0.8428	0.9180
0.4449	5.6571	594	0.7725	0.6745	0.7725	0.8789
0.4449	5.6762	596	0.7655	0.6775	0.7655	0.8749
0.4449	5.6952	598	0.7974	0.6735	0.7974	0.8929
0.4449	5.7143	600	0.7984	0.6714	0.7984	0.8935
0.4449	5.7333	602	0.8243	0.6476	0.8243	0.9079
0.4449	5.7524	604	0.8360	0.6495	0.8360	0.9143
0.4449	5.7714	606	0.8116	0.6395	0.8116	0.9009
0.4449	5.7905	608	0.8321	0.6469	0.8321	0.9122
0.4449	5.8095	610	0.8810	0.6345	0.8810	0.9386
0.4449	5.8286	612	0.9519	0.6132	0.9519	0.9757
0.4449	5.8476	614	1.0199	0.6132	1.0199	1.0099
0.4449	5.8667	616	1.0977	0.6070	1.0977	1.0477
0.4449	5.8857	618	1.1001	0.6070	1.1001	1.0488
0.4449	5.9048	620	1.0269	0.6141	1.0269	1.0133
0.4449	5.9238	622	0.9077	0.6385	0.9077	0.9527
0.4449	5.9429	624	0.7993	0.6683	0.7993	0.8941
0.4449	5.9619	626	0.7422	0.6589	0.7422	0.8615
0.4449	5.9810	628	0.7413	0.6589	0.7413	0.8610
0.4449	6.0	630	0.7851	0.6571	0.7851	0.8860
0.4449	6.0190	632	0.8618	0.6466	0.8618	0.9283
0.4449	6.0381	634	0.9524	0.6240	0.9524	0.9759
0.4449	6.0571	636	1.0541	0.6311	1.0541	1.0267
0.4449	6.0762	638	1.0824	0.6298	1.0824	1.0404
0.4449	6.0952	640	1.0427	0.6363	1.0427	1.0211
0.4449	6.1143	642	0.9837	0.6416	0.9837	0.9918
0.4449	6.1333	644	0.9266	0.6499	0.9266	0.9626
0.4449	6.1524	646	0.8885	0.6535	0.8885	0.9426
0.4449	6.1714	648	0.8793	0.6535	0.8793	0.9377
0.4449	6.1905	650	0.9218	0.6578	0.9218	0.9601
0.4449	6.2095	652	0.9318	0.6578	0.9318	0.9653
0.4449	6.2286	654	0.9151	0.6593	0.9151	0.9566
0.4449	6.2476	656	0.9001	0.6593	0.9001	0.9487
0.4449	6.2667	658	0.9077	0.6466	0.9077	0.9528
0.4449	6.2857	660	0.8489	0.6449	0.8489	0.9214
0.4449	6.3048	662	0.8359	0.6449	0.8359	0.9143
0.4449	6.3238	664	0.8244	0.6554	0.8244	0.9080
0.4449	6.3429	666	0.8303	0.6554	0.8303	0.9112
0.4449	6.3619	668	0.8900	0.6593	0.8900	0.9434
0.4449	6.3810	670	0.9790	0.6384	0.9790	0.9894
0.4449	6.4	672	1.0325	0.6328	1.0325	1.0161
0.4449	6.4190	674	0.9995	0.6286	0.9995	0.9997
0.4449	6.4381	676	0.8997	0.7006	0.8997	0.9485
0.4449	6.4571	678	0.8331	0.7092	0.8331	0.9128
0.4449	6.4762	680	0.8012	0.7122	0.8012	0.8951
0.4449	6.4952	682	0.7778	0.6842	0.7778	0.8819
0.4449	6.5143	684	0.7813	0.6744	0.7813	0.8839
0.4449	6.5333	686	0.7665	0.6566	0.7665	0.8755
0.4449	6.5524	688	0.7498	0.6562	0.7498	0.8659
0.4449	6.5714	690	0.7235	0.6698	0.7235	0.8506
0.4449	6.5905	692	0.7309	0.6931	0.7309	0.8549
0.4449	6.6095	694	0.7462	0.7054	0.7462	0.8638
0.4449	6.6286	696	0.7512	0.7120	0.7512	0.8667
0.4449	6.6476	698	0.7547	0.7247	0.7547	0.8688
0.4449	6.6667	700	0.7442	0.7213	0.7442	0.8627
0.4449	6.6857	702	0.7344	0.7266	0.7344	0.8569
0.4449	6.7048	704	0.7174	0.7297	0.7174	0.8470
0.4449	6.7238	706	0.6990	0.7297	0.6990	0.8361
0.4449	6.7429	708	0.7081	0.7381	0.7081	0.8415
0.4449	6.7619	710	0.7173	0.7350	0.7173	0.8470
0.4449	6.7810	712	0.7251	0.7047	0.7251	0.8515
0.4449	6.8	714	0.7436	0.6811	0.7436	0.8623
0.4449	6.8190	716	0.7476	0.6704	0.7476	0.8646
0.4449	6.8381	718	0.7694	0.6613	0.7694	0.8772
0.4449	6.8571	720	0.8057	0.6457	0.8057	0.8976
0.4449	6.8762	722	0.8196	0.6566	0.8196	0.9053
0.4449	6.8952	724	0.8242	0.6581	0.8242	0.9079
0.4449	6.9143	726	0.8148	0.6581	0.8148	0.9027
0.4449	6.9333	728	0.7788	0.6757	0.7788	0.8825
0.4449	6.9524	730	0.7357	0.6722	0.7357	0.8577
0.4449	6.9714	732	0.7254	0.6754	0.7254	0.8517
0.4449	6.9905	734	0.7270	0.6754	0.7270	0.8526
0.4449	7.0095	736	0.7236	0.6782	0.7236	0.8506
0.4449	7.0286	738	0.7230	0.6857	0.7230	0.8503
0.4449	7.0476	740	0.7297	0.6797	0.7297	0.8542
0.4449	7.0667	742	0.7377	0.6755	0.7377	0.8589
0.4449	7.0857	744	0.7424	0.6713	0.7424	0.8616
0.4449	7.1048	746	0.7542	0.6747	0.7542	0.8685
0.4449	7.1238	748	0.7578	0.6747	0.7578	0.8705
0.4449	7.1429	750	0.7385	0.6822	0.7385	0.8594
0.4449	7.1619	752	0.7233	0.6988	0.7233	0.8505
0.4449	7.1810	754	0.6971	0.6864	0.6971	0.8349
0.4449	7.2	756	0.6799	0.7107	0.6799	0.8246
0.4449	7.2190	758	0.6689	0.7175	0.6689	0.8179
0.4449	7.2381	760	0.6563	0.7216	0.6563	0.8101
0.4449	7.2571	762	0.6632	0.7246	0.6632	0.8144
0.4449	7.2762	764	0.6783	0.7065	0.6783	0.8236
0.4449	7.2952	766	0.6936	0.6943	0.6936	0.8328
0.4449	7.3143	768	0.7083	0.7051	0.7083	0.8416
0.4449	7.3333	770	0.7165	0.7045	0.7165	0.8465
0.4449	7.3524	772	0.7424	0.7027	0.7424	0.8616
0.4449	7.3714	774	0.7835	0.6945	0.7835	0.8852
0.4449	7.3905	776	0.8231	0.6789	0.8231	0.9073
0.4449	7.4095	778	0.8449	0.6616	0.8449	0.9192
0.4449	7.4286	780	0.8247	0.6592	0.8247	0.9081
0.4449	7.4476	782	0.7856	0.6622	0.7856	0.8863
0.4449	7.4667	784	0.7464	0.6539	0.7464	0.8639
0.4449	7.4857	786	0.7312	0.6441	0.7312	0.8551
0.4449	7.5048	788	0.7073	0.6348	0.7073	0.8410
0.4449	7.5238	790	0.6865	0.6709	0.6865	0.8286
0.4449	7.5429	792	0.6968	0.6399	0.6968	0.8347
0.4449	7.5619	794	0.7295	0.6449	0.7295	0.8541
0.4449	7.5810	796	0.7564	0.6578	0.7564	0.8697
0.4449	7.6	798	0.7758	0.6505	0.7758	0.8808
0.4449	7.6190	800	0.7861	0.6520	0.7861	0.8866
0.4449	7.6381	802	0.7726	0.6700	0.7726	0.8790
0.4449	7.6571	804	0.7576	0.6923	0.7576	0.8704
0.4449	7.6762	806	0.7495	0.7004	0.7495	0.8657
0.4449	7.6952	808	0.7380	0.7023	0.7380	0.8591
0.4449	7.7143	810	0.7316	0.7023	0.7316	0.8554
0.4449	7.7333	812	0.7326	0.7023	0.7326	0.8559
0.4449	7.7524	814	0.7433	0.6829	0.7433	0.8621
0.4449	7.7714	816	0.7463	0.6842	0.7463	0.8639
0.4449	7.7905	818	0.7582	0.6611	0.7582	0.8707
0.4449	7.8095	820	0.7695	0.6611	0.7695	0.8772
0.4449	7.8286	822	0.7712	0.6543	0.7712	0.8782
0.4449	7.8476	824	0.7664	0.6528	0.7664	0.8754
0.4449	7.8667	826	0.7535	0.6543	0.7535	0.8681
0.4449	7.8857	828	0.7584	0.6543	0.7584	0.8708
0.4449	7.9048	830	0.7626	0.6694	0.7626	0.8733
0.4449	7.9238	832	0.7946	0.6588	0.7946	0.8914
0.4449	7.9429	834	0.8092	0.6624	0.8092	0.8996
0.4449	7.9619	836	0.7986	0.6696	0.7986	0.8937
0.4449	7.9810	838	0.7814	0.6653	0.7814	0.8840
0.4449	8.0	840	0.7736	0.6536	0.7736	0.8795
0.4449	8.0190	842	0.7691	0.6441	0.7691	0.8770
0.4449	8.0381	844	0.7609	0.6441	0.7609	0.8723
0.4449	8.0571	846	0.7628	0.6441	0.7628	0.8734
0.4449	8.0762	848	0.7560	0.6376	0.7560	0.8695
0.4449	8.0952	850	0.7541	0.6376	0.7541	0.8684
0.4449	8.1143	852	0.7577	0.6376	0.7577	0.8705
0.4449	8.1333	854	0.7501	0.6464	0.7501	0.8661
0.4449	8.1524	856	0.7352	0.6480	0.7352	0.8575
0.4449	8.1714	858	0.7402	0.6556	0.7402	0.8603
0.4449	8.1905	860	0.7691	0.6827	0.7691	0.8770
0.4449	8.2095	862	0.7992	0.6827	0.7992	0.8940
0.4449	8.2286	864	0.8401	0.6710	0.8401	0.9166
0.4449	8.2476	866	0.8701	0.6694	0.8701	0.9328
0.4449	8.2667	868	0.8806	0.6385	0.8806	0.9384
0.4449	8.2857	870	0.8762	0.6488	0.8762	0.9360
0.4449	8.3048	872	0.8459	0.6694	0.8459	0.9197
0.4449	8.3238	874	0.8007	0.6651	0.8007	0.8948
0.4449	8.3429	876	0.7677	0.6639	0.7677	0.8762
0.4449	8.3619	878	0.7363	0.6485	0.7363	0.8581
0.4449	8.3810	880	0.7206	0.6485	0.7206	0.8489
0.4449	8.4	882	0.7011	0.6535	0.7011	0.8373
0.4449	8.4190	884	0.6907	0.6708	0.6907	0.8311
0.4449	8.4381	886	0.6944	0.6749	0.6944	0.8333
0.4449	8.4571	888	0.7123	0.6554	0.7123	0.8440
0.4449	8.4762	890	0.7361	0.6625	0.7361	0.8579
0.4449	8.4952	892	0.7589	0.6646	0.7589	0.8711
0.4449	8.5143	894	0.7709	0.6646	0.7709	0.8780
0.4449	8.5333	896	0.7715	0.6646	0.7715	0.8784
0.4449	8.5524	898	0.7653	0.6687	0.7653	0.8748
0.4449	8.5714	900	0.7484	0.6782	0.7484	0.8651
0.4449	8.5905	902	0.7312	0.6889	0.7312	0.8551
0.4449	8.6095	904	0.7277	0.6971	0.7277	0.8531
0.4449	8.6286	906	0.7299	0.7187	0.7299	0.8543
0.4449	8.6476	908	0.7250	0.7063	0.7250	0.8515
0.4449	8.6667	910	0.7235	0.7292	0.7235	0.8506
0.4449	8.6857	912	0.7250	0.7292	0.7250	0.8515
0.4449	8.7048	914	0.7315	0.7292	0.7315	0.8552
0.4449	8.7238	916	0.7356	0.7160	0.7356	0.8576
0.4449	8.7429	918	0.7408	0.7142	0.7408	0.8607
0.4449	8.7619	920	0.7434	0.7103	0.7434	0.8622
0.4449	8.7810	922	0.7525	0.7103	0.7525	0.8675
0.4449	8.8	924	0.7498	0.7136	0.7498	0.8659
0.4449	8.8190	926	0.7436	0.7021	0.7436	0.8623
0.4449	8.8381	928	0.7434	0.6970	0.7434	0.8622
0.4449	8.8571	930	0.7466	0.6930	0.7466	0.8641
0.4449	8.8762	932	0.7556	0.6883	0.7556	0.8692
0.4449	8.8952	934	0.7615	0.6963	0.7615	0.8727
0.4449	8.9143	936	0.7713	0.6923	0.7713	0.8783
0.4449	8.9333	938	0.7843	0.6775	0.7843	0.8856
0.4449	8.9524	940	0.7901	0.6745	0.7901	0.8889
0.4449	8.9714	942	0.7927	0.6745	0.7927	0.8903
0.4449	8.9905	944	0.7980	0.6745	0.7980	0.8933
0.4449	9.0095	946	0.8026	0.6775	0.8026	0.8959
0.4449	9.0286	948	0.7986	0.6775	0.7986	0.8937
0.4449	9.0476	950	0.7882	0.6923	0.7882	0.8878
0.4449	9.0667	952	0.7749	0.7043	0.7749	0.8803
0.4449	9.0857	954	0.7593	0.7049	0.7593	0.8714
0.4449	9.1048	956	0.7473	0.7088	0.7473	0.8645
0.4449	9.1238	958	0.7425	0.7088	0.7425	0.8617
0.4449	9.1429	960	0.7351	0.7076	0.7351	0.8574
0.4449	9.1619	962	0.7298	0.7021	0.7298	0.8543
0.4449	9.1810	964	0.7305	0.7021	0.7305	0.8547
0.4449	9.2	966	0.7364	0.7088	0.7364	0.8581
0.4449	9.2190	968	0.7500	0.7088	0.7500	0.8661
0.4449	9.2381	970	0.7709	0.7043	0.7709	0.8780
0.4449	9.2571	972	0.7961	0.6928	0.7961	0.8923
0.4449	9.2762	974	0.8178	0.6832	0.8178	0.9043
0.4449	9.2952	976	0.8288	0.6704	0.8288	0.9104
0.4449	9.3143	978	0.8327	0.6704	0.8327	0.9125
0.4449	9.3333	980	0.8370	0.6704	0.8370	0.9149
0.4449	9.3524	982	0.8363	0.6704	0.8363	0.9145
0.4449	9.3714	984	0.8276	0.6872	0.8276	0.9097
0.4449	9.3905	986	0.8210	0.6950	0.8210	0.9061
0.4449	9.4095	988	0.8140	0.6939	0.8140	0.9022
0.4449	9.4286	990	0.8030	0.6974	0.8030	0.8961
0.4449	9.4476	992	0.7931	0.7040	0.7931	0.8906
0.4449	9.4667	994	0.7862	0.7058	0.7862	0.8867
0.4449	9.4857	996	0.7838	0.7058	0.7838	0.8853
0.4449	9.5048	998	0.7801	0.7058	0.7801	0.8832
0.0663	9.5238	1000	0.7768	0.7076	0.7768	0.8813
0.0663	9.5429	1002	0.7736	0.7076	0.7736	0.8796
0.0663	9.5619	1004	0.7704	0.7076	0.7704	0.8777
0.0663	9.5810	1006	0.7677	0.7058	0.7677	0.8762
0.0663	9.6	1008	0.7648	0.7058	0.7648	0.8745
0.0663	9.6190	1010	0.7632	0.7070	0.7632	0.8736
0.0663	9.6381	1012	0.7632	0.7070	0.7632	0.8736
0.0663	9.6571	1014	0.7656	0.7043	0.7656	0.8750
0.0663	9.6762	1016	0.7688	0.7003	0.7688	0.8768
0.0663	9.6952	1018	0.7745	0.7003	0.7745	0.8800
0.0663	9.7143	1020	0.7806	0.7003	0.7806	0.8835
0.0663	9.7333	1022	0.7868	0.6963	0.7868	0.8870
0.0663	9.7524	1024	0.7912	0.6872	0.7912	0.8895
0.0663	9.7714	1026	0.7957	0.6872	0.7957	0.8920
0.0663	9.7905	1028	0.7979	0.6928	0.7979	0.8933
0.0663	9.8095	1030	0.7998	0.6928	0.7998	0.8943
0.0663	9.8286	1032	0.7999	0.6928	0.7999	0.8944
0.0663	9.8476	1034	0.8004	0.6911	0.8004	0.8946
0.0663	9.8667	1036	0.8007	0.6911	0.8007	0.8948
0.0663	9.8857	1038	0.8011	0.6950	0.8011	0.8951
0.0663	9.9048	1040	0.8023	0.6911	0.8023	0.8957
0.0663	9.9238	1042	0.8043	0.6911	0.8043	0.8969
0.0663	9.9429	1044	0.8063	0.6872	0.8063	0.8979
0.0663	9.9619	1046	0.8073	0.6872	0.8073	0.8985
0.0663	9.9810	1048	0.8079	0.6872	0.8079	0.8988
0.0663	10.0	1050	0.8079	0.6872	0.8079	0.8989

Framework versions

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