ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k20_task3_organization

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

• Loss: 0.6057
• Qwk: 0.3131
• Mse: 0.6057
• Rmse: 0.7782

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 2e-05
• train_batch_size: 8
• eval_batch_size: 8
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0198	2	3.0565	-0.0205	3.0565	1.7483
No log	0.0396	4	1.5812	0.0255	1.5812	1.2575
No log	0.0594	6	0.7842	0.1373	0.7842	0.8856
No log	0.0792	8	0.6365	0.1515	0.6365	0.7978
No log	0.0990	10	0.7495	-0.0222	0.7495	0.8657
No log	0.1188	12	1.1252	-0.0196	1.1252	1.0608
No log	0.1386	14	1.0129	-0.0510	1.0129	1.0064
No log	0.1584	16	0.7673	0.1373	0.7673	0.8760
No log	0.1782	18	0.6107	0.0909	0.6107	0.7815
No log	0.1980	20	0.5936	0.0476	0.5936	0.7705
No log	0.2178	22	0.6410	0.0933	0.6410	0.8006
No log	0.2376	24	0.6156	0.0388	0.6156	0.7846
No log	0.2574	26	0.6503	0.2653	0.6503	0.8064
No log	0.2772	28	0.6527	0.2533	0.6527	0.8079
No log	0.2970	30	0.6864	0.2083	0.6864	0.8285
No log	0.3168	32	0.6549	0.2281	0.6549	0.8093
No log	0.3366	34	0.5866	0.0	0.5866	0.7659
No log	0.3564	36	0.5937	0.0	0.5937	0.7705
No log	0.3762	38	0.6404	0.0	0.6404	0.8003
No log	0.3960	40	0.6010	0.0	0.6010	0.7752
No log	0.4158	42	0.7477	0.1667	0.7477	0.8647
No log	0.4356	44	0.9544	0.1111	0.9544	0.9769
No log	0.4554	46	0.8023	0.1416	0.8023	0.8957
No log	0.4752	48	0.6587	-0.0196	0.6587	0.8116
No log	0.4950	50	0.6956	0.1079	0.6956	0.8341
No log	0.5149	52	0.8013	0.0562	0.8013	0.8951
No log	0.5347	54	0.7051	0.1678	0.7051	0.8397
No log	0.5545	56	0.6928	0.0345	0.6928	0.8323
No log	0.5743	58	0.7110	0.125	0.7110	0.8432
No log	0.5941	60	0.7869	0.1111	0.7869	0.8871
No log	0.6139	62	0.6130	0.1264	0.6130	0.7829
No log	0.6337	64	0.5411	0.2222	0.5411	0.7356
No log	0.6535	66	0.5036	0.1533	0.5036	0.7097
No log	0.6733	68	0.5227	0.2752	0.5227	0.7230
No log	0.6931	70	0.5738	0.2000	0.5738	0.7575
No log	0.7129	72	0.5214	0.2353	0.5214	0.7221
No log	0.7327	74	0.6481	0.2444	0.6481	0.8050
No log	0.7525	76	0.7548	0.1220	0.7548	0.8688
No log	0.7723	78	0.5715	0.25	0.5715	0.7560
No log	0.7921	80	0.5621	0.1195	0.5621	0.7497
No log	0.8119	82	0.8701	0.1174	0.8701	0.9328
No log	0.8317	84	1.1532	0.1343	1.1532	1.0739
No log	0.8515	86	0.8360	0.2696	0.8360	0.9143
No log	0.8713	88	0.8122	0.1269	0.8122	0.9012
No log	0.8911	90	0.9259	0.0798	0.9259	0.9623
No log	0.9109	92	0.6572	0.3520	0.6572	0.8107
No log	0.9307	94	1.0279	0.1562	1.0279	1.0139
No log	0.9505	96	1.8760	0.0877	1.8760	1.3697
No log	0.9703	98	2.3209	0.0733	2.3209	1.5234
No log	0.9901	100	1.4323	0.1233	1.4323	1.1968
No log	1.0099	102	0.7442	0.28	0.7442	0.8627
No log	1.0297	104	1.2653	0.0373	1.2653	1.1248
No log	1.0495	106	1.4227	0.0476	1.4227	1.1928
No log	1.0693	108	0.8444	0.1579	0.8444	0.9189
No log	1.0891	110	1.0711	0.1698	1.0711	1.0350
No log	1.1089	112	1.7699	0.1210	1.7699	1.3304
No log	1.1287	114	1.2049	0.1788	1.2049	1.0977
No log	1.1485	116	0.5412	0.3000	0.5412	0.7357
No log	1.1683	118	0.5549	0.3659	0.5549	0.7449
No log	1.1881	120	0.5112	0.2432	0.5112	0.7150
No log	1.2079	122	1.0285	0.1608	1.0285	1.0142
No log	1.2277	124	1.6034	0.1818	1.6034	1.2663
No log	1.2475	126	1.1680	0.2208	1.1680	1.0807
No log	1.2673	128	0.9340	0.3381	0.9340	0.9664
No log	1.2871	130	0.7616	0.3386	0.7616	0.8727
No log	1.3069	132	0.7924	0.3359	0.7924	0.8902
No log	1.3267	134	1.1891	0.2152	1.1891	1.0905
No log	1.3465	136	1.3706	0.2195	1.3706	1.1707
No log	1.3663	138	0.6865	0.3571	0.6865	0.8285
No log	1.3861	140	0.6351	0.3016	0.6351	0.7969
No log	1.4059	142	0.6572	0.2549	0.6572	0.8107
No log	1.4257	144	1.0868	0.2057	1.0868	1.0425
No log	1.4455	146	1.0347	0.1461	1.0347	1.0172
No log	1.4653	148	0.6522	0.2577	0.6522	0.8076
No log	1.4851	150	0.6116	0.2527	0.6116	0.7820
No log	1.5050	152	0.6256	0.2787	0.6256	0.7909
No log	1.5248	154	0.8079	0.2569	0.8079	0.8988
No log	1.5446	156	1.1654	0.1792	1.1654	1.0796
No log	1.5644	158	0.7782	0.3858	0.7782	0.8821
No log	1.5842	160	0.6206	0.2340	0.6206	0.7878
No log	1.6040	162	0.8300	0.3824	0.8300	0.9110
No log	1.6238	164	0.9754	0.2892	0.9754	0.9876
No log	1.6436	166	1.0417	0.2448	1.0417	1.0206
No log	1.6634	168	0.7833	0.3422	0.7833	0.8850
No log	1.6832	170	0.7943	0.4138	0.7943	0.8913
No log	1.7030	172	0.6686	0.3131	0.6686	0.8177
No log	1.7228	174	0.6092	0.3161	0.6092	0.7805
No log	1.7426	176	0.8658	0.2243	0.8658	0.9305
No log	1.7624	178	1.5148	0.1549	1.5148	1.2308
No log	1.7822	180	1.1223	0.1246	1.1223	1.0594
No log	1.8020	182	0.5909	0.2766	0.5909	0.7687
No log	1.8218	184	0.5624	0.3446	0.5624	0.7499
No log	1.8416	186	0.6057	0.3725	0.6057	0.7783
No log	1.8614	188	1.0225	0.1304	1.0225	1.0112
No log	1.8812	190	1.1452	0.1049	1.1452	1.0702
No log	1.9010	192	0.9912	0.1882	0.9912	0.9956
No log	1.9208	194	1.3329	0.1402	1.3329	1.1545
No log	1.9406	196	1.2538	0.1628	1.2538	1.1197
No log	1.9604	198	1.0466	0.1822	1.0466	1.0230
No log	1.9802	200	0.5727	0.3267	0.5727	0.7568
No log	2.0	202	0.5714	0.4112	0.5714	0.7559
No log	2.0198	204	0.5386	0.3730	0.5386	0.7339
No log	2.0396	206	0.8079	0.3333	0.8079	0.8988
No log	2.0594	208	1.1226	0.1941	1.1226	1.0595
No log	2.0792	210	0.8707	0.3036	0.8707	0.9331
No log	2.0990	212	0.6676	0.3067	0.6676	0.8171
No log	2.1188	214	0.5510	0.4059	0.5510	0.7423
No log	2.1386	216	0.6687	0.3043	0.6687	0.8178
No log	2.1584	218	0.8077	0.3036	0.8077	0.8987
No log	2.1782	220	0.6787	0.3043	0.6787	0.8238
No log	2.1980	222	0.6275	0.3067	0.6275	0.7922
No log	2.2178	224	0.6445	0.3593	0.6445	0.8028
No log	2.2376	226	0.8953	0.2754	0.8953	0.9462
No log	2.2574	228	1.2303	0.2273	1.2303	1.1092
No log	2.2772	230	1.0022	0.3584	1.0022	1.0011
No log	2.2970	232	0.8269	0.2569	0.8269	0.9093
No log	2.3168	234	0.7575	0.2414	0.7575	0.8703
No log	2.3366	236	0.7903	0.2743	0.7903	0.8890
No log	2.3564	238	0.7051	0.2877	0.7051	0.8397
No log	2.3762	240	0.5289	0.3333	0.5289	0.7273
No log	2.3960	242	0.5559	0.3636	0.5559	0.7456
No log	2.4158	244	0.8713	0.2672	0.8713	0.9335
No log	2.4356	246	1.5633	0.1622	1.5633	1.2503
No log	2.4554	248	1.4859	0.1622	1.4859	1.2190
No log	2.4752	250	0.8604	0.2604	0.8604	0.9276
No log	2.4950	252	0.6832	0.3593	0.6832	0.8266
No log	2.5149	254	0.8788	0.3074	0.8788	0.9374
No log	2.5347	256	0.9036	0.3074	0.9036	0.9506
No log	2.5545	258	0.6244	0.4185	0.6244	0.7902
No log	2.5743	260	0.5834	0.3939	0.5834	0.7638
No log	2.5941	262	0.6481	0.4333	0.6481	0.8050
No log	2.6139	264	0.7203	0.3701	0.7203	0.8487
No log	2.6337	266	0.6489	0.3480	0.6489	0.8056
No log	2.6535	268	0.7817	0.3488	0.7817	0.8841
No log	2.6733	270	0.7042	0.3648	0.7042	0.8392
No log	2.6931	272	0.6746	0.3363	0.6746	0.8213
No log	2.7129	274	0.7703	0.2803	0.7703	0.8777
No log	2.7327	276	0.7539	0.2803	0.7539	0.8682
No log	2.7525	278	0.5873	0.3575	0.5873	0.7663
No log	2.7723	280	0.5368	0.3898	0.5368	0.7327
No log	2.7921	282	0.5518	0.3402	0.5518	0.7428
No log	2.8119	284	0.7050	0.3702	0.7050	0.8396
No log	2.8317	286	1.1015	0.1678	1.1015	1.0495
No log	2.8515	288	1.1613	0.1678	1.1613	1.0776
No log	2.8713	290	0.8553	0.2782	0.8553	0.9248
No log	2.8911	292	0.6299	0.4439	0.6299	0.7937
No log	2.9109	294	0.6354	0.3803	0.6354	0.7971
No log	2.9307	296	0.7056	0.4194	0.7056	0.8400
No log	2.9505	298	1.1144	0.2973	1.1144	1.0556
No log	2.9703	300	1.1664	0.2680	1.1664	1.0800
No log	2.9901	302	0.8805	0.2558	0.8805	0.9384
No log	3.0099	304	0.8241	0.2569	0.8241	0.9078
No log	3.0297	306	0.9564	0.2593	0.9564	0.9780
No log	3.0495	308	0.9043	0.2659	0.9043	0.9509
No log	3.0693	310	0.7883	0.2713	0.7883	0.8879
No log	3.0891	312	0.6061	0.3043	0.6061	0.7785
No log	3.1089	314	0.5311	0.4033	0.5311	0.7287
No log	3.1287	316	0.5416	0.4563	0.5416	0.7360
No log	3.1485	318	0.7922	0.2698	0.7922	0.8900
No log	3.1683	320	0.9976	0.3611	0.9976	0.9988
No log	3.1881	322	0.7817	0.2698	0.7817	0.8842
No log	3.2079	324	0.5347	0.4343	0.5347	0.7312
No log	3.2277	326	0.5077	0.3253	0.5077	0.7126
No log	3.2475	328	0.5148	0.4652	0.5148	0.7175
No log	3.2673	330	0.6088	0.3171	0.6088	0.7802
No log	3.2871	332	0.6671	0.2711	0.6671	0.8168
No log	3.3069	334	0.5901	0.3684	0.5901	0.7682
No log	3.3267	336	0.6096	0.3498	0.6096	0.7808
No log	3.3465	338	0.7803	0.3134	0.7803	0.8833
No log	3.3663	340	1.0901	0.2814	1.0901	1.0441
No log	3.3861	342	0.9348	0.3114	0.9348	0.9669
No log	3.4059	344	0.6485	0.3665	0.6485	0.8053
No log	3.4257	346	0.6625	0.4081	0.6625	0.8140
No log	3.4455	348	0.6257	0.3905	0.6257	0.7910
No log	3.4653	350	0.6027	0.3905	0.6027	0.7764
No log	3.4851	352	0.5760	0.3684	0.5760	0.7590
No log	3.5050	354	0.7374	0.3180	0.7374	0.8587
No log	3.5248	356	0.7366	0.2511	0.7366	0.8582
No log	3.5446	358	0.6085	0.3561	0.6085	0.7800
No log	3.5644	360	0.5130	0.3488	0.5130	0.7162
No log	3.5842	362	0.5221	0.3103	0.5221	0.7226
No log	3.6040	364	0.7050	0.3362	0.7050	0.8397
No log	3.6238	366	1.1324	0.2464	1.1324	1.0641
No log	3.6436	368	1.2002	0.2381	1.2002	1.0955
No log	3.6634	370	0.8249	0.3333	0.8249	0.9083
No log	3.6832	372	0.7334	0.3668	0.7334	0.8564
No log	3.7030	374	0.7451	0.3668	0.7451	0.8632
No log	3.7228	376	0.6699	0.3939	0.6699	0.8185
No log	3.7426	378	0.6308	0.3103	0.6308	0.7942
No log	3.7624	380	0.6432	0.3200	0.6432	0.8020
No log	3.7822	382	0.7368	0.3362	0.7368	0.8584
No log	3.8020	384	0.7667	0.3538	0.7667	0.8756
No log	3.8218	386	0.6750	0.3394	0.6750	0.8216
No log	3.8416	388	0.5157	0.3757	0.5157	0.7181
No log	3.8614	390	0.5189	0.3978	0.5189	0.7204
No log	3.8812	392	0.5036	0.3412	0.5036	0.7096
No log	3.9010	394	0.6358	0.3488	0.6358	0.7974
No log	3.9208	396	0.8846	0.2627	0.8846	0.9405
No log	3.9406	398	0.8012	0.2653	0.8012	0.8951
No log	3.9604	400	0.5783	0.3297	0.5783	0.7605
No log	3.9802	402	0.4800	0.3580	0.4800	0.6928
No log	4.0	404	0.4689	0.3455	0.4689	0.6848
No log	4.0198	406	0.4770	0.3580	0.4770	0.6906
No log	4.0396	408	0.5905	0.3575	0.5905	0.7684
No log	4.0594	410	0.9227	0.2000	0.9227	0.9606
No log	4.0792	412	0.9798	0.1942	0.9798	0.9898
No log	4.0990	414	0.7225	0.4035	0.7225	0.8500
No log	4.1188	416	0.5071	0.3488	0.5071	0.7121
No log	4.1386	418	0.5685	0.3035	0.5685	0.7540
No log	4.1584	420	0.5411	0.2941	0.5411	0.7356
No log	4.1782	422	0.5340	0.3636	0.5340	0.7308
No log	4.1980	424	0.8931	0.2432	0.8931	0.9451
No log	4.2178	426	1.2349	0.1182	1.2349	1.1113
No log	4.2376	428	1.1471	0.1944	1.1471	1.0710
No log	4.2574	430	0.8056	0.2381	0.8056	0.8976
No log	4.2772	432	0.5621	0.3548	0.5621	0.7497
No log	4.2970	434	0.5231	0.3247	0.5231	0.7232
No log	4.3168	436	0.5199	0.3247	0.5199	0.7210
No log	4.3366	438	0.5866	0.3412	0.5866	0.7659
No log	4.3564	440	0.7936	0.1652	0.7936	0.8908
No log	4.3762	442	0.9297	0.1686	0.9297	0.9642
No log	4.3960	444	0.8614	0.2327	0.8614	0.9281
No log	4.4158	446	0.7238	0.2857	0.7238	0.8507
No log	4.4356	448	0.5946	0.3535	0.5946	0.7711
No log	4.4554	450	0.5837	0.3433	0.5837	0.7640
No log	4.4752	452	0.6110	0.3744	0.6110	0.7817
No log	4.4950	454	0.7093	0.3514	0.7093	0.8422
No log	4.5149	456	0.8372	0.2450	0.8372	0.9150
No log	4.5347	458	0.8667	0.2685	0.8667	0.9310
No log	4.5545	460	0.8677	0.2685	0.8677	0.9315
No log	4.5743	462	0.7432	0.2727	0.7432	0.8621
No log	4.5941	464	0.6198	0.3704	0.6198	0.7873
No log	4.6139	466	0.5825	0.3831	0.5825	0.7632
No log	4.6337	468	0.6364	0.3982	0.6364	0.7978
No log	4.6535	470	0.7463	0.3080	0.7463	0.8639
No log	4.6733	472	0.7765	0.2713	0.7765	0.8812
No log	4.6931	474	0.7258	0.3103	0.7258	0.8520
No log	4.7129	476	0.8078	0.2459	0.8078	0.8988
No log	4.7327	478	0.8220	0.3016	0.8220	0.9066
No log	4.7525	480	0.6979	0.3128	0.6979	0.8354
No log	4.7723	482	0.6544	0.3363	0.6544	0.8089
No log	4.7921	484	0.6451	0.3363	0.6451	0.8032
No log	4.8119	486	0.7244	0.3080	0.7244	0.8511
No log	4.8317	488	0.7619	0.3388	0.7619	0.8729
No log	4.8515	490	0.7277	0.3067	0.7277	0.8530
No log	4.8713	492	0.6514	0.2661	0.6514	0.8071
No log	4.8911	494	0.6190	0.3224	0.6190	0.7868
No log	4.9109	496	0.5952	0.2911	0.5952	0.7715
No log	4.9307	498	0.6281	0.3191	0.6281	0.7925
0.4818	4.9505	500	0.6197	0.3258	0.6197	0.7872
0.4818	4.9703	502	0.7007	0.2390	0.7007	0.8371
0.4818	4.9901	504	0.8909	0.2510	0.8909	0.9439
0.4818	5.0099	506	0.9152	0.2184	0.9152	0.9567
0.4818	5.0297	508	0.7514	0.2961	0.7514	0.8668
0.4818	5.0495	510	0.5908	0.3478	0.5908	0.7686
0.4818	5.0693	512	0.5479	0.3253	0.5479	0.7402
0.4818	5.0891	514	0.5397	0.3374	0.5397	0.7347
0.4818	5.1089	516	0.5666	0.3520	0.5666	0.7527
0.4818	5.1287	518	0.6924	0.3455	0.6924	0.8321
0.4818	5.1485	520	0.8433	0.2263	0.8433	0.9183
0.4818	5.1683	522	0.8522	0.2253	0.8522	0.9232
0.4818	5.1881	524	0.6929	0.2711	0.6929	0.8324
0.4818	5.2079	526	0.5703	0.3333	0.5703	0.7552
0.4818	5.2277	528	0.5341	0.2727	0.5341	0.7308
0.4818	5.2475	530	0.5648	0.3374	0.5648	0.7515
0.4818	5.2673	532	0.6364	0.3575	0.6364	0.7977
0.4818	5.2871	534	0.6760	0.3488	0.6760	0.8222
0.4818	5.3069	536	0.7023	0.3021	0.7023	0.8381
0.4818	5.3267	538	0.5978	0.3831	0.5978	0.7732
0.4818	5.3465	540	0.5676	0.3927	0.5676	0.7534
0.4818	5.3663	542	0.6204	0.3171	0.6204	0.7877
0.4818	5.3861	544	0.6951	0.3103	0.6951	0.8337
0.4818	5.4059	546	0.8221	0.2327	0.8221	0.9067
0.4818	5.4257	548	0.7777	0.3770	0.7777	0.8819
0.4818	5.4455	550	0.6769	0.3128	0.6769	0.8227
0.4818	5.4653	552	0.5731	0.3878	0.5731	0.7570
0.4818	5.4851	554	0.5591	0.3548	0.5591	0.7478
0.4818	5.5050	556	0.6238	0.3171	0.6238	0.7898
0.4818	5.5248	558	0.6099	0.3684	0.6099	0.7810
0.4818	5.5446	560	0.5931	0.3878	0.5931	0.7702
0.4818	5.5644	562	0.5670	0.3508	0.5670	0.7530
0.4818	5.5842	564	0.5881	0.3878	0.5881	0.7669
0.4818	5.6040	566	0.6348	0.3303	0.6348	0.7967
0.4818	5.6238	568	0.6396	0.3628	0.6396	0.7998
0.4818	5.6436	570	0.7487	0.3306	0.7487	0.8653
0.4818	5.6634	572	0.7971	0.2787	0.7971	0.8928
0.4818	5.6832	574	0.7045	0.3043	0.7045	0.8393
0.4818	5.7030	576	0.6202	0.3498	0.6202	0.7875
0.4818	5.7228	578	0.5176	0.3898	0.5176	0.7195
0.4818	5.7426	580	0.4993	0.3121	0.4993	0.7066
0.4818	5.7624	582	0.5108	0.3086	0.5108	0.7147
0.4818	5.7822	584	0.5519	0.3636	0.5519	0.7429
0.4818	5.8020	586	0.6539	0.3761	0.6539	0.8086
0.4818	5.8218	588	0.7871	0.3058	0.7871	0.8872
0.4818	5.8416	590	0.8750	0.3538	0.8750	0.9354
0.4818	5.8614	592	0.7756	0.3410	0.7756	0.8807
0.4818	5.8812	594	0.7182	0.3220	0.7182	0.8474
0.4818	5.9010	596	0.6149	0.3973	0.6149	0.7842
0.4818	5.9208	598	0.5508	0.3898	0.5508	0.7421
0.4818	5.9406	600	0.5277	0.2381	0.5277	0.7264
0.4818	5.9604	602	0.5298	0.3086	0.5298	0.7278
0.4818	5.9802	604	0.5865	0.3508	0.5865	0.7658
0.4818	6.0	606	0.7082	0.2153	0.7082	0.8415
0.4818	6.0198	608	0.7764	0.1861	0.7764	0.8812
0.4818	6.0396	610	0.7404	0.1781	0.7404	0.8604
0.4818	6.0594	612	0.7175	0.2432	0.7175	0.8471
0.4818	6.0792	614	0.6968	0.2727	0.6968	0.8348
0.4818	6.0990	616	0.6318	0.3398	0.6318	0.7949
0.4818	6.1188	618	0.6295	0.3365	0.6295	0.7934
0.4818	6.1386	620	0.6847	0.3274	0.6847	0.8275
0.4818	6.1584	622	0.7706	0.3496	0.7706	0.8778
0.4818	6.1782	624	0.9105	0.2647	0.9105	0.9542
0.4818	6.1980	626	0.8763	0.2959	0.8763	0.9361
0.4818	6.2178	628	0.7306	0.3684	0.7306	0.8547
0.4818	6.2376	630	0.6264	0.3398	0.6264	0.7915
0.4818	6.2574	632	0.5961	0.3061	0.5961	0.7721
0.4818	6.2772	634	0.6638	0.4010	0.6638	0.8147
0.4818	6.2970	636	0.7400	0.1923	0.7400	0.8602
0.4818	6.3168	638	0.7495	0.1923	0.7495	0.8657
0.4818	6.3366	640	0.6660	0.2549	0.6660	0.8161
0.4818	6.3564	642	0.5549	0.3216	0.5549	0.7449
0.4818	6.3762	644	0.5222	0.3488	0.5222	0.7226
0.4818	6.3960	646	0.5273	0.3488	0.5273	0.7262
0.4818	6.4158	648	0.5786	0.3182	0.5786	0.7606
0.4818	6.4356	650	0.7338	0.2453	0.7338	0.8566
0.4818	6.4554	652	0.8576	0.1605	0.8576	0.9261
0.4818	6.4752	654	0.9153	0.1937	0.9153	0.9567
0.4818	6.4950	656	0.8139	0.2134	0.8139	0.9021
0.4818	6.5149	658	0.6399	0.2692	0.6399	0.7999
0.4818	6.5347	660	0.5358	0.1688	0.5358	0.7320
0.4818	6.5545	662	0.5154	0.3609	0.5154	0.7179
0.4818	6.5743	664	0.5115	0.3609	0.5115	0.7152
0.4818	6.5941	666	0.5026	0.25	0.5026	0.7089
0.4818	6.6139	668	0.5422	0.2771	0.5422	0.7364
0.4818	6.6337	670	0.6693	0.2780	0.6693	0.8181
0.4818	6.6535	672	0.7411	0.2920	0.7411	0.8609
0.4818	6.6733	674	0.7627	0.3247	0.7627	0.8733
0.4818	6.6931	676	0.6585	0.2965	0.6585	0.8115
0.4818	6.7129	678	0.5571	0.2941	0.5571	0.7464
0.4818	6.7327	680	0.5089	0.3292	0.5089	0.7134
0.4818	6.7525	682	0.5118	0.2911	0.5118	0.7154
0.4818	6.7723	684	0.5298	0.3032	0.5298	0.7279
0.4818	6.7921	686	0.5711	0.2970	0.5711	0.7557
0.4818	6.8119	688	0.6051	0.2457	0.6051	0.7779
0.4818	6.8317	690	0.6060	0.2457	0.6060	0.7785
0.4818	6.8515	692	0.5968	0.2941	0.5968	0.7725
0.4818	6.8713	694	0.6526	0.25	0.6526	0.8078
0.4818	6.8911	696	0.7075	0.2442	0.7075	0.8411
0.4818	6.9109	698	0.7075	0.2442	0.7075	0.8411
0.4818	6.9307	700	0.6399	0.2821	0.6399	0.7999
0.4818	6.9505	702	0.5435	0.2795	0.5435	0.7372
0.4818	6.9703	704	0.5161	0.3208	0.5161	0.7184
0.4818	6.9901	706	0.5213	0.3171	0.5213	0.7220
0.4818	7.0099	708	0.5357	0.3136	0.5357	0.7319
0.4818	7.0297	710	0.6067	0.3297	0.6067	0.7789
0.4818	7.0495	712	0.7273	0.2696	0.7273	0.8528
0.4818	7.0693	714	0.7826	0.3138	0.7826	0.8846
0.4818	7.0891	716	0.7467	0.2759	0.7467	0.8641
0.4818	7.1089	718	0.6729	0.2618	0.6729	0.8203
0.4818	7.1287	720	0.6417	0.2661	0.6417	0.8011
0.4818	7.1485	722	0.6575	0.2661	0.6575	0.8108
0.4818	7.1683	724	0.6408	0.2692	0.6408	0.8005
0.4818	7.1881	726	0.5972	0.3258	0.5972	0.7728
0.4818	7.2079	728	0.5586	0.2298	0.5586	0.7474
0.4818	7.2277	730	0.5637	0.2298	0.5637	0.7508
0.4818	7.2475	732	0.6189	0.3191	0.6189	0.7867
0.4818	7.2673	734	0.7000	0.3021	0.7000	0.8367
0.4818	7.2871	736	0.7217	0.3021	0.7217	0.8495
0.4818	7.3069	738	0.7061	0.2941	0.7061	0.8403
0.4818	7.3267	740	0.7158	0.2922	0.7158	0.8460
0.4818	7.3465	742	0.7093	0.2922	0.7093	0.8422
0.4818	7.3663	744	0.6689	0.2941	0.6689	0.8179
0.4818	7.3861	746	0.6276	0.2963	0.6276	0.7922
0.4818	7.4059	748	0.6160	0.3508	0.6160	0.7849
0.4818	7.4257	750	0.6433	0.3052	0.6433	0.8021
0.4818	7.4455	752	0.6824	0.2618	0.6824	0.8261
0.4818	7.4653	754	0.6769	0.2632	0.6769	0.8227
0.4818	7.4851	756	0.6532	0.3028	0.6532	0.8082
0.4818	7.5050	758	0.6394	0.3131	0.6394	0.7996
0.4818	7.5248	760	0.6352	0.3575	0.6352	0.7970
0.4818	7.5446	762	0.6390	0.3103	0.6390	0.7994
0.4818	7.5644	764	0.6289	0.2709	0.6289	0.7930
0.4818	7.5842	766	0.6944	0.3080	0.6944	0.8333
0.4818	7.6040	768	0.7374	0.3080	0.7374	0.8587
0.4818	7.6238	770	0.7490	0.3162	0.7490	0.8655
0.4818	7.6436	772	0.7355	0.3080	0.7355	0.8576
0.4818	7.6634	774	0.6626	0.3391	0.6626	0.8140
0.4818	7.6832	776	0.5642	0.2707	0.5642	0.7511
0.4818	7.7030	778	0.5266	0.2727	0.5266	0.7256
0.4818	7.7228	780	0.5323	0.2707	0.5323	0.7296
0.4818	7.7426	782	0.5805	0.3089	0.5805	0.7619
0.4818	7.7624	784	0.6658	0.3021	0.6658	0.8160
0.4818	7.7822	786	0.6904	0.3021	0.6904	0.8309
0.4818	7.8020	788	0.7358	0.3080	0.7358	0.8578
0.4818	7.8218	790	0.7322	0.3080	0.7322	0.8557
0.4818	7.8416	792	0.6949	0.3103	0.6949	0.8336
0.4818	7.8614	794	0.6623	0.3028	0.6623	0.8138
0.4818	7.8812	796	0.6428	0.3575	0.6428	0.8018
0.4818	7.9010	798	0.6308	0.3575	0.6308	0.7942
0.4818	7.9208	800	0.6320	0.3575	0.6320	0.7950
0.4818	7.9406	802	0.6318	0.3575	0.6318	0.7949
0.4818	7.9604	804	0.6382	0.3575	0.6382	0.7989
0.4818	7.9802	806	0.6241	0.3191	0.6241	0.7900
0.4818	8.0	808	0.5896	0.3224	0.5896	0.7679
0.4818	8.0198	810	0.5654	0.2707	0.5654	0.7519
0.4818	8.0396	812	0.5751	0.2707	0.5751	0.7583
0.4818	8.0594	814	0.5966	0.3224	0.5966	0.7724
0.4818	8.0792	816	0.5941	0.3224	0.5941	0.7708
0.4818	8.0990	818	0.5870	0.3224	0.5870	0.7662
0.4818	8.1188	820	0.5721	0.2707	0.5721	0.7564
0.4818	8.1386	822	0.5625	0.2707	0.5625	0.7500
0.4818	8.1584	824	0.5813	0.3118	0.5813	0.7624
0.4818	8.1782	826	0.6235	0.2709	0.6235	0.7896
0.4818	8.1980	828	0.6839	0.2632	0.6839	0.8270
0.4818	8.2178	830	0.7025	0.2922	0.7025	0.8381
0.4818	8.2376	832	0.6765	0.2632	0.6765	0.8225
0.4818	8.2574	834	0.6315	0.2709	0.6315	0.7947
0.4818	8.2772	836	0.6112	0.3089	0.6112	0.7818
0.4818	8.2970	838	0.5923	0.3089	0.5923	0.7696
0.4818	8.3168	840	0.6088	0.2653	0.6088	0.7802
0.4818	8.3366	842	0.6297	0.2709	0.6297	0.7936
0.4818	8.3564	844	0.6617	0.3116	0.6617	0.8134
0.4818	8.3762	846	0.6647	0.3116	0.6647	0.8153
0.4818	8.3960	848	0.6262	0.2727	0.6262	0.7913
0.4818	8.4158	850	0.5868	0.3191	0.5868	0.7660
0.4818	8.4356	852	0.5664	0.2809	0.5664	0.7526
0.4818	8.4554	854	0.5556	0.2707	0.5556	0.7454
0.4818	8.4752	856	0.5426	0.2707	0.5426	0.7366
0.4818	8.4950	858	0.5396	0.2727	0.5396	0.7346
0.4818	8.5149	860	0.5450	0.2809	0.5450	0.7382
0.4818	8.5347	862	0.5664	0.2350	0.5664	0.7526
0.4818	8.5545	864	0.5923	0.2746	0.5923	0.7696
0.4818	8.5743	866	0.6403	0.3200	0.6403	0.8002
0.4818	8.5941	868	0.6606	0.3143	0.6606	0.8128
0.4818	8.6139	870	0.6378	0.3200	0.6378	0.7987
0.4818	8.6337	872	0.6090	0.3131	0.6090	0.7804
0.4818	8.6535	874	0.5773	0.2350	0.5773	0.7598
0.4818	8.6733	876	0.5505	0.2832	0.5505	0.7419
0.4818	8.6931	878	0.5228	0.3136	0.5228	0.7230
0.4818	8.7129	880	0.5130	0.2704	0.5130	0.7163
0.4818	8.7327	882	0.5206	0.3136	0.5206	0.7215
0.4818	8.7525	884	0.5392	0.2727	0.5392	0.7343
0.4818	8.7723	886	0.5737	0.2670	0.5737	0.7574
0.4818	8.7921	888	0.6125	0.3131	0.6125	0.7826
0.4818	8.8119	890	0.6519	0.3052	0.6519	0.8074
0.4818	8.8317	892	0.7013	0.3021	0.7013	0.8375
0.4818	8.8515	894	0.7133	0.3021	0.7133	0.8446
0.4818	8.8713	896	0.6866	0.3021	0.6866	0.8286
0.4818	8.8911	898	0.6481	0.3171	0.6481	0.8050
0.4818	8.9109	900	0.5977	0.2746	0.5977	0.7731
0.4818	8.9307	902	0.5753	0.3118	0.5753	0.7585
0.4818	8.9505	904	0.5660	0.3118	0.5660	0.7523
0.4818	8.9703	906	0.5687	0.3118	0.5687	0.7541
0.4818	8.9901	908	0.5627	0.3118	0.5627	0.7501
0.4818	9.0099	910	0.5598	0.3149	0.5598	0.7482
0.4818	9.0297	912	0.5687	0.3118	0.5687	0.7541
0.4818	9.0495	914	0.5847	0.3224	0.5847	0.7647
0.4818	9.0693	916	0.6029	0.2746	0.6029	0.7765
0.4818	9.0891	918	0.6137	0.2842	0.6137	0.7834
0.4818	9.1089	920	0.6342	0.3231	0.6342	0.7964
0.4818	9.1287	922	0.6490	0.3200	0.6490	0.8056
0.4818	9.1485	924	0.6570	0.2727	0.6570	0.8106
0.4818	9.1683	926	0.6600	0.2711	0.6600	0.8124
0.4818	9.1881	928	0.6385	0.3171	0.6385	0.7991
0.4818	9.2079	930	0.6009	0.2746	0.6009	0.7752
0.4818	9.2277	932	0.5805	0.3089	0.5805	0.7619
0.4818	9.2475	934	0.5784	0.3118	0.5784	0.7605
0.4818	9.2673	936	0.5881	0.2653	0.5881	0.7669
0.4818	9.2871	938	0.6123	0.2746	0.6123	0.7825
0.4818	9.3069	940	0.6383	0.3143	0.6383	0.7989
0.4818	9.3267	942	0.6779	0.2696	0.6779	0.8234
0.4818	9.3465	944	0.6981	0.2696	0.6981	0.8355
0.4818	9.3663	946	0.6917	0.2696	0.6917	0.8317
0.4818	9.3861	948	0.6920	0.2696	0.6920	0.8319
0.4818	9.4059	950	0.6823	0.2696	0.6823	0.8260
0.4818	9.4257	952	0.6632	0.2696	0.6632	0.8143
0.4818	9.4455	954	0.6432	0.3143	0.6432	0.8020
0.4818	9.4653	956	0.6256	0.3231	0.6256	0.7910
0.4818	9.4851	958	0.6093	0.3231	0.6093	0.7806
0.4818	9.5050	960	0.5937	0.2746	0.5937	0.7705
0.4818	9.5248	962	0.5841	0.2746	0.5841	0.7642
0.4818	9.5446	964	0.5774	0.2766	0.5774	0.7598
0.4818	9.5644	966	0.5766	0.2746	0.5766	0.7594
0.4818	9.5842	968	0.5795	0.2746	0.5795	0.7613
0.4818	9.6040	970	0.5861	0.2746	0.5861	0.7656
0.4818	9.6238	972	0.5873	0.2746	0.5873	0.7664
0.4818	9.6436	974	0.5868	0.2746	0.5868	0.7660
0.4818	9.6634	976	0.5910	0.3131	0.5910	0.7688
0.4818	9.6832	978	0.5949	0.3131	0.5949	0.7713
0.4818	9.7030	980	0.6013	0.3131	0.6013	0.7754
0.4818	9.7228	982	0.6066	0.3103	0.6066	0.7788
0.4818	9.7426	984	0.6115	0.3200	0.6115	0.7820
0.4818	9.7624	986	0.6146	0.3200	0.6146	0.7839
0.4818	9.7822	988	0.6173	0.3200	0.6173	0.7857
0.4818	9.8020	990	0.6176	0.3200	0.6176	0.7858
0.4818	9.8218	992	0.6190	0.3200	0.6190	0.7867
0.4818	9.8416	994	0.6176	0.3200	0.6176	0.7859
0.4818	9.8614	996	0.6160	0.3231	0.6160	0.7849
0.4818	9.8812	998	0.6136	0.3231	0.6136	0.7833
0.0793	9.9010	1000	0.6116	0.3231	0.6116	0.7821
0.0793	9.9208	1002	0.6092	0.3231	0.6092	0.7805
0.0793	9.9406	1004	0.6077	0.3131	0.6077	0.7796
0.0793	9.9604	1006	0.6063	0.3131	0.6063	0.7787
0.0793	9.9802	1008	0.6059	0.3131	0.6059	0.7784
0.0793	10.0	1010	0.6057	0.3131	0.6057	0.7782

Framework versions

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