ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k18_task2_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: 0.7641
• Qwk: 0.5426
• Mse: 0.7641
• Rmse: 0.8741

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	3.9774	-0.0169	3.9774	1.9943
No log	0.0396	4	2.2698	0.0960	2.2698	1.5066
No log	0.0594	6	1.2143	0.0569	1.2143	1.1020
No log	0.0792	8	1.1748	-0.0222	1.1748	1.0839
No log	0.0990	10	0.7810	0.1668	0.7810	0.8837
No log	0.1188	12	0.7481	0.2101	0.7481	0.8650
No log	0.1386	14	0.7211	0.1809	0.7211	0.8491
No log	0.1584	16	0.7442	0.1092	0.7442	0.8627
No log	0.1782	18	0.6921	0.2080	0.6921	0.8319
No log	0.1980	20	0.6490	0.2154	0.6490	0.8056
No log	0.2178	22	0.6995	0.1597	0.6995	0.8364
No log	0.2376	24	0.7273	0.1546	0.7273	0.8528
No log	0.2574	26	0.6914	0.1936	0.6914	0.8315
No log	0.2772	28	0.7043	0.2742	0.7043	0.8392
No log	0.2970	30	0.8541	0.2440	0.8541	0.9241
No log	0.3168	32	0.7806	0.2656	0.7806	0.8835
No log	0.3366	34	0.6727	0.3426	0.6727	0.8202
No log	0.3564	36	0.7274	0.3826	0.7274	0.8529
No log	0.3762	38	0.8429	0.3839	0.8429	0.9181
No log	0.3960	40	0.8777	0.4169	0.8777	0.9369
No log	0.4158	42	0.7325	0.5034	0.7325	0.8559
No log	0.4356	44	0.6972	0.4886	0.6972	0.8350
No log	0.4554	46	0.7328	0.4198	0.7328	0.8560
No log	0.4752	48	0.8533	0.4386	0.8533	0.9237
No log	0.4950	50	0.7505	0.4246	0.7505	0.8663
No log	0.5149	52	0.6621	0.4668	0.6621	0.8137
No log	0.5347	54	0.5928	0.5174	0.5928	0.7699
No log	0.5545	56	0.5996	0.4502	0.5996	0.7743
No log	0.5743	58	0.5427	0.4455	0.5427	0.7367
No log	0.5941	60	0.8633	0.4645	0.8633	0.9291
No log	0.6139	62	1.2583	0.3415	1.2583	1.1217
No log	0.6337	64	1.0898	0.3841	1.0898	1.0439
No log	0.6535	66	0.8939	0.4536	0.8939	0.9454
No log	0.6733	68	0.7377	0.4994	0.7377	0.8589
No log	0.6931	70	0.6367	0.5100	0.6367	0.7979
No log	0.7129	72	0.7435	0.4839	0.7435	0.8623
No log	0.7327	74	0.7889	0.5177	0.7889	0.8882
No log	0.7525	76	0.8672	0.4940	0.8672	0.9312
No log	0.7723	78	0.9240	0.5044	0.9240	0.9613
No log	0.7921	80	0.8150	0.4904	0.8150	0.9027
No log	0.8119	82	0.7279	0.5237	0.7279	0.8532
No log	0.8317	84	0.6681	0.5522	0.6681	0.8174
No log	0.8515	86	0.6969	0.5222	0.6969	0.8348
No log	0.8713	88	0.7405	0.5456	0.7405	0.8605
No log	0.8911	90	0.8037	0.5024	0.8037	0.8965
No log	0.9109	92	0.8041	0.5407	0.8041	0.8967
No log	0.9307	94	0.8230	0.5682	0.8230	0.9072
No log	0.9505	96	0.8887	0.5190	0.8887	0.9427
No log	0.9703	98	0.9920	0.5256	0.9920	0.9960
No log	0.9901	100	0.9441	0.5226	0.9441	0.9716
No log	1.0099	102	0.8667	0.5362	0.8667	0.9310
No log	1.0297	104	0.8397	0.5526	0.8397	0.9163
No log	1.0495	106	0.7708	0.5728	0.7708	0.8780
No log	1.0693	108	0.7015	0.5458	0.7015	0.8376
No log	1.0891	110	0.6852	0.5511	0.6852	0.8277
No log	1.1089	112	0.7562	0.5575	0.7562	0.8696
No log	1.1287	114	0.8314	0.5620	0.8314	0.9118
No log	1.1485	116	0.8053	0.5535	0.8053	0.8974
No log	1.1683	118	0.8789	0.5389	0.8789	0.9375
No log	1.1881	120	0.8259	0.5479	0.8259	0.9088
No log	1.2079	122	0.8112	0.5391	0.8112	0.9007
No log	1.2277	124	0.8255	0.5128	0.8255	0.9086
No log	1.2475	126	0.8538	0.5552	0.8538	0.9240
No log	1.2673	128	0.9623	0.5285	0.9623	0.9810
No log	1.2871	130	1.0725	0.5154	1.0725	1.0356
No log	1.3069	132	1.1915	0.4647	1.1915	1.0915
No log	1.3267	134	1.1800	0.4574	1.1800	1.0863
No log	1.3465	136	1.0765	0.4840	1.0765	1.0376
No log	1.3663	138	0.9718	0.4797	0.9718	0.9858
No log	1.3861	140	0.8621	0.4872	0.8621	0.9285
No log	1.4059	142	0.7911	0.5109	0.7911	0.8894
No log	1.4257	144	0.7378	0.4975	0.7378	0.8590
No log	1.4455	146	0.6768	0.5537	0.6768	0.8227
No log	1.4653	148	0.6745	0.5520	0.6745	0.8213
No log	1.4851	150	0.7136	0.5200	0.7136	0.8448
No log	1.5050	152	0.7826	0.5169	0.7826	0.8846
No log	1.5248	154	0.9198	0.4691	0.9198	0.9591
No log	1.5446	156	1.0294	0.4471	1.0294	1.0146
No log	1.5644	158	1.0024	0.48	1.0024	1.0012
No log	1.5842	160	0.9324	0.5304	0.9324	0.9656
No log	1.6040	162	1.0879	0.4590	1.0879	1.0430
No log	1.6238	164	1.3836	0.4338	1.3836	1.1763
No log	1.6436	166	1.2528	0.4264	1.2528	1.1193
No log	1.6634	168	0.8705	0.4941	0.8705	0.9330
No log	1.6832	170	0.7608	0.5563	0.7608	0.8723
No log	1.7030	172	0.7358	0.5790	0.7358	0.8578
No log	1.7228	174	0.8004	0.4812	0.8004	0.8947
No log	1.7426	176	0.8793	0.4690	0.8793	0.9377
No log	1.7624	178	0.8952	0.4960	0.8952	0.9461
No log	1.7822	180	0.8405	0.5188	0.8405	0.9168
No log	1.8020	182	0.8238	0.5130	0.8238	0.9076
No log	1.8218	184	0.8087	0.5476	0.8087	0.8993
No log	1.8416	186	0.8387	0.5018	0.8387	0.9158
No log	1.8614	188	0.8257	0.5117	0.8257	0.9087
No log	1.8812	190	0.8738	0.5044	0.8738	0.9347
No log	1.9010	192	1.0256	0.4710	1.0256	1.0127
No log	1.9208	194	1.0692	0.4557	1.0692	1.0340
No log	1.9406	196	1.0332	0.4629	1.0332	1.0165
No log	1.9604	198	0.9273	0.4778	0.9273	0.9630
No log	1.9802	200	0.9496	0.4753	0.9496	0.9745
No log	2.0	202	1.0693	0.4509	1.0693	1.0341
No log	2.0198	204	0.9898	0.4280	0.9898	0.9949
No log	2.0396	206	0.8975	0.4459	0.8975	0.9474
No log	2.0594	208	0.8437	0.5007	0.8437	0.9185
No log	2.0792	210	0.7413	0.5508	0.7413	0.8610
No log	2.0990	212	0.7688	0.5310	0.7688	0.8768
No log	2.1188	214	0.7984	0.5575	0.7984	0.8935
No log	2.1386	216	0.8377	0.5522	0.8377	0.9153
No log	2.1584	218	0.7885	0.5575	0.7885	0.8880
No log	2.1782	220	0.7004	0.5594	0.7004	0.8369
No log	2.1980	222	0.6735	0.5668	0.6735	0.8207
No log	2.2178	224	0.6847	0.5549	0.6847	0.8274
No log	2.2376	226	0.7409	0.5225	0.7409	0.8608
No log	2.2574	228	0.7355	0.5241	0.7355	0.8576
No log	2.2772	230	0.6840	0.5419	0.6840	0.8270
No log	2.2970	232	0.6845	0.5537	0.6845	0.8273
No log	2.3168	234	0.7999	0.5356	0.7999	0.8944
No log	2.3366	236	0.9778	0.4071	0.9778	0.9888
No log	2.3564	238	1.0718	0.4078	1.0718	1.0353
No log	2.3762	240	0.9641	0.4360	0.9641	0.9819
No log	2.3960	242	0.9041	0.4611	0.9041	0.9508
No log	2.4158	244	0.8689	0.4943	0.8689	0.9321
No log	2.4356	246	0.9554	0.4712	0.9554	0.9775
No log	2.4554	248	0.8860	0.4757	0.8860	0.9413
No log	2.4752	250	0.8790	0.4944	0.8790	0.9376
No log	2.4950	252	0.9363	0.5005	0.9363	0.9676
No log	2.5149	254	1.1342	0.4291	1.1342	1.0650
No log	2.5347	256	1.3760	0.4128	1.3760	1.1730
No log	2.5545	258	1.2057	0.4380	1.2057	1.0981
No log	2.5743	260	0.9630	0.4951	0.9630	0.9813
No log	2.5941	262	1.0277	0.4541	1.0277	1.0137
No log	2.6139	264	1.0033	0.4188	1.0033	1.0017
No log	2.6337	266	0.8515	0.4846	0.8515	0.9228
No log	2.6535	268	0.8632	0.4897	0.8632	0.9291
No log	2.6733	270	0.9401	0.4408	0.9401	0.9696
No log	2.6931	272	1.1023	0.4363	1.1023	1.0499
No log	2.7129	274	1.1759	0.4436	1.1759	1.0844
No log	2.7327	276	0.9874	0.4676	0.9874	0.9937
No log	2.7525	278	0.9016	0.5309	0.9016	0.9495
No log	2.7723	280	0.9716	0.4659	0.9716	0.9857
No log	2.7921	282	1.0658	0.4378	1.0658	1.0324
No log	2.8119	284	1.2193	0.4264	1.2193	1.1042
No log	2.8317	286	1.1683	0.4320	1.1683	1.0809
No log	2.8515	288	0.9482	0.4599	0.9482	0.9737
No log	2.8713	290	0.8700	0.5409	0.8700	0.9327
No log	2.8911	292	0.8343	0.5610	0.8343	0.9134
No log	2.9109	294	0.9051	0.4747	0.9051	0.9514
No log	2.9307	296	0.9781	0.4498	0.9781	0.9890
No log	2.9505	298	0.9385	0.4581	0.9385	0.9688
No log	2.9703	300	0.9417	0.5110	0.9417	0.9704
No log	2.9901	302	0.9178	0.5417	0.9178	0.9580
No log	3.0099	304	0.8979	0.5371	0.8979	0.9476
No log	3.0297	306	0.8154	0.5812	0.8154	0.9030
No log	3.0495	308	0.7628	0.5412	0.7628	0.8734
No log	3.0693	310	0.6872	0.5834	0.6872	0.8290
No log	3.0891	312	0.6885	0.5504	0.6885	0.8298
No log	3.1089	314	0.6783	0.5906	0.6783	0.8236
No log	3.1287	316	0.6924	0.5766	0.6924	0.8321
No log	3.1485	318	0.6923	0.5852	0.6923	0.8321
No log	3.1683	320	0.7696	0.5003	0.7696	0.8773
No log	3.1881	322	0.7968	0.5074	0.7968	0.8927
No log	3.2079	324	0.8819	0.5583	0.8819	0.9391
No log	3.2277	326	1.1826	0.4560	1.1826	1.0875
No log	3.2475	328	1.4158	0.4485	1.4158	1.1899
No log	3.2673	330	1.3889	0.4276	1.3889	1.1785
No log	3.2871	332	1.1814	0.4637	1.1814	1.0869
No log	3.3069	334	0.9365	0.5066	0.9365	0.9677
No log	3.3267	336	0.8770	0.5068	0.8770	0.9365
No log	3.3465	338	0.9646	0.4536	0.9646	0.9822
No log	3.3663	340	0.9893	0.4449	0.9893	0.9946
No log	3.3861	342	1.0057	0.4645	1.0057	1.0029
No log	3.4059	344	1.0775	0.4412	1.0775	1.0380
No log	3.4257	346	1.0399	0.4472	1.0399	1.0197
No log	3.4455	348	0.9039	0.4609	0.9039	0.9507
No log	3.4653	350	0.7946	0.5360	0.7946	0.8914
No log	3.4851	352	0.7596	0.5371	0.7596	0.8715
No log	3.5050	354	0.7762	0.5216	0.7762	0.8810
No log	3.5248	356	0.8288	0.5044	0.8288	0.9104
No log	3.5446	358	0.8471	0.4837	0.8471	0.9204
No log	3.5644	360	0.8652	0.4890	0.8652	0.9302
No log	3.5842	362	0.8837	0.4890	0.8837	0.9401
No log	3.6040	364	0.8940	0.4829	0.8940	0.9455
No log	3.6238	366	0.9034	0.4835	0.9034	0.9505
No log	3.6436	368	0.9610	0.4645	0.9610	0.9803
No log	3.6634	370	1.0695	0.4464	1.0695	1.0341
No log	3.6832	372	1.1879	0.4304	1.1879	1.0899
No log	3.7030	374	1.2015	0.4304	1.2015	1.0961
No log	3.7228	376	1.1383	0.4122	1.1383	1.0669
No log	3.7426	378	1.0332	0.4412	1.0332	1.0164
No log	3.7624	380	0.9906	0.4909	0.9906	0.9953
No log	3.7822	382	0.9592	0.5036	0.9592	0.9794
No log	3.8020	384	0.8824	0.4910	0.8824	0.9394
No log	3.8218	386	0.7857	0.4789	0.7857	0.8864
No log	3.8416	388	0.7602	0.4713	0.7602	0.8719
No log	3.8614	390	0.7622	0.4701	0.7622	0.8730
No log	3.8812	392	0.7003	0.5355	0.7003	0.8368
No log	3.9010	394	0.6698	0.5535	0.6698	0.8184
No log	3.9208	396	0.6992	0.5652	0.6992	0.8362
No log	3.9406	398	0.7397	0.5577	0.7397	0.8601
No log	3.9604	400	0.8514	0.4968	0.8514	0.9227
No log	3.9802	402	0.9237	0.4821	0.9237	0.9611
No log	4.0	404	0.8886	0.5139	0.8886	0.9427
No log	4.0198	406	0.8572	0.5278	0.8572	0.9259
No log	4.0396	408	0.7727	0.5486	0.7727	0.8790
No log	4.0594	410	0.7443	0.5628	0.7443	0.8627
No log	4.0792	412	0.7306	0.5458	0.7306	0.8548
No log	4.0990	414	0.7962	0.5333	0.7962	0.8923
No log	4.1188	416	0.9264	0.4880	0.9264	0.9625
No log	4.1386	418	0.9581	0.4926	0.9581	0.9788
No log	4.1584	420	0.9066	0.5	0.9066	0.9521
No log	4.1782	422	0.8603	0.5141	0.8603	0.9275
No log	4.1980	424	0.8334	0.5215	0.8334	0.9129
No log	4.2178	426	0.7980	0.5279	0.7980	0.8933
No log	4.2376	428	0.7959	0.5237	0.7959	0.8921
No log	4.2574	430	0.8344	0.5221	0.8344	0.9134
No log	4.2772	432	0.9543	0.4730	0.9543	0.9769
No log	4.2970	434	1.0105	0.4806	1.0105	1.0052
No log	4.3168	436	0.9710	0.4746	0.9710	0.9854
No log	4.3366	438	0.9662	0.4634	0.9662	0.9830
No log	4.3564	440	0.8743	0.4755	0.8743	0.9350
No log	4.3762	442	0.8552	0.4814	0.8552	0.9248
No log	4.3960	444	0.7468	0.5097	0.7468	0.8642
No log	4.4158	446	0.6933	0.5403	0.6933	0.8326
No log	4.4356	448	0.6667	0.5395	0.6667	0.8165
No log	4.4554	450	0.6910	0.5508	0.6910	0.8312
No log	4.4752	452	0.7671	0.5301	0.7671	0.8758
No log	4.4950	454	0.9221	0.4807	0.9221	0.9603
No log	4.5149	456	1.0402	0.4476	1.0402	1.0199
No log	4.5347	458	1.0142	0.4476	1.0142	1.0071
No log	4.5545	460	0.8619	0.4872	0.8619	0.9284
No log	4.5743	462	0.7284	0.5488	0.7284	0.8535
No log	4.5941	464	0.6595	0.5449	0.6595	0.8121
No log	4.6139	466	0.6500	0.5919	0.6500	0.8062
No log	4.6337	468	0.6520	0.6244	0.6520	0.8074
No log	4.6535	470	0.6425	0.6316	0.6425	0.8016
No log	4.6733	472	0.6499	0.5699	0.6499	0.8062
No log	4.6931	474	0.7062	0.5321	0.7062	0.8404
No log	4.7129	476	0.8417	0.5171	0.8417	0.9174
No log	4.7327	478	0.9457	0.4457	0.9457	0.9725
No log	4.7525	480	0.9114	0.4403	0.9114	0.9547
No log	4.7723	482	0.8076	0.5144	0.8076	0.8987
No log	4.7921	484	0.7049	0.5446	0.7049	0.8396
No log	4.8119	486	0.6767	0.5201	0.6767	0.8226
No log	4.8317	488	0.6936	0.5211	0.6936	0.8328
No log	4.8515	490	0.7060	0.5264	0.7060	0.8402
No log	4.8713	492	0.7425	0.5167	0.7425	0.8617
No log	4.8911	494	0.7983	0.5383	0.7983	0.8935
No log	4.9109	496	0.8581	0.5083	0.8581	0.9263
No log	4.9307	498	0.9876	0.4782	0.9876	0.9938
0.4258	4.9505	500	1.0605	0.4710	1.0605	1.0298
0.4258	4.9703	502	0.9704	0.4739	0.9704	0.9851
0.4258	4.9901	504	0.8482	0.5005	0.8482	0.9210
0.4258	5.0099	506	0.7359	0.5490	0.7359	0.8578
0.4258	5.0297	508	0.7024	0.5287	0.7024	0.8381
0.4258	5.0495	510	0.7060	0.5412	0.7060	0.8402
0.4258	5.0693	512	0.7601	0.5371	0.7601	0.8718
0.4258	5.0891	514	0.8315	0.5117	0.8315	0.9119
0.4258	5.1089	516	0.8299	0.5065	0.8299	0.9110
0.4258	5.1287	518	0.8310	0.5384	0.8310	0.9116
0.4258	5.1485	520	0.8092	0.5461	0.8092	0.8996
0.4258	5.1683	522	0.8139	0.5352	0.8139	0.9022
0.4258	5.1881	524	0.8299	0.5204	0.8299	0.9110
0.4258	5.2079	526	0.8222	0.5204	0.8222	0.9068
0.4258	5.2277	528	0.8109	0.5425	0.8109	0.9005
0.4258	5.2475	530	0.8372	0.5108	0.8372	0.9150
0.4258	5.2673	532	0.8327	0.5307	0.8327	0.9125
0.4258	5.2871	534	0.7940	0.4891	0.7940	0.8910
0.4258	5.3069	536	0.7970	0.4935	0.7970	0.8928
0.4258	5.3267	538	0.7694	0.5027	0.7694	0.8772
0.4258	5.3465	540	0.7157	0.5349	0.7157	0.8460
0.4258	5.3663	542	0.6813	0.5662	0.6813	0.8254
0.4258	5.3861	544	0.6934	0.5482	0.6934	0.8327
0.4258	5.4059	546	0.7248	0.5697	0.7248	0.8514
0.4258	5.4257	548	0.7867	0.5305	0.7867	0.8870
0.4258	5.4455	550	0.9044	0.5134	0.9044	0.9510
0.4258	5.4653	552	0.9364	0.4957	0.9364	0.9677
0.4258	5.4851	554	0.9275	0.5126	0.9275	0.9631
0.4258	5.5050	556	0.8991	0.5134	0.8991	0.9482
0.4258	5.5248	558	0.8564	0.5110	0.8564	0.9254
0.4258	5.5446	560	0.8499	0.5104	0.8499	0.9219
0.4258	5.5644	562	0.8308	0.5070	0.8308	0.9115
0.4258	5.5842	564	0.8647	0.5023	0.8647	0.9299
0.4258	5.6040	566	0.8371	0.4998	0.8371	0.9149
0.4258	5.6238	568	0.7668	0.5053	0.7668	0.8757
0.4258	5.6436	570	0.6958	0.5627	0.6958	0.8341
0.4258	5.6634	572	0.6532	0.6030	0.6532	0.8082
0.4258	5.6832	574	0.6282	0.6284	0.6282	0.7926
0.4258	5.7030	576	0.6215	0.6164	0.6215	0.7883
0.4258	5.7228	578	0.6056	0.6006	0.6056	0.7782
0.4258	5.7426	580	0.6248	0.5991	0.6248	0.7904
0.4258	5.7624	582	0.7003	0.5515	0.7003	0.8369
0.4258	5.7822	584	0.7847	0.5166	0.7847	0.8858
0.4258	5.8020	586	0.8032	0.5166	0.8032	0.8962
0.4258	5.8218	588	0.7563	0.5453	0.7563	0.8697
0.4258	5.8416	590	0.6923	0.5572	0.6923	0.8321
0.4258	5.8614	592	0.6765	0.5940	0.6765	0.8225
0.4258	5.8812	594	0.7108	0.5504	0.7108	0.8431
0.4258	5.9010	596	0.7988	0.5271	0.7988	0.8938
0.4258	5.9208	598	0.9643	0.5270	0.9643	0.9820
0.4258	5.9406	600	1.0365	0.5025	1.0365	1.0181
0.4258	5.9604	602	1.0013	0.5103	1.0013	1.0006
0.4258	5.9802	604	0.8963	0.5189	0.8963	0.9467
0.4258	6.0	606	0.7848	0.5084	0.7848	0.8859
0.4258	6.0198	608	0.7117	0.6010	0.7117	0.8436
0.4258	6.0396	610	0.6960	0.6024	0.6960	0.8343
0.4258	6.0594	612	0.7006	0.6024	0.7006	0.8370
0.4258	6.0792	614	0.7298	0.5777	0.7298	0.8543
0.4258	6.0990	616	0.7934	0.5251	0.7934	0.8907
0.4258	6.1188	618	0.8722	0.5148	0.8722	0.9339
0.4258	6.1386	620	0.8970	0.5241	0.8970	0.9471
0.4258	6.1584	622	0.8706	0.5204	0.8706	0.9330
0.4258	6.1782	624	0.8027	0.5659	0.8027	0.8959
0.4258	6.1980	626	0.7370	0.5483	0.7370	0.8585
0.4258	6.2178	628	0.7232	0.5748	0.7232	0.8504
0.4258	6.2376	630	0.7248	0.5623	0.7248	0.8514
0.4258	6.2574	632	0.7453	0.5577	0.7453	0.8633
0.4258	6.2772	634	0.7504	0.5511	0.7504	0.8663
0.4258	6.2970	636	0.7644	0.5609	0.7644	0.8743
0.4258	6.3168	638	0.7730	0.5760	0.7730	0.8792
0.4258	6.3366	640	0.7255	0.5755	0.7255	0.8517
0.4258	6.3564	642	0.6715	0.5895	0.6715	0.8194
0.4258	6.3762	644	0.6419	0.5961	0.6419	0.8012
0.4258	6.3960	646	0.6554	0.5911	0.6554	0.8096
0.4258	6.4158	648	0.6809	0.5525	0.6809	0.8252
0.4258	6.4356	650	0.7284	0.5645	0.7284	0.8535
0.4258	6.4554	652	0.8111	0.5535	0.8111	0.9006
0.4258	6.4752	654	0.9064	0.5269	0.9064	0.9521
0.4258	6.4950	656	0.9535	0.5248	0.9535	0.9765
0.4258	6.5149	658	0.9633	0.5291	0.9633	0.9815
0.4258	6.5347	660	0.9459	0.5291	0.9459	0.9726
0.4258	6.5545	662	0.9089	0.5288	0.9089	0.9534
0.4258	6.5743	664	0.8597	0.5465	0.8597	0.9272
0.4258	6.5941	666	0.8198	0.5381	0.8198	0.9054
0.4258	6.6139	668	0.7638	0.5346	0.7638	0.8739
0.4258	6.6337	670	0.7116	0.5667	0.7116	0.8435
0.4258	6.6535	672	0.6967	0.5667	0.6967	0.8347
0.4258	6.6733	674	0.7155	0.5572	0.7155	0.8459
0.4258	6.6931	676	0.7703	0.5424	0.7703	0.8776
0.4258	6.7129	678	0.8295	0.5149	0.8295	0.9108
0.4258	6.7327	680	0.8528	0.5126	0.8528	0.9235
0.4258	6.7525	682	0.8748	0.5333	0.8748	0.9353
0.4258	6.7723	684	0.8986	0.5319	0.8986	0.9479
0.4258	6.7921	686	0.8730	0.5309	0.8730	0.9344
0.4258	6.8119	688	0.8615	0.5221	0.8615	0.9281
0.4258	6.8317	690	0.8414	0.5181	0.8414	0.9173
0.4258	6.8515	692	0.8366	0.5181	0.8366	0.9146
0.4258	6.8713	694	0.8496	0.5164	0.8496	0.9217
0.4258	6.8911	696	0.9089	0.5174	0.9089	0.9534
0.4258	6.9109	698	0.9261	0.5265	0.9261	0.9623
0.4258	6.9307	700	0.9185	0.5142	0.9185	0.9584
0.4258	6.9505	702	0.9131	0.5142	0.9131	0.9555
0.4258	6.9703	704	0.8443	0.5089	0.8443	0.9189
0.4258	6.9901	706	0.7944	0.5174	0.7944	0.8913
0.4258	7.0099	708	0.7377	0.5430	0.7377	0.8589
0.4258	7.0297	710	0.6969	0.54	0.6969	0.8348
0.4258	7.0495	712	0.6831	0.5560	0.6831	0.8265
0.4258	7.0693	714	0.6911	0.5560	0.6911	0.8313
0.4258	7.0891	716	0.7107	0.5559	0.7107	0.8430
0.4258	7.1089	718	0.7486	0.5089	0.7486	0.8652
0.4258	7.1287	720	0.7996	0.4985	0.7996	0.8942
0.4258	7.1485	722	0.8519	0.5060	0.8519	0.9230
0.4258	7.1683	724	0.8826	0.5106	0.8826	0.9395
0.4258	7.1881	726	0.9111	0.4877	0.9111	0.9545
0.4258	7.2079	728	0.8720	0.5071	0.8720	0.9338
0.4258	7.2277	730	0.8074	0.5161	0.8074	0.8986
0.4258	7.2475	732	0.7595	0.5509	0.7595	0.8715
0.4258	7.2673	734	0.7380	0.5321	0.7380	0.8591
0.4258	7.2871	736	0.7230	0.5776	0.7230	0.8503
0.4258	7.3069	738	0.7303	0.5376	0.7303	0.8546
0.4258	7.3267	740	0.7414	0.5243	0.7414	0.8611
0.4258	7.3465	742	0.7692	0.5485	0.7692	0.8771
0.4258	7.3663	744	0.7909	0.5106	0.7909	0.8893
0.4258	7.3861	746	0.7950	0.5106	0.7950	0.8917
0.4258	7.4059	748	0.7911	0.5171	0.7911	0.8894
0.4258	7.4257	750	0.7745	0.5166	0.7745	0.8801
0.4258	7.4455	752	0.7661	0.5157	0.7661	0.8753
0.4258	7.4653	754	0.7843	0.5022	0.7843	0.8856
0.4258	7.4851	756	0.7888	0.5022	0.7888	0.8881
0.4258	7.5050	758	0.7768	0.5255	0.7768	0.8813
0.4258	7.5248	760	0.7589	0.5211	0.7589	0.8711
0.4258	7.5446	762	0.7591	0.5211	0.7591	0.8713
0.4258	7.5644	764	0.7632	0.5074	0.7632	0.8736
0.4258	7.5842	766	0.7806	0.5241	0.7806	0.8835
0.4258	7.6040	768	0.8082	0.5241	0.8082	0.8990
0.4258	7.6238	770	0.8078	0.5285	0.8078	0.8988
0.4258	7.6436	772	0.8020	0.5347	0.8020	0.8956
0.4258	7.6634	774	0.7880	0.5347	0.7880	0.8877
0.4258	7.6832	776	0.7610	0.5272	0.7610	0.8724
0.4258	7.7030	778	0.7230	0.5121	0.7230	0.8503
0.4258	7.7228	780	0.6991	0.5505	0.6991	0.8361
0.4258	7.7426	782	0.6889	0.5773	0.6889	0.8300
0.4258	7.7624	784	0.7001	0.5367	0.7001	0.8367
0.4258	7.7822	786	0.7280	0.5395	0.7280	0.8532
0.4258	7.8020	788	0.7633	0.5125	0.7633	0.8737
0.4258	7.8218	790	0.8242	0.5285	0.8242	0.9079
0.4258	7.8416	792	0.8861	0.5177	0.8861	0.9413
0.4258	7.8614	794	0.9073	0.5215	0.9073	0.9525
0.4258	7.8812	796	0.9038	0.5215	0.9038	0.9507
0.4258	7.9010	798	0.8739	0.5173	0.8739	0.9348
0.4258	7.9208	800	0.8143	0.5196	0.8143	0.9024
0.4258	7.9406	802	0.7647	0.5174	0.7647	0.8744
0.4258	7.9604	804	0.7296	0.5433	0.7296	0.8542
0.4258	7.9802	806	0.7115	0.5533	0.7115	0.8435
0.4258	8.0	808	0.7112	0.5645	0.7112	0.8433
0.4258	8.0198	810	0.7245	0.5560	0.7245	0.8512
0.4258	8.0396	812	0.7553	0.5403	0.7553	0.8691
0.4258	8.0594	814	0.8032	0.5257	0.8032	0.8962
0.4258	8.0792	816	0.8496	0.5099	0.8496	0.9217
0.4258	8.0990	818	0.8835	0.5005	0.8835	0.9400
0.4258	8.1188	820	0.9000	0.5050	0.9000	0.9487
0.4258	8.1386	822	0.8889	0.5177	0.8889	0.9428
0.4258	8.1584	824	0.8669	0.5265	0.8669	0.9311
0.4258	8.1782	826	0.8573	0.5275	0.8573	0.9259
0.4258	8.1980	828	0.8540	0.5275	0.8540	0.9241
0.4258	8.2178	830	0.8508	0.5275	0.8508	0.9224
0.4258	8.2376	832	0.8544	0.5265	0.8544	0.9244
0.4258	8.2574	834	0.8614	0.5199	0.8614	0.9281
0.4258	8.2772	836	0.8555	0.5199	0.8555	0.9249
0.4258	8.2970	838	0.8315	0.5178	0.8315	0.9119
0.4258	8.3168	840	0.7999	0.5334	0.7999	0.8944
0.4258	8.3366	842	0.7812	0.5345	0.7812	0.8838
0.4258	8.3564	844	0.7660	0.5293	0.7660	0.8752
0.4258	8.3762	846	0.7496	0.5447	0.7496	0.8658
0.4258	8.3960	848	0.7518	0.5447	0.7518	0.8671
0.4258	8.4158	850	0.7620	0.5293	0.7620	0.8729
0.4258	8.4356	852	0.7847	0.5282	0.7847	0.8858
0.4258	8.4554	854	0.7948	0.5211	0.7948	0.8915
0.4258	8.4752	856	0.7874	0.5432	0.7874	0.8874
0.4258	8.4950	858	0.7709	0.5426	0.7709	0.8780
0.4258	8.5149	860	0.7546	0.5374	0.7546	0.8687
0.4258	8.5347	862	0.7386	0.5652	0.7386	0.8594
0.4258	8.5545	864	0.7316	0.5692	0.7316	0.8553
0.4258	8.5743	866	0.7289	0.5586	0.7289	0.8537
0.4258	8.5941	868	0.7332	0.5504	0.7332	0.8563
0.4258	8.6139	870	0.7378	0.5558	0.7378	0.8590
0.4258	8.6337	872	0.7410	0.5558	0.7410	0.8608
0.4258	8.6535	874	0.7529	0.5479	0.7529	0.8677
0.4258	8.6733	876	0.7623	0.5479	0.7623	0.8731
0.4258	8.6931	878	0.7711	0.5479	0.7711	0.8781
0.4258	8.7129	880	0.7730	0.5426	0.7730	0.8792
0.4258	8.7327	882	0.7890	0.5351	0.7890	0.8883
0.4258	8.7525	884	0.7983	0.5206	0.7983	0.8935
0.4258	8.7723	886	0.8091	0.5246	0.8091	0.8995
0.4258	8.7921	888	0.8302	0.5246	0.8302	0.9112
0.4258	8.8119	890	0.8393	0.5165	0.8393	0.9161
0.4258	8.8317	892	0.8365	0.5213	0.8365	0.9146
0.4258	8.8515	894	0.8339	0.5213	0.8339	0.9132
0.4258	8.8713	896	0.8109	0.5201	0.8109	0.9005
0.4258	8.8911	898	0.7808	0.5282	0.7808	0.8836
0.4258	8.9109	900	0.7566	0.5426	0.7566	0.8698
0.4258	8.9307	902	0.7441	0.5451	0.7441	0.8626
0.4258	8.9505	904	0.7344	0.5645	0.7344	0.8570
0.4258	8.9703	906	0.7330	0.5603	0.7330	0.8562
0.4258	8.9901	908	0.7345	0.5603	0.7345	0.8570
0.4258	9.0099	910	0.7354	0.5603	0.7354	0.8576
0.4258	9.0297	912	0.7373	0.5731	0.7373	0.8587
0.4258	9.0495	914	0.7474	0.5506	0.7474	0.8645
0.4258	9.0693	916	0.7611	0.5241	0.7611	0.8724
0.4258	9.0891	918	0.7747	0.5282	0.7747	0.8802
0.4258	9.1089	920	0.7827	0.5206	0.7827	0.8847
0.4258	9.1287	922	0.7838	0.5206	0.7838	0.8853
0.4258	9.1485	924	0.7823	0.5216	0.7823	0.8844
0.4258	9.1683	926	0.7777	0.5282	0.7777	0.8819
0.4258	9.1881	928	0.7758	0.5282	0.7758	0.8808
0.4258	9.2079	930	0.7766	0.5293	0.7766	0.8813
0.4258	9.2277	932	0.7792	0.5241	0.7792	0.8827
0.4258	9.2475	934	0.7809	0.5241	0.7809	0.8837
0.4258	9.2673	936	0.7769	0.5426	0.7769	0.8814
0.4258	9.2871	938	0.7698	0.5426	0.7698	0.8774
0.4258	9.3069	940	0.7692	0.5374	0.7692	0.8770
0.4258	9.3267	942	0.7688	0.5374	0.7688	0.8768
0.4258	9.3465	944	0.7614	0.5213	0.7614	0.8726
0.4258	9.3663	946	0.7564	0.5467	0.7564	0.8697
0.4258	9.3861	948	0.7530	0.5467	0.7530	0.8678
0.4258	9.4059	950	0.7504	0.5400	0.7504	0.8663
0.4258	9.4257	952	0.7505	0.5572	0.7505	0.8663
0.4258	9.4455	954	0.7536	0.5374	0.7536	0.8681
0.4258	9.4653	956	0.7596	0.5426	0.7596	0.8715
0.4258	9.4851	958	0.7634	0.5426	0.7634	0.8737
0.4258	9.5050	960	0.7666	0.5426	0.7666	0.8756
0.4258	9.5248	962	0.7681	0.5426	0.7681	0.8764
0.4258	9.5446	964	0.7691	0.5426	0.7691	0.8770
0.4258	9.5644	966	0.7706	0.5426	0.7706	0.8779
0.4258	9.5842	968	0.7728	0.5426	0.7728	0.8791
0.4258	9.6040	970	0.7719	0.5426	0.7719	0.8786
0.4258	9.6238	972	0.7724	0.5426	0.7724	0.8789
0.4258	9.6436	974	0.7714	0.5426	0.7714	0.8783
0.4258	9.6634	976	0.7725	0.5426	0.7725	0.8789
0.4258	9.6832	978	0.7726	0.5426	0.7726	0.8790
0.4258	9.7030	980	0.7701	0.5426	0.7701	0.8776
0.4258	9.7228	982	0.7692	0.5426	0.7692	0.8770
0.4258	9.7426	984	0.7664	0.5426	0.7664	0.8754
0.4258	9.7624	986	0.7631	0.5426	0.7631	0.8736
0.4258	9.7822	988	0.7624	0.5426	0.7624	0.8731
0.4258	9.8020	990	0.7610	0.5426	0.7610	0.8724
0.4258	9.8218	992	0.7596	0.5426	0.7596	0.8716
0.4258	9.8416	994	0.7585	0.5426	0.7585	0.8709
0.4258	9.8614	996	0.7576	0.5426	0.7576	0.8704
0.4258	9.8812	998	0.7581	0.5426	0.7581	0.8707
0.0652	9.9010	1000	0.7595	0.5426	0.7595	0.8715
0.0652	9.9208	1002	0.7613	0.5426	0.7613	0.8725
0.0652	9.9406	1004	0.7627	0.5426	0.7627	0.8733
0.0652	9.9604	1006	0.7635	0.5426	0.7635	0.8738
0.0652	9.9802	1008	0.7639	0.5426	0.7639	0.8740
0.0652	10.0	1010	0.7641	0.5426	0.7641	0.8741

Framework versions

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