ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run3_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: 0.9378
• Qwk: 0.0304
• Mse: 0.9378
• Rmse: 0.9684

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	0.0194	2	3.7830	0.0023	3.7830	1.9450
No log	0.0388	4	2.2387	-0.0491	2.2387	1.4962
No log	0.0583	6	1.2202	-0.0490	1.2202	1.1046
No log	0.0777	8	0.8154	0.0159	0.8154	0.9030
No log	0.0971	10	0.7646	0.0714	0.7646	0.8744
No log	0.1165	12	1.2951	0.0664	1.2951	1.1380
No log	0.1359	14	0.7758	0.0748	0.7758	0.8808
No log	0.1553	16	0.7028	0.0	0.7028	0.8384
No log	0.1748	18	0.7186	-0.1216	0.7186	0.8477
No log	0.1942	20	0.7609	-0.1216	0.7609	0.8723
No log	0.2136	22	0.7595	0.0374	0.7595	0.8715
No log	0.2330	24	0.7444	0.0714	0.7444	0.8628
No log	0.2524	26	0.7267	0.0714	0.7267	0.8525
No log	0.2718	28	0.7112	0.0759	0.7112	0.8433
No log	0.2913	30	0.7386	0.0628	0.7386	0.8594
No log	0.3107	32	0.7545	-0.0033	0.7545	0.8686
No log	0.3301	34	0.7789	-0.0465	0.7789	0.8825
No log	0.3495	36	1.4460	0.0564	1.4460	1.2025
No log	0.3689	38	1.9269	0.0448	1.9269	1.3881
No log	0.3883	40	1.0054	0.0618	1.0054	1.0027
No log	0.4078	42	0.8024	0.0733	0.8024	0.8958
No log	0.4272	44	0.7990	0.0662	0.7990	0.8938
No log	0.4466	46	0.7410	0.0528	0.7410	0.8608
No log	0.4660	48	0.8545	0.0748	0.8545	0.9244
No log	0.4854	50	0.9118	-0.0122	0.9118	0.9549
No log	0.5049	52	0.7141	0.1202	0.7141	0.8450
No log	0.5243	54	0.8048	0.1566	0.8048	0.8971
No log	0.5437	56	0.8580	-0.0211	0.8580	0.9263
No log	0.5631	58	0.7641	0.1339	0.7641	0.8741
No log	0.5825	60	0.9080	-0.0862	0.9080	0.9529
No log	0.6019	62	0.7926	0.2290	0.7926	0.8903
No log	0.6214	64	0.8277	0.1748	0.8277	0.9098
No log	0.6408	66	1.1212	0.0550	1.1212	1.0589
No log	0.6602	68	1.0180	0.0764	1.0180	1.0089
No log	0.6796	70	0.8119	0.0968	0.8119	0.9011
No log	0.6990	72	0.8836	0.0350	0.8836	0.9400
No log	0.7184	74	0.8230	0.1331	0.8230	0.9072
No log	0.7379	76	0.8448	0.2341	0.8448	0.9191
No log	0.7573	78	0.8028	0.2708	0.8028	0.8960
No log	0.7767	80	0.8647	0.0406	0.8647	0.9299
No log	0.7961	82	0.8359	0.1331	0.8359	0.9143
No log	0.8155	84	0.9345	0.0975	0.9345	0.9667
No log	0.8350	86	0.9886	0.0117	0.9886	0.9943
No log	0.8544	88	0.8847	0.2171	0.8847	0.9406
No log	0.8738	90	0.9553	0.0352	0.9553	0.9774
No log	0.8932	92	0.8790	0.2072	0.8790	0.9375
No log	0.9126	94	1.1037	0.0492	1.1037	1.0506
No log	0.9320	96	1.0226	0.0169	1.0226	1.0112
No log	0.9515	98	0.8077	0.1135	0.8077	0.8987
No log	0.9709	100	0.8644	0.0036	0.8644	0.9297
No log	0.9903	102	0.8970	0.0094	0.8970	0.9471
No log	1.0097	104	0.8715	0.1509	0.8715	0.9335
No log	1.0291	106	0.9145	0.2522	0.9145	0.9563
No log	1.0485	108	1.1817	0.0798	1.1817	1.0871
No log	1.0680	110	1.1835	0.0496	1.1835	1.0879
No log	1.0874	112	0.8795	0.2897	0.8795	0.9378
No log	1.1068	114	1.1722	0.0334	1.1722	1.0827
No log	1.1262	116	1.1546	0.0673	1.1546	1.0745
No log	1.1456	118	0.8320	0.0670	0.8320	0.9121
No log	1.1650	120	1.0624	0.0190	1.0624	1.0308
No log	1.1845	122	0.9639	0.0431	0.9639	0.9818
No log	1.2039	124	0.7947	0.0570	0.7947	0.8914
No log	1.2233	126	0.8180	-0.0408	0.8180	0.9044
No log	1.2427	128	0.9068	-0.0163	0.9068	0.9523
No log	1.2621	130	0.9253	-0.0163	0.9253	0.9619
No log	1.2816	132	0.7584	0.0814	0.7584	0.8708
No log	1.3010	134	0.7822	0.1333	0.7822	0.8844
No log	1.3204	136	0.8403	0.1697	0.8403	0.9167
No log	1.3398	138	0.8038	0.1327	0.8038	0.8966
No log	1.3592	140	0.8407	0.2012	0.8407	0.9169
No log	1.3786	142	0.8248	0.0289	0.8248	0.9082
No log	1.3981	144	0.8215	0.0810	0.8215	0.9064
No log	1.4175	146	1.0451	-0.0154	1.0451	1.0223
No log	1.4369	148	1.0465	0.0121	1.0465	1.0230
No log	1.4563	150	0.9308	0.0488	0.9308	0.9648
No log	1.4757	152	0.9896	0.0060	0.9896	0.9948
No log	1.4951	154	1.6272	-0.0338	1.6272	1.2756
No log	1.5146	156	1.4109	-0.0057	1.4109	1.1878
No log	1.5340	158	0.8659	-0.0049	0.8659	0.9305
No log	1.5534	160	0.8597	-0.0173	0.8597	0.9272
No log	1.5728	162	0.7940	0.1196	0.7940	0.8911
No log	1.5922	164	0.9835	0.0515	0.9835	0.9917
No log	1.6117	166	0.8572	0.0316	0.8572	0.9259
No log	1.6311	168	0.7410	0.1354	0.7410	0.8608
No log	1.6505	170	0.7788	0.1329	0.7788	0.8825
No log	1.6699	172	0.9919	0.0758	0.9919	0.9959
No log	1.6893	174	1.1800	0.1116	1.1800	1.0863
No log	1.7087	176	1.0039	0.0758	1.0039	1.0019
No log	1.7282	178	0.8548	0.0618	0.8548	0.9245
No log	1.7476	180	0.9497	0.0104	0.9497	0.9745
No log	1.7670	182	0.7867	0.1146	0.7867	0.8869
No log	1.7864	184	1.0942	0.1077	1.0942	1.0461
No log	1.8058	186	1.0858	-0.0049	1.0858	1.0420
No log	1.8252	188	0.8145	0.0909	0.8145	0.9025
No log	1.8447	190	0.7811	0.0033	0.7811	0.8838
No log	1.8641	192	0.8432	0.0196	0.8432	0.9183
No log	1.8835	194	0.8446	-0.0718	0.8446	0.9190
No log	1.9029	196	0.9779	0.0587	0.9779	0.9889
No log	1.9223	198	0.8654	-0.0262	0.8654	0.9303
No log	1.9417	200	0.8302	-0.0921	0.8302	0.9111
No log	1.9612	202	0.8709	-0.0541	0.8709	0.9332
No log	1.9806	204	0.8700	-0.0444	0.8700	0.9328
No log	2.0	206	0.8195	-0.0118	0.8195	0.9053
No log	2.0194	208	0.8445	-0.0309	0.8445	0.9190
No log	2.0388	210	0.8452	0.0152	0.8452	0.9193
No log	2.0583	212	0.8039	-0.0704	0.8039	0.8966
No log	2.0777	214	0.7861	-0.0179	0.7861	0.8866
No log	2.0971	216	0.8838	0.0065	0.8838	0.9401
No log	2.1165	218	0.9892	0.1027	0.9892	0.9946
No log	2.1359	220	0.9560	0.0060	0.9560	0.9778
No log	2.1553	222	0.8974	0.0434	0.8974	0.9473
No log	2.1748	224	0.9273	-0.0056	0.9273	0.9630
No log	2.1942	226	0.8944	0.0189	0.8944	0.9457
No log	2.2136	228	1.0390	0.1430	1.0390	1.0193
No log	2.2330	230	1.1854	0.0300	1.1854	1.0888
No log	2.2524	232	0.8865	0.0913	0.8865	0.9415
No log	2.2718	234	0.7583	-0.0560	0.7583	0.8708
No log	2.2913	236	0.7896	-0.0350	0.7896	0.8886
No log	2.3107	238	0.7992	-0.0524	0.7992	0.8940
No log	2.3301	240	0.8946	0.0484	0.8946	0.9459
No log	2.3495	242	0.9769	0.0058	0.9769	0.9884
No log	2.3689	244	0.9375	0.0148	0.9375	0.9682
No log	2.3883	246	0.9110	0.0281	0.9110	0.9545
No log	2.4078	248	0.8142	-0.0354	0.8142	0.9023
No log	2.4272	250	0.7491	0.0374	0.7491	0.8655
No log	2.4466	252	0.7211	0.0964	0.7211	0.8492
No log	2.4660	254	0.7323	0.0964	0.7323	0.8558
No log	2.4854	256	0.7609	0.0909	0.7609	0.8723
No log	2.5049	258	0.8291	0.0017	0.8291	0.9106
No log	2.5243	260	0.8327	0.0257	0.8327	0.9125
No log	2.5437	262	0.8612	-0.0149	0.8612	0.9280
No log	2.5631	264	0.8971	-0.0488	0.8971	0.9472
No log	2.5825	266	1.0460	0.0476	1.0460	1.0227
No log	2.6019	268	0.8614	-0.0912	0.8614	0.9281
No log	2.6214	270	0.7672	0.0857	0.7672	0.8759
No log	2.6408	272	0.8503	0.0786	0.8503	0.9221
No log	2.6602	274	0.7669	0.0588	0.7669	0.8757
No log	2.6796	276	0.7517	0.0807	0.7517	0.8670
No log	2.6990	278	0.7867	-0.0407	0.7867	0.8869
No log	2.7184	280	0.8718	-0.0470	0.8718	0.9337
No log	2.7379	282	0.8460	-0.0503	0.8460	0.9198
No log	2.7573	284	0.7746	0.0414	0.7746	0.8801
No log	2.7767	286	0.7807	0.1096	0.7807	0.8836
No log	2.7961	288	0.7548	0.0282	0.7548	0.8688
No log	2.8155	290	0.8107	0.0603	0.8107	0.9004
No log	2.8350	292	0.8839	-0.0365	0.8839	0.9402
No log	2.8544	294	0.7748	0.0532	0.7748	0.8802
No log	2.8738	296	0.8879	0.1973	0.8879	0.9423
No log	2.8932	298	0.8378	0.2032	0.8378	0.9153
No log	2.9126	300	0.7439	-0.0096	0.7439	0.8625
No log	2.9320	302	0.7823	0.0570	0.7823	0.8845
No log	2.9515	304	0.8409	-0.0912	0.8409	0.9170
No log	2.9709	306	0.7979	-0.0314	0.7979	0.8933
No log	2.9903	308	0.7582	-0.0152	0.7582	0.8708
No log	3.0097	310	0.8551	0.0346	0.8551	0.9247
No log	3.0291	312	0.8399	0.0786	0.8399	0.9165
No log	3.0485	314	0.7813	0.1095	0.7813	0.8839
No log	3.0680	316	0.8189	0.0545	0.8189	0.9049
No log	3.0874	318	0.9665	0.0246	0.9665	0.9831
No log	3.1068	320	0.9706	0.0078	0.9706	0.9852
No log	3.1262	322	0.9605	0.0078	0.9605	0.9801
No log	3.1456	324	0.9772	0.0579	0.9772	0.9885
No log	3.1650	326	0.9392	0.0579	0.9392	0.9691
No log	3.1845	328	0.8373	0.1333	0.8373	0.9151
No log	3.2039	330	0.8237	0.1327	0.8237	0.9076
No log	3.2233	332	0.9277	-0.0920	0.9277	0.9632
No log	3.2427	334	1.0115	-0.0381	1.0115	1.0058
No log	3.2621	336	0.9234	-0.0963	0.9234	0.9609
No log	3.2816	338	0.9152	0.0633	0.9152	0.9567
No log	3.3010	340	0.9360	-0.0230	0.9360	0.9675
No log	3.3204	342	0.9396	-0.0511	0.9396	0.9693
No log	3.3398	344	0.9484	0.0091	0.9484	0.9739
No log	3.3592	346	0.9272	0.0538	0.9272	0.9629
No log	3.3786	348	0.8977	-0.0831	0.8977	0.9474
No log	3.3981	350	0.9835	-0.1253	0.9835	0.9917
No log	3.4175	352	0.9073	-0.1526	0.9073	0.9525
No log	3.4369	354	0.8838	-0.1159	0.8838	0.9401
No log	3.4563	356	0.9572	-0.1159	0.9572	0.9784
No log	3.4757	358	1.0046	0.0065	1.0046	1.0023
No log	3.4951	360	0.8940	-0.1588	0.8940	0.9455
No log	3.5146	362	0.9024	0.0964	0.9024	0.9499
No log	3.5340	364	0.9221	0.0529	0.9221	0.9602
No log	3.5534	366	0.8367	-0.0091	0.8367	0.9147
No log	3.5728	368	0.9119	-0.0682	0.9119	0.9549
No log	3.5922	370	0.8811	-0.1529	0.8811	0.9387
No log	3.6117	372	0.8546	-0.0939	0.8546	0.9245
No log	3.6311	374	0.8445	-0.0145	0.8445	0.9190
No log	3.6505	376	0.8392	-0.0407	0.8392	0.9161
No log	3.6699	378	0.9415	0.0378	0.9415	0.9703
No log	3.6893	380	1.0396	0.0752	1.0396	1.0196
No log	3.7087	382	1.0476	0.0149	1.0476	1.0235
No log	3.7282	384	0.9049	-0.1409	0.9049	0.9513
No log	3.7476	386	0.9629	0.0775	0.9629	0.9813
No log	3.7670	388	0.9529	-0.0031	0.9529	0.9762
No log	3.7864	390	0.8234	0.1144	0.8234	0.9074
No log	3.8058	392	0.8375	0.0488	0.8375	0.9152
No log	3.8252	394	0.9027	-0.0889	0.9027	0.9501
No log	3.8447	396	0.9326	-0.0517	0.9326	0.9657
No log	3.8641	398	0.9320	-0.1462	0.9320	0.9654
No log	3.8835	400	0.9319	-0.1802	0.9319	0.9653
No log	3.9029	402	0.8911	-0.1334	0.8911	0.9440
No log	3.9223	404	0.8831	0.1049	0.8831	0.9397
No log	3.9417	406	0.8120	-0.0118	0.8120	0.9011
No log	3.9612	408	0.7825	-0.0532	0.7825	0.8846
No log	3.9806	410	0.7593	0.0355	0.7593	0.8714
No log	4.0	412	0.7916	0.0714	0.7916	0.8897
No log	4.0194	414	0.7740	0.1259	0.7740	0.8798
No log	4.0388	416	0.7830	-0.0550	0.7830	0.8849
No log	4.0583	418	0.8169	-0.0930	0.8169	0.9038
No log	4.0777	420	0.8643	-0.0592	0.8643	0.9297
No log	4.0971	422	0.9111	-0.0171	0.9111	0.9545
No log	4.1165	424	0.9276	-0.1283	0.9276	0.9631
No log	4.1359	426	0.8932	-0.1120	0.8932	0.9451
No log	4.1553	428	0.8520	-0.1106	0.8520	0.9230
No log	4.1748	430	0.8032	-0.0930	0.8032	0.8962
No log	4.1942	432	0.8283	0.0953	0.8283	0.9101
No log	4.2136	434	0.8418	0.0953	0.8418	0.9175
No log	4.2330	436	0.8125	-0.0599	0.8125	0.9014
No log	4.2524	438	0.8262	-0.0870	0.8262	0.9090
No log	4.2718	440	0.8027	-0.0921	0.8027	0.8960
No log	4.2913	442	0.7955	0.0282	0.7955	0.8919
No log	4.3107	444	0.8072	-0.1047	0.8072	0.8985
No log	4.3301	446	0.8092	-0.0583	0.8092	0.8996
No log	4.3495	448	0.8150	-0.0170	0.8150	0.9028
No log	4.3689	450	0.7929	-0.0612	0.7929	0.8905
No log	4.3883	452	0.8061	0.1047	0.8061	0.8978
No log	4.4078	454	0.8285	0.0956	0.8285	0.9102
No log	4.4272	456	0.7890	0.0639	0.7890	0.8882
No log	4.4466	458	0.7669	0.0355	0.7669	0.8757
No log	4.4660	460	0.7977	0.0639	0.7977	0.8932
No log	4.4854	462	0.8613	0.0909	0.8613	0.9281
No log	4.5049	464	0.9008	0.0909	0.9008	0.9491
No log	4.5243	466	0.8598	0.0680	0.8598	0.9273
No log	4.5437	468	0.7987	0.0496	0.7987	0.8937
No log	4.5631	470	0.7904	0.1081	0.7904	0.8891
No log	4.5825	472	0.7377	0.0967	0.7377	0.8589
No log	4.6019	474	0.7780	0.0225	0.7780	0.8820
No log	4.6214	476	0.8255	0.0670	0.8255	0.9086
No log	4.6408	478	0.8093	0.0670	0.8093	0.8996
No log	4.6602	480	0.7282	0.0334	0.7282	0.8533
No log	4.6796	482	0.7108	0.0334	0.7108	0.8431
No log	4.6990	484	0.7149	0.0909	0.7149	0.8455
No log	4.7184	486	0.7318	0.0334	0.7318	0.8555
No log	4.7379	488	0.7472	0.0260	0.7472	0.8644
No log	4.7573	490	0.7807	0.0225	0.7807	0.8836
No log	4.7767	492	0.7975	0.1097	0.7975	0.8930
No log	4.7961	494	0.7845	0.0247	0.7845	0.8857
No log	4.8155	496	0.8123	0.1097	0.8123	0.9013
No log	4.8350	498	0.8912	0.0476	0.8912	0.9440
0.3298	4.8544	500	0.9778	-0.0558	0.9778	0.9889
0.3298	4.8738	502	0.8514	0.0442	0.8514	0.9227
0.3298	4.8932	504	0.7713	0.0670	0.7713	0.8782
0.3298	4.9126	506	0.7504	0.0260	0.7504	0.8663
0.3298	4.9320	508	0.7666	0.0714	0.7666	0.8755
0.3298	4.9515	510	0.8480	0.0953	0.8480	0.9209
0.3298	4.9709	512	0.9944	-0.0518	0.9944	0.9972
0.3298	4.9903	514	0.9783	-0.0101	0.9783	0.9891
0.3298	5.0097	516	0.8489	0.0660	0.8489	0.9214
0.3298	5.0291	518	0.8301	-0.0054	0.8301	0.9111
0.3298	5.0485	520	0.8042	0.0828	0.8042	0.8968
0.3298	5.0680	522	0.8035	0.1986	0.8035	0.8964
0.3298	5.0874	524	0.9115	0.0377	0.9115	0.9547
0.3298	5.1068	526	0.8577	0.1879	0.8577	0.9261
0.3298	5.1262	528	0.8093	0.1529	0.8093	0.8996
0.3298	5.1456	530	0.7968	0.1627	0.7968	0.8927
0.3298	5.1650	532	0.7651	0.0869	0.7651	0.8747
0.3298	5.1845	534	0.7621	0.0414	0.7621	0.8730
0.3298	5.2039	536	0.7815	0.0807	0.7815	0.8840
0.3298	5.2233	538	0.8173	0.1627	0.8173	0.9041
0.3298	5.2427	540	0.7949	0.1259	0.7949	0.8916
0.3298	5.2621	542	0.7979	-0.0056	0.7979	0.8933
0.3298	5.2816	544	0.8388	-0.0741	0.8388	0.9159
0.3298	5.3010	546	0.8715	-0.1067	0.8715	0.9336
0.3298	5.3204	548	0.9397	0.0851	0.9397	0.9694
0.3298	5.3398	550	1.0393	-0.0028	1.0393	1.0195
0.3298	5.3592	552	0.9703	0.0502	0.9703	0.9850
0.3298	5.3786	554	0.9335	-0.1407	0.9335	0.9662
0.3298	5.3981	556	0.8960	-0.1576	0.8960	0.9466
0.3298	5.4175	558	0.9265	0.1277	0.9265	0.9625
0.3298	5.4369	560	0.9394	0.0793	0.9394	0.9692
0.3298	5.4563	562	0.8367	0.0357	0.8367	0.9147
0.3298	5.4757	564	0.8429	-0.1526	0.8429	0.9181
0.3298	5.4951	566	0.8460	-0.1588	0.8460	0.9198
0.3298	5.5146	568	0.8271	0.0357	0.8271	0.9095
0.3298	5.5340	570	0.8741	0.1449	0.8741	0.9349
0.3298	5.5534	572	0.8683	0.1047	0.8683	0.9318
0.3298	5.5728	574	0.8524	0.1048	0.8524	0.9232
0.3298	5.5922	576	0.8580	0.1599	0.8580	0.9263
0.3298	5.6117	578	0.8669	0.1192	0.8669	0.9311
0.3298	5.6311	580	0.8755	-0.1576	0.8755	0.9357
0.3298	5.6505	582	0.8889	-0.1576	0.8889	0.9428
0.3298	5.6699	584	0.8795	0.0783	0.8795	0.9378
0.3298	5.6893	586	0.8713	0.0562	0.8713	0.9335
0.3298	5.7087	588	0.8242	0.0814	0.8242	0.9078
0.3298	5.7282	590	0.8433	-0.1584	0.8433	0.9183
0.3298	5.7476	592	0.8324	-0.0426	0.8324	0.9123
0.3298	5.7670	594	0.8092	0.0828	0.8092	0.8995
0.3298	5.7864	596	0.8290	0.1485	0.8290	0.9105
0.3298	5.8058	598	0.9716	0.0762	0.9716	0.9857
0.3298	5.8252	600	0.9984	0.0267	0.9984	0.9992
0.3298	5.8447	602	0.8735	0.0880	0.8735	0.9346
0.3298	5.8641	604	0.8294	-0.0426	0.8294	0.9107
0.3298	5.8835	606	0.8640	-0.0963	0.8640	0.9295
0.3298	5.9029	608	0.8229	0.0053	0.8229	0.9071
0.3298	5.9223	610	0.8018	0.0821	0.8018	0.8954
0.3298	5.9417	612	0.8471	0.0956	0.8471	0.9204
0.3298	5.9612	614	0.8375	0.1495	0.8375	0.9152
0.3298	5.9806	616	0.8648	0.1485	0.8648	0.9299
0.3298	6.0	618	0.8660	-0.1638	0.8660	0.9306
0.3298	6.0194	620	0.9053	-0.1517	0.9053	0.9515
0.3298	6.0388	622	0.9724	-0.0197	0.9724	0.9861
0.3298	6.0583	624	0.9345	0.0923	0.9345	0.9667
0.3298	6.0777	626	0.8418	0.1249	0.8418	0.9175
0.3298	6.0971	628	0.7716	0.0395	0.7716	0.8784
0.3298	6.1165	630	0.7513	0.0334	0.7513	0.8668
0.3298	6.1359	632	0.7489	0.0334	0.7489	0.8654
0.3298	6.1553	634	0.7742	0.0414	0.7742	0.8799
0.3298	6.1748	636	0.7976	-0.0524	0.7976	0.8931
0.3298	6.1942	638	0.8491	0.0289	0.8491	0.9215
0.3298	6.2136	640	0.9624	0.0799	0.9624	0.9810
0.3298	6.2330	642	0.9514	0.0461	0.9514	0.9754
0.3298	6.2524	644	0.9389	-0.0142	0.9389	0.9690
0.3298	6.2718	646	1.0344	0.0402	1.0344	1.0171
0.3298	6.2913	648	0.9560	0.0673	0.9560	0.9777
0.3298	6.3107	650	0.8078	0.0026	0.8078	0.8988
0.3298	6.3301	652	0.8383	0.1047	0.8383	0.9156
0.3298	6.3495	654	0.8325	0.1449	0.8325	0.9124
0.3298	6.3689	656	0.7696	0.0814	0.7696	0.8773
0.3298	6.3883	658	0.7608	0.1371	0.7608	0.8723
0.3298	6.4078	660	0.8423	-0.1588	0.8423	0.9178
0.3298	6.4272	662	0.8416	-0.1588	0.8416	0.9174
0.3298	6.4466	664	0.8305	-0.0816	0.8305	0.9113
0.3298	6.4660	666	0.8516	0.0633	0.8516	0.9228
0.3298	6.4854	668	0.8204	0.1144	0.8204	0.9058
0.3298	6.5049	670	0.7695	0.0869	0.7695	0.8772
0.3298	6.5243	672	0.7633	0.0454	0.7633	0.8737
0.3298	6.5437	674	0.7398	0.0967	0.7398	0.8601
0.3298	6.5631	676	0.7171	0.1371	0.7171	0.8468
0.3298	6.5825	678	0.8076	0.0476	0.8076	0.8987
0.3298	6.6019	680	0.8747	-0.0033	0.8747	0.9353
0.3298	6.6214	682	0.8858	-0.0033	0.8858	0.9412
0.3298	6.6408	684	0.7936	0.0680	0.7936	0.8908
0.3298	6.6602	686	0.8037	0.0394	0.8037	0.8965
0.3298	6.6796	688	0.8218	-0.0999	0.8218	0.9065
0.3298	6.6990	690	0.8669	0.0490	0.8669	0.9310
0.3298	6.7184	692	0.8589	0.0490	0.8589	0.9268
0.3298	6.7379	694	0.7925	0.0814	0.7925	0.8902
0.3298	6.7573	696	0.7662	0.0967	0.7662	0.8753
0.3298	6.7767	698	0.7364	0.0814	0.7364	0.8581
0.3298	6.7961	700	0.7740	0.0512	0.7740	0.8798
0.3298	6.8155	702	0.8481	-0.0033	0.8481	0.9209
0.3298	6.8350	704	0.8829	-0.0076	0.8829	0.9396
0.3298	6.8544	706	0.8669	-0.0076	0.8669	0.9311
0.3298	6.8738	708	0.8245	0.0016	0.8245	0.9080
0.3298	6.8932	710	0.7682	0.0768	0.7682	0.8764
0.3298	6.9126	712	0.7545	0.0814	0.7545	0.8686
0.3298	6.9320	714	0.7825	0.1612	0.7825	0.8846
0.3298	6.9515	716	0.8437	-0.0008	0.8437	0.9186
0.3298	6.9709	718	0.8009	0.0099	0.8009	0.8950
0.3298	6.9903	720	0.7480	0.0768	0.7480	0.8649
0.3298	7.0097	722	0.7757	0.0680	0.7757	0.8807
0.3298	7.0291	724	0.7879	0.0680	0.7879	0.8876
0.3298	7.0485	726	0.8484	0.0600	0.8484	0.9211
0.3298	7.0680	728	0.8537	-0.0443	0.8537	0.9240
0.3298	7.0874	730	0.8726	-0.0846	0.8726	0.9342
0.3298	7.1068	732	0.8855	-0.0439	0.8855	0.9410
0.3298	7.1262	734	0.8456	-0.0785	0.8456	0.9195
0.3298	7.1456	736	0.8685	0.1048	0.8685	0.9319
0.3298	7.1650	738	0.9035	0.0068	0.9035	0.9505
0.3298	7.1845	740	0.8247	0.0247	0.8247	0.9081
0.3298	7.2039	742	0.7928	0.0395	0.7928	0.8904
0.3298	7.2233	744	0.7824	0.0814	0.7824	0.8846
0.3298	7.2427	746	0.7961	0.0225	0.7961	0.8922
0.3298	7.2621	748	0.7753	0.0814	0.7753	0.8805
0.3298	7.2816	750	0.7601	0.0355	0.7601	0.8718
0.3298	7.3010	752	0.7576	0.0395	0.7576	0.8704
0.3298	7.3204	754	0.7570	0.0814	0.7570	0.8700
0.3298	7.3398	756	0.7702	0.0768	0.7702	0.8776
0.3298	7.3592	758	0.7712	0.0768	0.7712	0.8782
0.3298	7.3786	760	0.7835	0.0776	0.7835	0.8851
0.3298	7.3981	762	0.8072	0.0776	0.8072	0.8984
0.3298	7.4175	764	0.8425	0.0650	0.8425	0.9179
0.3298	7.4369	766	0.9952	0.0547	0.9952	0.9976
0.3298	7.4563	768	0.9692	0.0605	0.9692	0.9845
0.3298	7.4757	770	0.8435	0.0650	0.8435	0.9184
0.3298	7.4951	772	0.8196	-0.0939	0.8196	0.9053
0.3298	7.5146	774	0.8278	-0.0889	0.8278	0.9098
0.3298	7.5340	776	0.8140	0.0768	0.8140	0.9022
0.3298	7.5534	778	0.8549	0.0016	0.8549	0.9246
0.3298	7.5728	780	0.8669	0.0362	0.8669	0.9311
0.3298	7.5922	782	0.8339	0.0043	0.8339	0.9132
0.3298	7.6117	784	0.7643	0.0759	0.7643	0.8742
0.3298	7.6311	786	0.7491	0.1433	0.7491	0.8655
0.3298	7.6505	788	0.7756	-0.0488	0.7756	0.8807
0.3298	7.6699	790	0.7588	0.1371	0.7588	0.8711
0.3298	7.6893	792	0.8068	0.0588	0.8068	0.8982
0.3298	7.7087	794	0.9578	0.0526	0.9578	0.9787
0.3298	7.7282	796	1.0343	0.0443	1.0343	1.0170
0.3298	7.7476	798	0.9049	-0.0033	0.9049	0.9513
0.3298	7.7670	800	0.8318	-0.0955	0.8318	0.9120
0.3298	7.7864	802	0.8691	-0.0821	0.8691	0.9323
0.3298	7.8058	804	0.8498	-0.0465	0.8498	0.9218
0.3298	7.8252	806	0.8565	-0.0686	0.8565	0.9255
0.3298	7.8447	808	0.9360	-0.0056	0.9360	0.9675
0.3298	7.8641	810	0.9672	-0.0200	0.9672	0.9834
0.3298	7.8835	812	0.9090	0.0409	0.9090	0.9534
0.3298	7.9029	814	0.8370	-0.0138	0.8370	0.9149
0.3298	7.9223	816	0.9254	-0.0852	0.9254	0.9620
0.3298	7.9417	818	1.0182	-0.0672	1.0182	1.0091
0.3298	7.9612	820	0.9385	-0.0707	0.9385	0.9688
0.3298	7.9806	822	0.8073	-0.0407	0.8073	0.8985
0.3298	8.0	824	0.7207	0.1433	0.7207	0.8490
0.3298	8.0194	826	0.7476	0.0714	0.7476	0.8646
0.3298	8.0388	828	0.8134	0.0999	0.8134	0.9019
0.3298	8.0583	830	0.8197	0.0442	0.8197	0.9054
0.3298	8.0777	832	0.7617	0.1097	0.7617	0.8728
0.3298	8.0971	834	0.7197	0.1379	0.7197	0.8483
0.3298	8.1165	836	0.7428	0.0432	0.7428	0.8619
0.3298	8.1359	838	0.7613	-0.0465	0.7613	0.8725
0.3298	8.1553	840	0.7647	-0.0029	0.7647	0.8745
0.3298	8.1748	842	0.7834	-0.0145	0.7834	0.8851
0.3298	8.1942	844	0.8328	0.1001	0.8328	0.9126
0.3298	8.2136	846	0.8566	0.0016	0.8566	0.9255
0.3298	8.2330	848	0.8060	0.1096	0.8060	0.8978
0.3298	8.2524	850	0.7783	0.0338	0.7783	0.8822
0.3298	8.2718	852	0.7653	0.1371	0.7653	0.8748
0.3298	8.2913	854	0.7611	0.0814	0.7611	0.8724
0.3298	8.3107	856	0.7952	0.1097	0.7952	0.8917
0.3298	8.3301	858	0.8206	0.0442	0.8206	0.9059
0.3298	8.3495	860	0.8008	0.1148	0.8008	0.8948
0.3298	8.3689	862	0.8045	-0.0444	0.8045	0.8969
0.3298	8.3883	864	0.8259	-0.0831	0.8259	0.9088
0.3298	8.4078	866	0.8253	-0.0500	0.8253	0.9085
0.3298	8.4272	868	0.8085	0.0357	0.8085	0.8992
0.3298	8.4466	870	0.7898	0.0338	0.7898	0.8887
0.3298	8.4660	872	0.7746	0.0807	0.7746	0.8801
0.3298	8.4854	874	0.7609	0.0807	0.7609	0.8723
0.3298	8.5049	876	0.7498	0.0807	0.7498	0.8659
0.3298	8.5243	878	0.7286	0.0857	0.7286	0.8536
0.3298	8.5437	880	0.7133	0.1444	0.7133	0.8446
0.3298	8.5631	882	0.7236	0.0807	0.7236	0.8506
0.3298	8.5825	884	0.7600	0.0670	0.7600	0.8718
0.3298	8.6019	886	0.7994	0.0628	0.7994	0.8941
0.3298	8.6214	888	0.8185	-0.0351	0.8185	0.9047
0.3298	8.6408	890	0.8076	0.1202	0.8076	0.8987
0.3298	8.6602	892	0.7938	0.0768	0.7938	0.8910
0.3298	8.6796	894	0.8129	0.0670	0.8129	0.9016
0.3298	8.6990	896	0.8614	-0.0008	0.8614	0.9281
0.3298	8.7184	898	0.9101	0.0260	0.9101	0.9540
0.3298	8.7379	900	0.8984	-0.0079	0.8984	0.9478
0.3298	8.7573	902	0.7851	0.0759	0.7851	0.8861
0.3298	8.7767	904	0.7657	0.0	0.7657	0.8750
0.3298	8.7961	906	0.7486	-0.0032	0.7486	0.8652
0.3298	8.8155	908	0.7413	0.1379	0.7413	0.8610
0.3298	8.8350	910	0.7714	0.0759	0.7714	0.8783
0.3298	8.8544	912	0.7809	0.1148	0.7809	0.8837
0.3298	8.8738	914	0.7835	0.0759	0.7835	0.8851
0.3298	8.8932	916	0.7882	0.0768	0.7882	0.8878
0.3298	8.9126	918	0.8016	0.1199	0.8016	0.8953
0.3298	8.9320	920	0.8149	0.0999	0.8149	0.9027
0.3298	8.9515	922	0.8324	-0.0008	0.8324	0.9123
0.3298	8.9709	924	0.8522	-0.0008	0.8522	0.9232
0.3298	8.9903	926	0.8083	0.0512	0.8083	0.8991
0.3298	9.0097	928	0.7385	0.1379	0.7385	0.8594
0.3298	9.0291	930	0.7689	-0.1397	0.7689	0.8769
0.3298	9.0485	932	0.7947	-0.1737	0.7947	0.8915
0.3298	9.0680	934	0.7723	-0.0029	0.7723	0.8788
0.3298	9.0874	936	0.7956	0.0338	0.7956	0.8920
0.3298	9.1068	938	0.8537	0.0956	0.8537	0.9239
0.3298	9.1262	940	0.9921	-0.0094	0.9921	0.9960
0.3298	9.1456	942	1.0822	0.0454	1.0822	1.0403
0.3298	9.1650	944	0.9920	-0.0094	0.9920	0.9960
0.3298	9.1845	946	0.8365	0.1599	0.8365	0.9146
0.3298	9.2039	948	0.7857	0.0449	0.7857	0.8864
0.3298	9.2233	950	0.7647	0.0449	0.7647	0.8744
0.3298	9.2427	952	0.7373	0.1444	0.7373	0.8587
0.3298	9.2621	954	0.7806	0.0714	0.7806	0.8835
0.3298	9.2816	956	0.9977	0.0815	0.9977	0.9988
0.3298	9.3010	958	1.2062	-0.0012	1.2062	1.0983
0.3298	9.3204	960	1.2151	0.0044	1.2151	1.1023
0.3298	9.3398	962	1.0575	0.0193	1.0575	1.0283
0.3298	9.3592	964	0.9080	0.0181	0.9080	0.9529
0.3298	9.3786	966	0.8644	-0.0343	0.8644	0.9297
0.3298	9.3981	968	0.8165	-0.0029	0.8165	0.9036
0.3298	9.4175	970	0.7775	0.0759	0.7775	0.8818
0.3298	9.4369	972	0.7837	0.0670	0.7837	0.8853
0.3298	9.4563	974	0.8119	0.0549	0.8119	0.9011
0.3298	9.4757	976	0.8539	-0.0408	0.8539	0.9241
0.3298	9.4951	978	0.8308	0.0512	0.8308	0.9115
0.3298	9.5146	980	0.7930	0.0759	0.7930	0.8905
0.3298	9.5340	982	0.8039	0.0759	0.8039	0.8966
0.3298	9.5534	984	0.8231	-0.0704	0.8231	0.9073
0.3298	9.5728	986	0.8555	0.0588	0.8555	0.9249
0.3298	9.5922	988	0.8524	0.0588	0.8524	0.9233
0.3298	9.6117	990	0.8237	-0.0287	0.8237	0.9076
0.3298	9.6311	992	0.7987	0.0857	0.7987	0.8937
0.3298	9.6505	994	0.7797	0.1444	0.7797	0.8830
0.3298	9.6699	996	0.7806	0.0807	0.7806	0.8835
0.3298	9.6893	998	0.7965	0.0225	0.7965	0.8925
0.0713	9.7087	1000	0.8409	0.0512	0.8409	0.9170
0.0713	9.7282	1002	0.8126	0.0225	0.8126	0.9015
0.0713	9.7476	1004	0.8058	0.0225	0.8058	0.8977
0.0713	9.7670	1006	0.7989	0.0225	0.7989	0.8938
0.0713	9.7864	1008	0.7978	0.0225	0.7978	0.8932
0.0713	9.8058	1010	0.8349	0.1336	0.8349	0.9137
0.0713	9.8252	1012	0.8309	0.0956	0.8309	0.9115
0.0713	9.8447	1014	0.7866	0.0191	0.7866	0.8869
0.0713	9.8641	1016	0.7615	0.0918	0.7615	0.8726
0.0713	9.8835	1018	0.7588	0.0918	0.7588	0.8711
0.0713	9.9029	1020	0.7727	0.0918	0.7727	0.8791
0.0713	9.9223	1022	0.8087	0.0191	0.8087	0.8993
0.0713	9.9417	1024	0.9514	0.0304	0.9514	0.9754
0.0713	9.9612	1026	1.0448	0.0152	1.0448	1.0222
0.0713	9.9806	1028	1.0371	0.0152	1.0371	1.0184
0.0713	10.0	1030	0.9378	0.0304	0.9378	0.9684

Framework versions

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