ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run2_AugV5_k20_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: 1.1820
• Qwk: 0.1556
• Mse: 1.1820
• Rmse: 1.0872

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	0.0198	2	4.7766	-0.0075	4.7766	2.1855
No log	0.0396	4	3.1675	-0.0519	3.1675	1.7797
No log	0.0594	6	1.8772	0.0198	1.8772	1.3701
No log	0.0792	8	1.8099	0.0062	1.8099	1.3453
No log	0.0990	10	1.5498	-0.0576	1.5498	1.2449
No log	0.1188	12	1.2300	0.1308	1.2300	1.1090
No log	0.1386	14	1.1878	0.1732	1.1878	1.0899
No log	0.1584	16	1.3110	0.0926	1.3110	1.1450
No log	0.1782	18	1.3587	0.0926	1.3587	1.1656
No log	0.1980	20	1.2209	0.1999	1.2209	1.1049
No log	0.2178	22	1.1494	0.2478	1.1494	1.0721
No log	0.2376	24	1.1791	0.2234	1.1791	1.0859
No log	0.2574	26	1.4474	0.1959	1.4474	1.2031
No log	0.2772	28	2.0117	0.0846	2.0117	1.4184
No log	0.2970	30	2.4898	0.0359	2.4898	1.5779
No log	0.3168	32	2.2403	0.0446	2.2403	1.4968
No log	0.3366	34	1.5642	0.0324	1.5642	1.2507
No log	0.3564	36	1.1763	0.2289	1.1763	1.0846
No log	0.3762	38	1.1422	0.2424	1.1422	1.0687
No log	0.3960	40	1.3078	0.1354	1.3078	1.1436
No log	0.4158	42	1.6264	0.0969	1.6264	1.2753
No log	0.4356	44	2.1011	0.0196	2.1011	1.4495
No log	0.4554	46	1.7721	0.0310	1.7721	1.3312
No log	0.4752	48	1.3670	0.1809	1.3670	1.1692
No log	0.4950	50	1.1450	0.2785	1.1450	1.0700
No log	0.5149	52	1.1111	0.2636	1.1111	1.0541
No log	0.5347	54	1.1910	0.2543	1.1910	1.0913
No log	0.5545	56	1.2764	0.1679	1.2764	1.1298
No log	0.5743	58	1.2414	0.1772	1.2414	1.1142
No log	0.5941	60	1.2196	0.1959	1.2196	1.1043
No log	0.6139	62	1.4273	0.1495	1.4273	1.1947
No log	0.6337	64	1.8388	0.0472	1.8388	1.3560
No log	0.6535	66	1.9440	0.0211	1.9440	1.3943
No log	0.6733	68	1.6953	0.0355	1.6953	1.3020
No log	0.6931	70	1.4535	0.0254	1.4535	1.2056
No log	0.7129	72	1.2474	0.1882	1.2474	1.1169
No log	0.7327	74	1.1105	0.3693	1.1105	1.0538
No log	0.7525	76	1.0673	0.3985	1.0673	1.0331
No log	0.7723	78	1.0717	0.4094	1.0717	1.0352
No log	0.7921	80	1.0815	0.3041	1.0815	1.0400
No log	0.8119	82	1.1944	0.2469	1.1944	1.0929
No log	0.8317	84	1.5566	0.1719	1.5566	1.2476
No log	0.8515	86	1.7736	0.1463	1.7736	1.3318
No log	0.8713	88	1.6909	0.1455	1.6909	1.3004
No log	0.8911	90	1.7810	0.1379	1.7810	1.3345
No log	0.9109	92	1.5186	0.1476	1.5186	1.2323
No log	0.9307	94	1.4307	0.2072	1.4307	1.1961
No log	0.9505	96	1.4865	0.2072	1.4865	1.2192
No log	0.9703	98	1.2725	0.3128	1.2725	1.1281
No log	0.9901	100	1.2370	0.2766	1.2370	1.1122
No log	1.0099	102	1.2705	0.1592	1.2705	1.1272
No log	1.0297	104	1.3453	0.1466	1.3453	1.1599
No log	1.0495	106	1.6849	0.0764	1.6849	1.2980
No log	1.0693	108	1.8363	-0.0175	1.8363	1.3551
No log	1.0891	110	1.6629	0.1206	1.6629	1.2895
No log	1.1089	112	1.4319	0.1039	1.4319	1.1966
No log	1.1287	114	1.2806	0.1603	1.2806	1.1317
No log	1.1485	116	1.2514	0.1538	1.2514	1.1187
No log	1.1683	118	1.2276	0.1576	1.2276	1.1080
No log	1.1881	120	1.1993	0.1576	1.1993	1.0951
No log	1.2079	122	1.1938	0.2210	1.1938	1.0926
No log	1.2277	124	1.3038	0.3184	1.3038	1.1418
No log	1.2475	126	1.6003	0.2253	1.6003	1.2650
No log	1.2673	128	1.5736	0.2814	1.5736	1.2544
No log	1.2871	130	1.3685	0.3027	1.3685	1.1698
No log	1.3069	132	1.2384	0.1878	1.2384	1.1128
No log	1.3267	134	1.1591	0.1410	1.1591	1.0766
No log	1.3465	136	1.1361	0.2098	1.1361	1.0659
No log	1.3663	138	1.2050	0.3082	1.2050	1.0977
No log	1.3861	140	1.3519	0.3570	1.3519	1.1627
No log	1.4059	142	1.4304	0.2890	1.4304	1.1960
No log	1.4257	144	1.3180	0.2644	1.3180	1.1480
No log	1.4455	146	1.2366	0.2599	1.2366	1.1120
No log	1.4653	148	1.2648	0.3682	1.2648	1.1246
No log	1.4851	150	1.3298	0.2632	1.3298	1.1532
No log	1.5050	152	1.3533	0.2550	1.3533	1.1633
No log	1.5248	154	1.2879	0.2550	1.2879	1.1348
No log	1.5446	156	1.2941	0.1856	1.2941	1.1376
No log	1.5644	158	1.3445	0.1782	1.3445	1.1595
No log	1.5842	160	1.3679	0.2379	1.3679	1.1696
No log	1.6040	162	1.4248	0.1646	1.4248	1.1937
No log	1.6238	164	1.4441	0.2222	1.4441	1.2017
No log	1.6436	166	1.4299	0.2188	1.4299	1.1958
No log	1.6634	168	1.4125	0.2510	1.4125	1.1885
No log	1.6832	170	1.3753	0.2105	1.3753	1.1727
No log	1.7030	172	1.2828	0.1787	1.2828	1.1326
No log	1.7228	174	1.2692	0.1831	1.2692	1.1266
No log	1.7426	176	1.3103	0.2301	1.3103	1.1447
No log	1.7624	178	1.4135	0.2262	1.4135	1.1889
No log	1.7822	180	1.4470	0.2533	1.4470	1.2029
No log	1.8020	182	1.3200	0.2734	1.3200	1.1489
No log	1.8218	184	1.1855	0.3145	1.1855	1.0888
No log	1.8416	186	1.1849	0.3106	1.1849	1.0885
No log	1.8614	188	1.1418	0.3123	1.1418	1.0685
No log	1.8812	190	1.1889	0.2901	1.1889	1.0904
No log	1.9010	192	1.3247	0.3004	1.3247	1.1510
No log	1.9208	194	1.2729	0.3475	1.2729	1.1282
No log	1.9406	196	1.1119	0.2466	1.1119	1.0545
No log	1.9604	198	1.1159	0.3127	1.1159	1.0564
No log	1.9802	200	1.1505	0.3191	1.1505	1.0726
No log	2.0	202	1.1370	0.3530	1.1370	1.0663
No log	2.0198	204	1.1216	0.2076	1.1216	1.0591
No log	2.0396	206	1.1982	0.2510	1.1982	1.0946
No log	2.0594	208	1.2526	0.2772	1.2526	1.1192
No log	2.0792	210	1.1991	0.2863	1.1991	1.0950
No log	2.0990	212	1.1407	0.3083	1.1407	1.0680
No log	2.1188	214	1.1328	0.3351	1.1328	1.0643
No log	2.1386	216	1.1241	0.3040	1.1241	1.0602
No log	2.1584	218	1.1313	0.3166	1.1313	1.0636
No log	2.1782	220	1.1552	0.2824	1.1552	1.0748
No log	2.1980	222	1.1466	0.2824	1.1466	1.0708
No log	2.2178	224	1.1277	0.2495	1.1277	1.0619
No log	2.2376	226	1.1034	0.1847	1.1034	1.0504
No log	2.2574	228	1.1051	0.2686	1.1051	1.0512
No log	2.2772	230	1.1095	0.2709	1.1095	1.0533
No log	2.2970	232	1.1128	0.2052	1.1128	1.0549
No log	2.3168	234	1.1335	0.2199	1.1335	1.0647
No log	2.3366	236	1.1451	0.2474	1.1451	1.0701
No log	2.3564	238	1.1783	0.2108	1.1783	1.0855
No log	2.3762	240	1.1874	0.2108	1.1874	1.0897
No log	2.3960	242	1.2340	0.2699	1.2340	1.1109
No log	2.4158	244	1.1901	0.1998	1.1901	1.0909
No log	2.4356	246	1.1771	0.3149	1.1771	1.0849
No log	2.4554	248	1.1685	0.3237	1.1685	1.0810
No log	2.4752	250	1.1414	0.1583	1.1414	1.0684
No log	2.4950	252	1.2396	0.2624	1.2396	1.1134
No log	2.5149	254	1.3337	0.2191	1.3337	1.1549
No log	2.5347	256	1.2748	0.2140	1.2748	1.1291
No log	2.5545	258	1.2449	0.2140	1.2449	1.1158
No log	2.5743	260	1.2599	0.2140	1.2599	1.1224
No log	2.5941	262	1.2777	0.2140	1.2777	1.1303
No log	2.6139	264	1.2201	0.1520	1.2201	1.1046
No log	2.6337	266	1.2188	0.1907	1.2188	1.1040
No log	2.6535	268	1.2559	0.1568	1.2559	1.1206
No log	2.6733	270	1.3304	0.0990	1.3304	1.1534
No log	2.6931	272	1.3562	0.1527	1.3562	1.1646
No log	2.7129	274	1.3384	0.1403	1.3384	1.1569
No log	2.7327	276	1.3061	0.1809	1.3061	1.1429
No log	2.7525	278	1.2581	0.1702	1.2581	1.1217
No log	2.7723	280	1.2367	0.1522	1.2367	1.1120
No log	2.7921	282	1.1945	0.1356	1.1945	1.0929
No log	2.8119	284	1.1907	0.2241	1.1907	1.0912
No log	2.8317	286	1.2069	0.1900	1.2069	1.0986
No log	2.8515	288	1.2611	0.1617	1.2611	1.1230
No log	2.8713	290	1.2725	0.1402	1.2725	1.1281
No log	2.8911	292	1.2325	0.1900	1.2325	1.1102
No log	2.9109	294	1.2287	0.2252	1.2287	1.1085
No log	2.9307	296	1.2684	0.1603	1.2684	1.1262
No log	2.9505	298	1.3247	0.0983	1.3247	1.1510
No log	2.9703	300	1.2561	0.1869	1.2561	1.1208
No log	2.9901	302	1.2698	0.0881	1.2698	1.1269
No log	3.0099	304	1.2898	0.1354	1.2898	1.1357
No log	3.0297	306	1.3579	0.2242	1.3579	1.1653
No log	3.0495	308	1.3125	0.2507	1.3125	1.1456
No log	3.0693	310	1.2008	0.2914	1.2008	1.0958
No log	3.0891	312	1.1689	0.2166	1.1689	1.0811
No log	3.1089	314	1.1536	0.2205	1.1536	1.0741
No log	3.1287	316	1.1283	0.2838	1.1283	1.0622
No log	3.1485	318	1.1175	0.2812	1.1175	1.0571
No log	3.1683	320	1.1255	0.2969	1.1255	1.0609
No log	3.1881	322	1.1555	0.2572	1.1555	1.0749
No log	3.2079	324	1.1684	0.2776	1.1684	1.0809
No log	3.2277	326	1.1829	0.2776	1.1829	1.0876
No log	3.2475	328	1.1738	0.2511	1.1738	1.0834
No log	3.2673	330	1.1535	0.2377	1.1535	1.0740
No log	3.2871	332	1.1588	0.2534	1.1588	1.0765
No log	3.3069	334	1.1935	0.2917	1.1935	1.0925
No log	3.3267	336	1.1915	0.2593	1.1915	1.0915
No log	3.3465	338	1.1859	0.2593	1.1859	1.0890
No log	3.3663	340	1.1990	0.2593	1.1990	1.0950
No log	3.3861	342	1.1828	0.2065	1.1828	1.0876
No log	3.4059	344	1.1557	0.2251	1.1557	1.0750
No log	3.4257	346	1.1295	0.1761	1.1295	1.0628
No log	3.4455	348	1.1277	0.2217	1.1277	1.0619
No log	3.4653	350	1.1331	0.1943	1.1331	1.0645
No log	3.4851	352	1.1530	0.1667	1.1530	1.0738
No log	3.5050	354	1.1860	0.1538	1.1860	1.0890
No log	3.5248	356	1.1664	0.2280	1.1664	1.0800
No log	3.5446	358	1.1886	0.1805	1.1886	1.0902
No log	3.5644	360	1.2504	0.1803	1.2504	1.1182
No log	3.5842	362	1.3570	0.2229	1.3570	1.1649
No log	3.6040	364	1.3214	0.2369	1.3214	1.1495
No log	3.6238	366	1.1988	0.1811	1.1988	1.0949
No log	3.6436	368	1.1976	0.1788	1.1976	1.0944
No log	3.6634	370	1.1948	0.1473	1.1948	1.0931
No log	3.6832	372	1.1678	0.1989	1.1678	1.0807
No log	3.7030	374	1.1521	0.1457	1.1521	1.0733
No log	3.7228	376	1.2279	0.2180	1.2279	1.1081
No log	3.7426	378	1.2615	0.2410	1.2615	1.1232
No log	3.7624	380	1.2021	0.2128	1.2021	1.0964
No log	3.7822	382	1.1610	0.1899	1.1610	1.0775
No log	3.8020	384	1.1614	0.2377	1.1614	1.0777
No log	3.8218	386	1.1376	0.2431	1.1376	1.0666
No log	3.8416	388	1.1190	0.2268	1.1190	1.0578
No log	3.8614	390	1.1115	0.2103	1.1115	1.0543
No log	3.8812	392	1.1918	0.2605	1.1918	1.0917
No log	3.9010	394	1.2677	0.2627	1.2677	1.1259
No log	3.9208	396	1.2040	0.2805	1.2040	1.0973
No log	3.9406	398	1.1456	0.2038	1.1456	1.0703
No log	3.9604	400	1.1704	0.2497	1.1704	1.0819
No log	3.9802	402	1.1854	0.1633	1.1854	1.0888
No log	4.0	404	1.2229	0.2210	1.2229	1.1058
No log	4.0198	406	1.2099	0.1928	1.2099	1.1000
No log	4.0396	408	1.2085	0.1880	1.2085	1.0993
No log	4.0594	410	1.2166	0.2085	1.2166	1.1030
No log	4.0792	412	1.1772	0.2180	1.1772	1.0850
No log	4.0990	414	1.1224	0.1654	1.1224	1.0594
No log	4.1188	416	1.1263	0.1732	1.1263	1.0613
No log	4.1386	418	1.1872	0.2444	1.1872	1.0896
No log	4.1584	420	1.1873	0.2270	1.1873	1.0897
No log	4.1782	422	1.1719	0.1799	1.1719	1.0825
No log	4.1980	424	1.2578	0.2699	1.2578	1.1215
No log	4.2178	426	1.3259	0.2218	1.3259	1.1515
No log	4.2376	428	1.3743	0.2347	1.3743	1.1723
No log	4.2574	430	1.2775	0.2220	1.2775	1.1303
No log	4.2772	432	1.2599	0.1982	1.2599	1.1224
No log	4.2970	434	1.1961	0.1824	1.1961	1.0937
No log	4.3168	436	1.1741	0.1713	1.1741	1.0836
No log	4.3366	438	1.1684	0.2068	1.1684	1.0809
No log	4.3564	440	1.1764	0.2071	1.1764	1.0846
No log	4.3762	442	1.1679	0.2062	1.1679	1.0807
No log	4.3960	444	1.1947	0.2302	1.1947	1.0930
No log	4.4158	446	1.2460	0.2438	1.2460	1.1162
No log	4.4356	448	1.3073	0.1820	1.3073	1.1434
No log	4.4554	450	1.3360	0.1563	1.3360	1.1558
No log	4.4752	452	1.2536	0.1889	1.2536	1.1197
No log	4.4950	454	1.1981	0.1869	1.1981	1.0946
No log	4.5149	456	1.1849	0.2453	1.1849	1.0886
No log	4.5347	458	1.1928	0.2134	1.1928	1.0922
No log	4.5545	460	1.2600	0.2072	1.2600	1.1225
No log	4.5743	462	1.5288	0.1756	1.5288	1.2364
No log	4.5941	464	1.6391	0.2800	1.6391	1.2803
No log	4.6139	466	1.4683	0.1780	1.4683	1.2118
No log	4.6337	468	1.2312	0.2397	1.2312	1.1096
No log	4.6535	470	1.1358	0.2286	1.1358	1.0658
No log	4.6733	472	1.1708	0.2206	1.1708	1.0820
No log	4.6931	474	1.1451	0.2206	1.1451	1.0701
No log	4.7129	476	1.1378	0.2606	1.1378	1.0667
No log	4.7327	478	1.0856	0.3237	1.0856	1.0419
No log	4.7525	480	1.0780	0.2726	1.0780	1.0383
No log	4.7723	482	1.1278	0.2461	1.1278	1.0620
No log	4.7921	484	1.1763	0.2501	1.1763	1.0846
No log	4.8119	486	1.1522	0.2871	1.1522	1.0734
No log	4.8317	488	1.1415	0.2459	1.1415	1.0684
No log	4.8515	490	1.1552	0.2086	1.1552	1.0748
No log	4.8713	492	1.1806	0.2251	1.1806	1.0865
No log	4.8911	494	1.2062	0.2403	1.2062	1.0983
No log	4.9109	496	1.1885	0.2062	1.1885	1.0902
No log	4.9307	498	1.1687	0.1650	1.1687	1.0811
0.3455	4.9505	500	1.1822	0.1799	1.1822	1.0873
0.3455	4.9703	502	1.2125	0.1863	1.2125	1.1011
0.3455	4.9901	504	1.2226	0.2062	1.2226	1.1057
0.3455	5.0099	506	1.2023	0.2483	1.2023	1.0965
0.3455	5.0297	508	1.2004	0.2568	1.2004	1.0956
0.3455	5.0495	510	1.2105	0.1611	1.2105	1.1002
0.3455	5.0693	512	1.2031	0.1973	1.2031	1.0969
0.3455	5.0891	514	1.1962	0.2199	1.1962	1.0937
0.3455	5.1089	516	1.2475	0.1889	1.2475	1.1169
0.3455	5.1287	518	1.3554	0.1880	1.3554	1.1642
0.3455	5.1485	520	1.4411	0.1713	1.4411	1.2005
0.3455	5.1683	522	1.3609	0.1671	1.3609	1.1666
0.3455	5.1881	524	1.2358	0.1772	1.2358	1.1117
0.3455	5.2079	526	1.1804	0.1838	1.1804	1.0865
0.3455	5.2277	528	1.1860	0.1775	1.1860	1.0891
0.3455	5.2475	530	1.1713	0.1995	1.1713	1.0823
0.3455	5.2673	532	1.1953	0.2068	1.1953	1.0933
0.3455	5.2871	534	1.3150	0.1686	1.3150	1.1467
0.3455	5.3069	536	1.4238	0.2060	1.4238	1.1932
0.3455	5.3267	538	1.3733	0.2012	1.3733	1.1719
0.3455	5.3465	540	1.2231	0.2361	1.2231	1.1059
0.3455	5.3663	542	1.1493	0.2726	1.1493	1.0720
0.3455	5.3861	544	1.1368	0.2562	1.1368	1.0662
0.3455	5.4059	546	1.1273	0.2592	1.1273	1.0618
0.3455	5.4257	548	1.1388	0.2681	1.1388	1.0672
0.3455	5.4455	550	1.1919	0.1519	1.1919	1.0918
0.3455	5.4653	552	1.2334	0.1347	1.2334	1.1106
0.3455	5.4851	554	1.2089	0.1634	1.2089	1.0995
0.3455	5.5050	556	1.1828	0.2167	1.1828	1.0876
0.3455	5.5248	558	1.1762	0.2556	1.1762	1.0845
0.3455	5.5446	560	1.1852	0.2100	1.1852	1.0887
0.3455	5.5644	562	1.1982	0.1960	1.1982	1.0946
0.3455	5.5842	564	1.2093	0.1517	1.2093	1.0997
0.3455	5.6040	566	1.1949	0.2314	1.1949	1.0931
0.3455	5.6238	568	1.1872	0.1244	1.1872	1.0896
0.3455	5.6436	570	1.1845	0.1244	1.1845	1.0883
0.3455	5.6634	572	1.1645	0.2038	1.1645	1.0791
0.3455	5.6832	574	1.1768	0.1968	1.1768	1.0848
0.3455	5.7030	576	1.2054	0.2180	1.2054	1.0979
0.3455	5.7228	578	1.2731	0.2746	1.2731	1.1283
0.3455	5.7426	580	1.2897	0.2688	1.2897	1.1357
0.3455	5.7624	582	1.2147	0.3050	1.2147	1.1021
0.3455	5.7822	584	1.1659	0.2368	1.1659	1.0798
0.3455	5.8020	586	1.1825	0.2194	1.1825	1.0874
0.3455	5.8218	588	1.2066	0.3191	1.2066	1.0985
0.3455	5.8416	590	1.1877	0.2270	1.1877	1.0898
0.3455	5.8614	592	1.1505	0.2383	1.1505	1.0726
0.3455	5.8812	594	1.1415	0.3039	1.1415	1.0684
0.3455	5.9010	596	1.2044	0.2324	1.2044	1.0974
0.3455	5.9208	598	1.2571	0.2369	1.2571	1.1212
0.3455	5.9406	600	1.2168	0.1994	1.2168	1.1031
0.3455	5.9604	602	1.1633	0.2004	1.1633	1.0785
0.3455	5.9802	604	1.1537	0.2595	1.1537	1.0741
0.3455	6.0	606	1.1565	0.1989	1.1565	1.0754
0.3455	6.0198	608	1.1680	0.2439	1.1680	1.0807
0.3455	6.0396	610	1.2583	0.1950	1.2583	1.1217
0.3455	6.0594	612	1.3954	0.2227	1.3954	1.1813
0.3455	6.0792	614	1.3938	0.2437	1.3938	1.1806
0.3455	6.0990	616	1.2918	0.2283	1.2918	1.1366
0.3455	6.1188	618	1.2437	0.1733	1.2437	1.1152
0.3455	6.1386	620	1.2243	0.2081	1.2243	1.1065
0.3455	6.1584	622	1.2499	0.1505	1.2499	1.1180
0.3455	6.1782	624	1.2553	0.1411	1.2553	1.1204
0.3455	6.1980	626	1.2405	0.1586	1.2405	1.1138
0.3455	6.2178	628	1.2479	0.1518	1.2479	1.1171
0.3455	6.2376	630	1.3172	0.2044	1.3172	1.1477
0.3455	6.2574	632	1.3720	0.1964	1.3720	1.1713
0.3455	6.2772	634	1.3607	0.1545	1.3607	1.1665
0.3455	6.2970	636	1.2598	0.1748	1.2598	1.1224
0.3455	6.3168	638	1.2007	0.1663	1.2007	1.0958
0.3455	6.3366	640	1.1952	0.1805	1.1952	1.0933
0.3455	6.3564	642	1.2014	0.2052	1.2014	1.0961
0.3455	6.3762	644	1.2528	0.1841	1.2528	1.1193
0.3455	6.3960	646	1.3370	0.1686	1.3370	1.1563
0.3455	6.4158	648	1.3631	0.2364	1.3631	1.1675
0.3455	6.4356	650	1.4044	0.2635	1.4044	1.1851
0.3455	6.4554	652	1.3476	0.1964	1.3476	1.1609
0.3455	6.4752	654	1.2375	0.2366	1.2375	1.1124
0.3455	6.4950	656	1.1857	0.1913	1.1857	1.0889
0.3455	6.5149	658	1.1745	0.1787	1.1745	1.0837
0.3455	6.5347	660	1.1689	0.1983	1.1689	1.0812
0.3455	6.5545	662	1.1784	0.2306	1.1784	1.0855
0.3455	6.5743	664	1.1823	0.1919	1.1823	1.0873
0.3455	6.5941	666	1.2117	0.2273	1.2117	1.1008
0.3455	6.6139	668	1.2013	0.2273	1.2013	1.0960
0.3455	6.6337	670	1.1878	0.2180	1.1878	1.0899
0.3455	6.6535	672	1.1881	0.2180	1.1881	1.0900
0.3455	6.6733	674	1.1652	0.2276	1.1652	1.0795
0.3455	6.6931	676	1.1691	0.2372	1.1691	1.0812
0.3455	6.7129	678	1.1442	0.2113	1.1442	1.0697
0.3455	6.7327	680	1.1239	0.2089	1.1239	1.0602
0.3455	6.7525	682	1.1292	0.2640	1.1292	1.0626
0.3455	6.7723	684	1.1264	0.1886	1.1264	1.0613
0.3455	6.7921	686	1.1599	0.2025	1.1599	1.0770
0.3455	6.8119	688	1.2142	0.2768	1.2142	1.1019
0.3455	6.8317	690	1.2066	0.2328	1.2066	1.0984
0.3455	6.8515	692	1.1680	0.2113	1.1680	1.0807
0.3455	6.8713	694	1.1667	0.2662	1.1667	1.0802
0.3455	6.8911	696	1.1820	0.2012	1.1820	1.0872
0.3455	6.9109	698	1.2414	0.2917	1.2414	1.1142
0.3455	6.9307	700	1.4234	0.2145	1.4234	1.1930
0.3455	6.9505	702	1.5477	0.1785	1.5477	1.2441
0.3455	6.9703	704	1.4725	0.2399	1.4725	1.2135
0.3455	6.9901	706	1.2874	0.2245	1.2874	1.1346
0.3455	7.0099	708	1.1857	0.2432	1.1857	1.0889
0.3455	7.0297	710	1.1572	0.1912	1.1572	1.0757
0.3455	7.0495	712	1.1641	0.1515	1.1641	1.0789
0.3455	7.0693	714	1.2052	0.2432	1.2052	1.0978
0.3455	7.0891	716	1.2527	0.2085	1.2527	1.1192
0.3455	7.1089	718	1.3377	0.1905	1.3377	1.1566
0.3455	7.1287	720	1.3381	0.1862	1.3381	1.1568
0.3455	7.1485	722	1.3113	0.1084	1.3113	1.1451
0.3455	7.1683	724	1.3522	0.1720	1.3522	1.1628
0.3455	7.1881	726	1.4613	0.2181	1.4613	1.2088
0.3455	7.2079	728	1.5119	0.2262	1.5119	1.2296
0.3455	7.2277	730	1.4260	0.2134	1.4260	1.1941
0.3455	7.2475	732	1.2752	0.1576	1.2752	1.1292
0.3455	7.2673	734	1.2304	0.1081	1.2304	1.1092
0.3455	7.2871	736	1.2113	0.1468	1.2113	1.1006
0.3455	7.3069	738	1.1975	0.1011	1.1975	1.0943
0.3455	7.3267	740	1.2550	0.1898	1.2550	1.1203
0.3455	7.3465	742	1.4188	0.2564	1.4188	1.1911
0.3455	7.3663	744	1.4893	0.1902	1.4893	1.2204
0.3455	7.3861	746	1.4089	0.2564	1.4089	1.1870
0.3455	7.4059	748	1.2659	0.2364	1.2659	1.1251
0.3455	7.4257	750	1.2192	0.2339	1.2192	1.1042
0.3455	7.4455	752	1.1973	0.2316	1.1973	1.0942
0.3455	7.4653	754	1.2083	0.2280	1.2083	1.0992
0.3455	7.4851	756	1.1947	0.2149	1.1947	1.0930
0.3455	7.5050	758	1.1519	0.2149	1.1519	1.0733
0.3455	7.5248	760	1.0845	0.2417	1.0845	1.0414
0.3455	7.5446	762	1.0722	0.3271	1.0722	1.0355
0.3455	7.5644	764	1.0816	0.2539	1.0816	1.0400
0.3455	7.5842	766	1.0957	0.2539	1.0957	1.0468
0.3455	7.6040	768	1.1052	0.2726	1.1052	1.0513
0.3455	7.6238	770	1.1122	0.2822	1.1122	1.0546
0.3455	7.6436	772	1.1097	0.2146	1.1097	1.0534
0.3455	7.6634	774	1.1073	0.2210	1.1073	1.0523
0.3455	7.6832	776	1.1184	0.2469	1.1184	1.0575
0.3455	7.7030	778	1.1181	0.2735	1.1181	1.0574
0.3455	7.7228	780	1.1061	0.2378	1.1061	1.0517
0.3455	7.7426	782	1.1154	0.2025	1.1154	1.0561
0.3455	7.7624	784	1.1184	0.2323	1.1184	1.0575
0.3455	7.7822	786	1.1106	0.2268	1.1106	1.0539
0.3455	7.8020	788	1.0909	0.1893	1.0909	1.0445
0.3455	7.8218	790	1.1138	0.1732	1.1138	1.0554
0.3455	7.8416	792	1.1288	0.1786	1.1288	1.0624
0.3455	7.8614	794	1.1646	0.2016	1.1646	1.0792
0.3455	7.8812	796	1.2253	0.1935	1.2253	1.1069
0.3455	7.9010	798	1.2979	0.1871	1.2979	1.1392
0.3455	7.9208	800	1.2808	0.1545	1.2808	1.1317
0.3455	7.9406	802	1.1853	0.1968	1.1853	1.0887
0.3455	7.9604	804	1.1297	0.1732	1.1297	1.0629
0.3455	7.9802	806	1.1242	0.2097	1.1242	1.0603
0.3455	8.0	808	1.1300	0.1893	1.1300	1.0630
0.3455	8.0198	810	1.1878	0.1870	1.1878	1.0899
0.3455	8.0396	812	1.2549	0.1490	1.2549	1.1202
0.3455	8.0594	814	1.3038	0.1709	1.3038	1.1418
0.3455	8.0792	816	1.2677	0.1596	1.2677	1.1259
0.3455	8.0990	818	1.2001	0.2211	1.2001	1.0955
0.3455	8.1188	820	1.1830	0.3237	1.1830	1.0877
0.3455	8.1386	822	1.1763	0.3237	1.1763	1.0846
0.3455	8.1584	824	1.1689	0.2001	1.1689	1.0812
0.3455	8.1782	826	1.1999	0.2010	1.1999	1.0954
0.3455	8.1980	828	1.2251	0.1266	1.2251	1.1069
0.3455	8.2178	830	1.2262	0.0918	1.2262	1.1073
0.3455	8.2376	832	1.2359	0.0918	1.2359	1.1117
0.3455	8.2574	834	1.2003	0.1301	1.2003	1.0956
0.3455	8.2772	836	1.1889	0.1992	1.1889	1.0904
0.3455	8.2970	838	1.1973	0.2970	1.1973	1.0942
0.3455	8.3168	840	1.2000	0.2143	1.2000	1.0955
0.3455	8.3366	842	1.2403	0.1683	1.2403	1.1137
0.3455	8.3564	844	1.3591	0.1342	1.3591	1.1658
0.3455	8.3762	846	1.4064	0.2511	1.4064	1.1859
0.3455	8.3960	848	1.3341	0.1545	1.3341	1.1550
0.3455	8.4158	850	1.1985	0.1266	1.1985	1.0947
0.3455	8.4356	852	1.1346	0.2111	1.1346	1.0652
0.3455	8.4554	854	1.1099	0.2455	1.1099	1.0535
0.3455	8.4752	856	1.1012	0.2300	1.1012	1.0494
0.3455	8.4950	858	1.0958	0.2355	1.0958	1.0468
0.3455	8.5149	860	1.0979	0.2509	1.0979	1.0478
0.3455	8.5347	862	1.1141	0.2010	1.1141	1.0555
0.3455	8.5545	864	1.1674	0.2410	1.1674	1.0804
0.3455	8.5743	866	1.1875	0.1935	1.1875	1.0897
0.3455	8.5941	868	1.1872	0.2353	1.1872	1.0896
0.3455	8.6139	870	1.1891	0.2026	1.1891	1.0904
0.3455	8.6337	872	1.1685	0.1919	1.1685	1.0810
0.3455	8.6535	874	1.1474	0.1766	1.1474	1.0712
0.3455	8.6733	876	1.1475	0.1713	1.1475	1.0712
0.3455	8.6931	878	1.1445	0.2068	1.1445	1.0698
0.3455	8.7129	880	1.1708	0.1519	1.1708	1.0820
0.3455	8.7327	882	1.2478	0.2140	1.2478	1.1171
0.3455	8.7525	884	1.2767	0.2002	1.2767	1.1299
0.3455	8.7723	886	1.2120	0.1748	1.2120	1.1009
0.3455	8.7921	888	1.1462	0.1753	1.1462	1.0706
0.3455	8.8119	890	1.1475	0.2440	1.1475	1.0712
0.3455	8.8317	892	1.2171	0.2909	1.2171	1.1032
0.3455	8.8515	894	1.2447	0.2999	1.2447	1.1156
0.3455	8.8713	896	1.2339	0.3058	1.2339	1.1108
0.3455	8.8911	898	1.2174	0.2902	1.2174	1.1034
0.3455	8.9109	900	1.2642	0.2411	1.2642	1.1244
0.3455	8.9307	902	1.4088	0.2172	1.4088	1.1869
0.3455	8.9505	904	1.4978	0.1796	1.4978	1.2238
0.3455	8.9703	906	1.4274	0.1897	1.4274	1.1947
0.3455	8.9901	908	1.3112	0.2004	1.3112	1.1451
0.3455	9.0099	910	1.1854	0.1972	1.1854	1.0888
0.3455	9.0297	912	1.1513	0.2244	1.1513	1.0730
0.3455	9.0495	914	1.1802	0.2640	1.1802	1.0864
0.3455	9.0693	916	1.1790	0.2346	1.1790	1.0858
0.3455	9.0891	918	1.1492	0.2244	1.1492	1.0720
0.3455	9.1089	920	1.1500	0.2409	1.1500	1.0724
0.3455	9.1287	922	1.2114	0.1691	1.2114	1.1006
0.3455	9.1485	924	1.2448	0.2044	1.2448	1.1157
0.3455	9.1683	926	1.2255	0.1943	1.2255	1.1070
0.3455	9.1881	928	1.1705	0.1870	1.1705	1.0819
0.3455	9.2079	930	1.1375	0.2471	1.1375	1.0665
0.3455	9.2277	932	1.1354	0.2556	1.1354	1.0656
0.3455	9.2475	934	1.1383	0.2244	1.1383	1.0669
0.3455	9.2673	936	1.1393	0.2520	1.1393	1.0674
0.3455	9.2871	938	1.1499	0.2835	1.1499	1.0723
0.3455	9.3069	940	1.1671	0.2364	1.1671	1.0803
0.3455	9.3267	942	1.2218	0.1612	1.2218	1.1053
0.3455	9.3465	944	1.2505	0.1667	1.2505	1.1183
0.3455	9.3663	946	1.2510	0.1523	1.2510	1.1185
0.3455	9.3861	948	1.2336	0.1503	1.2336	1.1107
0.3455	9.4059	950	1.1820	0.1556	1.1820	1.0872

Framework versions

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