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mikeadimech/pegasus-qmsum-meeting-summarization

sourceHugging Faceupdated 4y agoView on Hugging Face

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pegasus-qmsum-meeting-summarization

This model is a fine-tuned version of google/pegasus-xsum on the QMSum dataset. It achieves the following results on the evaluation set:

—Loss: 4.2331
—Rouge1: 32.7156
—Rouge2: 10.5699
—Rougel: 23.2759
—Rougelsum: 29.7903
—Gen Len: 61.65

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: 3e-06
—trainbatchsize: 2
—evalbatchsize: 2
—seed: 42
—optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
—lrschedulertype: linear
—lrschedulerwarmup_steps: 500
—num_epochs: 300
—labelsmoothingfactor: 0.1

Training results

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum	Gen Len
5.5746	1.09	100	5.1739	9.4941	1.7868	7.2455	8.4302	29.825
5.5784	2.17	200	5.0939	9.113	1.7887	6.9741	8.0457	26.85
5.3777	3.26	300	4.9723	9.6387	1.9301	7.349	8.7941	25.325
5.1884	4.35	400	4.8423	10.6045	2.4008	7.8423	9.4593	22.625
5.0795	5.43	500	4.7313	13.7621	3.1231	9.6944	12.2204	32.175
4.9369	6.52	600	4.6555	19.5696	4.9121	14.2603	16.9622	46.45
4.8926	7.61	700	4.6038	22.8411	5.9791	17.2227	20.1173	51.825
4.7502	8.7	800	4.5659	24.0555	6.1971	18.967	20.9143	54.25
4.6876	9.78	900	4.5379	24.7066	6.0317	19.542	21.5774	57.575
4.6266	10.87	1000	4.5160	26.128	6.5089	20.5573	22.5338	58.0
4.6303	11.96	1100	4.4983	26.6639	7.1208	20.5222	23.5783	57.925
4.6263	13.04	1200	4.4815	26.8262	7.1029	20.5172	23.6216	57.575
4.577	14.13	1300	4.4667	27.7952	7.8331	21.1111	24.6086	56.95
4.5797	15.22	1400	4.4559	27.728	7.8144	21.1519	24.4858	56.6
4.4923	16.3	1500	4.4448	28.0998	8.1346	21.4004	25.3769	55.975
4.4583	17.39	1600	4.4335	28.9003	8.6135	22.0139	26.0409	56.55
4.5036	18.48	1700	4.4246	29.2187	8.8301	22.3569	26.1964	58.125
4.4383	19.57	1800	4.4144	28.8424	8.9131	22.0398	25.9214	56.75
4.4797	20.65	1900	4.4054	28.9285	8.9298	22.222	26.0316	56.225
4.4264	21.74	2000	4.3989	29.7184	9.0477	22.2885	26.7439	56.225
4.3615	22.83	2100	4.3902	29.1538	8.9529	22.0076	26.4925	57.175
4.329	23.91	2200	4.3839	29.5186	9.2777	21.9025	26.3141	55.5
4.3578	25.0	2300	4.3766	28.4309	8.9423	21.0945	25.8191	53.975
4.3748	26.09	2400	4.3707	28.3	9.0625	21.4946	25.1966	53.0
4.3233	27.17	2500	4.3639	28.2325	8.9889	21.6226	25.3677	54.6
4.339	28.26	2600	4.3578	28.0744	8.774	21.2509	25.2901	54.1
4.2798	29.35	2700	4.3532	27.772	8.7096	21.1687	25.3345	54.025
4.2964	30.43	2800	4.3465	27.7827	8.1597	20.8139	25.0152	54.45
4.3365	31.52	2900	4.3423	28.2039	8.4661	21.3546	25.6381	55.5
4.2385	32.61	3000	4.3380	28.1098	8.6483	21.5279	25.2009	53.95
4.2451	33.7	3100	4.3331	28.2745	8.5024	21.4456	25.3363	52.6
4.2393	34.78	3200	4.3289	28.7597	9.0881	21.6532	25.8954	52.65
4.2116	35.87	3300	4.3252	29.0463	9.1218	21.8026	26.2037	53.65
4.2175	36.96	3400	4.3210	28.8009	9.0188	21.8368	25.8678	52.85
4.2071	38.04	3500	4.3169	28.9313	8.9787	21.3554	26.0628	54.325
4.1775	39.13	3600	4.3132	28.837	8.9621	21.6342	26.0569	54.025
4.1962	40.22	3700	4.3086	28.9265	9.0701	21.588	26.0702	53.075
4.1452	41.3	3800	4.3060	29.7968	9.366	22.1712	26.8461	54.925
4.1912	42.39	3900	4.3018	29.1488	9.1631	21.6566	26.1476	54.25
4.1356	43.48	4000	4.2984	30.0138	9.2456	22.2547	27.2714	54.85
4.1272	44.57	4100	4.2949	29.8858	9.1498	22.1221	27.0798	55.65
4.1174	45.65	4200	4.2895	30.0427	9.2297	22.2602	27.4219	56.175
4.1029	46.74	4300	4.2885	29.9443	9.4293	22.1229	27.3496	56.45
4.157	47.83	4400	4.2851	30.3693	9.406	22.471	27.7511	56.775
4.1105	48.91	4500	4.2827	30.6193	9.7082	22.6169	27.8044	57.225
4.083	50.0	4600	4.2796	30.8083	9.9211	22.5228	28.1236	57.575
4.0891	51.09	4700	4.2764	30.4201	9.6192	22.4747	27.7514	57.475
4.0603	52.17	4800	4.2741	30.7777	9.7432	22.6705	27.5956	57.1
4.0472	53.26	4900	4.2731	30.8093	9.7916	22.5533	27.7858	56.15
4.0712	54.35	5000	4.2703	29.9667	9.5645	22.113	26.647	56.525
4.0658	55.43	5100	4.2674	29.5415	9.4291	21.6862	26.7816	56.55
4.059	56.52	5200	4.2659	30.2032	9.8875	22.2539	27.1801	56.925
4.0257	57.61	5300	4.2629	30.3181	9.8187	22.4266	27.4318	56.925
4.0002	58.7	5400	4.2608	29.6641	9.9252	22.1725	27.0764	56.6
4.0978	59.78	5500	4.2591	30.653	10.087	22.6956	27.7481	56.25
3.9978	60.87	5600	4.2568	29.5473	9.5653	21.6367	26.391	55.825
3.9832	61.96	5700	4.2552	30.6368	10.1624	22.7204	27.5866	57.425
3.9841	63.04	5800	4.2525	30.3045	9.7966	22.2939	27.0978	57.725
4.002	64.13	5900	4.2507	30.4468	9.9323	22.6572	27.0761	57.5
3.9705	65.22	6000	4.2491	30.1218	9.6921	22.465	26.3835	57.55
3.9863	66.3	6100	4.2477	31.3982	9.9901	22.8762	27.6169	58.975
3.9308	67.39	6200	4.2454	30.2673	9.5804	22.4474	26.6111	59.2
3.9794	68.48	6300	4.2449	30.8612	9.8254	22.8444	27.4979	58.075
3.9499	69.57	6400	4.2412	30.8366	9.7	22.4469	27.1621	59.025
3.9722	70.65	6500	4.2414	30.9625	9.8251	22.4089	27.4342	59.1
3.9125	71.74	6600	4.2394	30.5777	9.5514	22.1581	26.8665	58.75
3.9184	72.83	6700	4.2396	30.8306	9.5469	22.6571	27.4302	59.725
3.9337	73.91	6800	4.2377	30.8688	9.6733	22.3073	27.2943	58.975
3.9145	75.0	6900	4.2358	30.467	9.6393	22.225	27.0127	58.45
3.9038	76.09	7000	4.2353	30.6344	9.3676	22.1945	27.1871	59.275
3.893	77.17	7100	4.2335	31.4486	9.8839	22.735	27.7854	59.025
3.885	78.26	7200	4.2318	30.7118	9.8568	22.2546	27.3983	58.5
3.9266	79.35	7300	4.2304	31.6171	9.8817	22.6145	27.6888	59.25
3.8826	80.43	7400	4.2299	31.0976	9.4662	22.2285	27.817	58.95
3.8775	81.52	7500	4.2286	31.1379	10.0975	22.5686	27.883	59.8
3.8455	82.61	7600	4.2292	32.076	10.0214	22.8866	28.3828	59.15
3.8838	83.7	7700	4.2269	31.5696	9.7812	22.7619	28.2236	58.6
3.8425	84.78	7800	4.2266	31.1731	9.97	22.4203	27.4956	59.1
3.8766	85.87	7900	4.2260	32.3221	10.6243	23.079	28.9008	58.45
3.8217	86.96	8000	4.2258	31.9956	10.4201	23.083	28.4945	58.5
3.8319	88.04	8100	4.2245	32.0272	10.4673	23.3471	28.9845	58.35
3.8283	89.13	8200	4.2231	32.2943	10.2594	23.1819	29.1345	60.5
3.8394	90.22	8300	4.2221	31.3976	10.3085	22.6581	28.2494	59.25
3.8258	91.3	8400	4.2203	31.4433	10.1184	22.672	28.1236	58.85
3.7981	92.39	8500	4.2205	31.1313	10.0056	22.677	27.7409	59.075
3.8349	93.48	8600	4.2215	31.5779	10.0303	22.6155	28.0566	59.2
3.8225	94.57	8700	4.2201	31.9646	10.0643	22.7808	28.67	58.925
3.8145	95.65	8800	4.2193	32.0347	10.5103	23.095	28.6056	57.225
3.7771	96.74	8900	4.2180	30.8138	9.602	22.2649	27.7948	57.875
3.823	97.83	9000	4.2168	31.3785	9.7046	22.3877	28.2578	58.675
3.7701	98.91	9100	4.2169	31.4511	9.9183	22.6645	28.1932	59.0
3.773	100.0	9200	4.2169	31.7392	9.9669	22.5894	28.218	58.15
3.7661	101.09	9300	4.2161	31.5507	9.8992	22.4602	28.3357	58.375
3.7875	102.17	9400	4.2163	31.5145	9.5173	22.321	27.8613	58.375
3.7659	103.26	9500	4.2152	31.2967	9.8797	22.6247	28.0317	57.925
3.7576	104.35	9600	4.2139	31.5739	9.8376	22.7561	28.2318	58.4
3.7784	105.43	9700	4.2144	32.2269	10.2299	22.6582	28.6249	58.425
3.7356	106.52	9800	4.2139	32.3031	10.1505	22.7079	28.9052	58.475
3.7799	107.61	9900	4.2124	31.1334	9.1481	22.1297	27.5951	58.6
3.7269	108.7	10000	4.2122	31.6957	9.2874	22.4867	28.225	58.4
3.719	109.78	10100	4.2108	31.477	10.0245	22.4703	28.1316	58.075
3.7411	110.87	10200	4.2112	31.4165	9.9791	22.4396	28.3068	58.275
3.7135	111.96	10300	4.2122	31.4924	9.9864	22.496	28.2414	57.8
3.7317	113.04	10400	4.2120	31.6599	10.1605	22.5322	28.3045	59.075
3.7113	114.13	10500	4.2127	31.6814	10.106	22.4311	28.5808	59.5
3.7063	115.22	10600	4.2132	31.2448	10.0006	22.5549	28.4686	57.775
3.681	116.3	10700	4.2123	31.1739	10.0533	22.2954	28.0822	58.35
3.7369	117.39	10800	4.2118	31.8541	10.1452	22.7607	28.9501	58.8
3.6645	118.48	10900	4.2122	31.7128	9.8554	22.4464	28.5888	58.375
3.6766	119.57	11000	4.2118	31.1492	9.8058	22.0978	28.1827	58.725
3.6915	120.65	11100	4.2110	31.1679	9.5755	22.1391	28.0886	58.375
3.6702	121.74	11200	4.2129	31.0682	9.7375	22.0118	28.2189	59.15
3.6946	122.83	11300	4.2118	31.6134	9.5918	22.2506	28.5343	59.175
3.6713	123.91	11400	4.2110	31.3585	9.4211	22.1884	27.8744	59.05
3.6694	125.0	11500	4.2126	32.0058	9.6453	22.3911	28.6928	59.55
3.6585	126.09	11600	4.2123	31.7679	9.7101	22.2378	28.4985	59.2
3.6857	127.17	11700	4.2118	31.7766	10.0375	22.5097	28.8104	59.6
3.6338	128.26	11800	4.2126	32.2508	10.2617	22.6745	29.0714	59.075
3.6412	129.35	11900	4.2135	32.0515	10.0905	22.7015	29.0028	58.9
3.6594	130.43	12000	4.2122	32.7784	10.351	23.0969	29.6672	59.525
3.6571	131.52	12100	4.2120	32.3165	10.329	22.8445	29.2886	59.5
3.6002	132.61	12200	4.2120	32.5553	10.0875	22.6064	29.1046	59.425
3.6621	133.7	12300	4.2126	31.7637	9.9785	22.5716	28.7173	59.275
3.6651	134.78	12400	4.2122	31.7568	9.7503	22.3876	28.6015	59.6
3.6127	135.87	12500	4.2123	31.5708	9.5203	21.9951	28.2082	58.75
3.6544	136.96	12600	4.2124	32.0767	9.8955	22.2724	28.4755	59.5
3.5994	138.04	12700	4.2125	31.8523	9.9159	22.2978	28.8159	59.175
3.6174	139.13	12800	4.2114	32.2165	9.784	22.4377	28.5603	59.1
3.6122	140.22	12900	4.2115	32.0247	9.6881	22.3116	28.61	58.9
3.6174	141.3	13000	4.2116	31.9549	9.5924	22.3997	28.9145	59.15
3.5965	142.39	13100	4.2113	32.6173	10.4241	22.8644	29.3928	60.9
3.6076	143.48	13200	4.2112	33.0058	10.6417	23.0297	29.8375	61.0
3.6013	144.57	13300	4.2105	33.005	10.5398	22.9758	29.7266	60.325
3.6181	145.65	13400	4.2117	31.0558	9.4714	21.9025	27.9627	60.025
3.6288	146.74	13500	4.2107	32.7196	10.4991	22.9182	29.6586	60.25
3.5879	147.83	13600	4.2091	32.6755	10.3936	22.9559	29.5314	60.425
3.591	148.91	13700	4.2101	33.2956	10.6616	22.8509	29.5237	60.4
3.5658	150.0	13800	4.2116	33.4712	10.3725	23.1449	30.0987	60.2
3.574	151.09	13900	4.2115	33.5427	10.5852	22.9671	29.8456	60.175
3.5795	152.17	14000	4.2115	33.4387	10.5744	23.4785	30.0494	60.15
3.5728	153.26	14100	4.2119	33.1244	10.0308	22.8377	29.7725	60.775
3.5441	154.35	14200	4.2121	32.9226	9.9625	22.9013	29.6004	59.7
3.5236	155.43	14300	4.2114	32.3717	9.9122	22.78	28.8305	59.725
3.5679	156.52	14400	4.2120	33.6347	10.7457	23.5191	30.1966	60.65
3.5574	157.61	14500	4.2119	33.4821	10.986	23.3567	30.1972	60.1
3.5935	158.7	14600	4.2115	32.7255	10.2639	23.1617	29.8065	60.35
3.5316	159.78	14700	4.2118	32.8033	10.0216	22.7099	29.3968	60.525
3.5618	160.87	14800	4.2118	32.6244	10.7228	22.8601	29.3613	60.8
3.545	161.96	14900	4.2132	32.6231	10.0711	22.4686	29.5341	59.675
3.5466	163.04	15000	4.2129	32.7601	10.3376	22.2373	29.3588	59.4
3.5594	164.13	15100	4.2127	32.4645	10.5106	22.6804	29.6229	60.375
3.4839	165.22	15200	4.2130	32.1799	10.0462	22.5474	29.1419	59.75
3.5492	166.3	15300	4.2133	32.6831	10.5307	22.8539	29.6406	59.875
3.5053	167.39	15400	4.2133	32.8614	10.0344	23.0577	29.5848	60.975
3.5427	168.48	15500	4.2140	32.7897	10.178	22.6287	29.4839	60.1
3.5495	169.57	15600	4.2126	33.1428	10.2866	22.9377	29.6883	60.525
3.5245	170.65	15700	4.2116	32.9892	10.1082	23.1528	29.576	60.675
3.5121	171.74	15800	4.2131	33.2677	10.5916	23.3002	29.8222	59.975
3.5559	172.83	15900	4.2126	32.5155	9.9557	22.6846	29.1171	60.85
3.4758	173.91	16000	4.2133	32.374	9.9127	22.4816	29.2839	60.9
3.5148	175.0	16100	4.2125	32.5611	9.8266	22.5993	28.9821	61.1
3.5093	176.09	16200	4.2132	32.1092	9.6761	22.3612	28.7771	60.05
3.5248	177.17	16300	4.2143	32.2696	9.6471	22.2791	28.9759	60.925
3.4807	178.26	16400	4.2139	31.9593	9.3878	22.0643	28.5392	61.3
3.5138	179.35	16500	4.2144	32.0284	9.8303	22.5724	29.0168	59.95
3.4834	180.43	16600	4.2153	32.3203	9.5741	22.4998	28.8014	60.5
3.4701	181.52	16700	4.2156	31.7243	9.544	22.1355	28.2238	61.275
3.5501	182.61	16800	4.2152	32.519	9.9372	22.3881	28.8347	61.45
3.4789	183.7	16900	4.2148	32.3324	9.7556	22.2474	28.7559	61.575
3.5172	184.78	17000	4.2156	32.161	9.4847	22.2358	28.8895	60.95
3.4681	185.87	17100	4.2167	32.6524	9.7116	22.8415	29.0798	60.575
3.4936	186.96	17200	4.2173	32.533	9.9478	22.7379	29.1301	61.575
3.4664	188.04	17300	4.2165	32.4549	10.1094	22.7097	28.7992	61.4
3.4599	189.13	17400	4.2164	32.6665	10.3463	22.7678	29.308	61.575
3.4724	190.22	17500	4.2175	32.4146	10.1782	22.7414	29.3546	60.75
3.4923	191.3	17600	4.2163	32.3624	9.8306	22.7311	28.7497	59.825
3.4771	192.39	17700	4.2161	33.1427	10.429	23.462	29.6967	60.35
3.4737	193.48	17800	4.2168	31.6894	9.7073	22.527	28.3711	60.65
3.4307	194.57	17900	4.2182	32.4769	10.1673	22.8356	29.4565	60.75
3.4843	195.65	18000	4.2168	32.5461	10.2855	22.8587	29.1242	60.825
3.4479	196.74	18100	4.2170	32.9284	10.2293	23.2679	29.8067	61.075
3.489	197.83	18200	4.2180	32.9561	10.481	23.2807	29.5499	61.25
3.4596	198.91	18300	4.2179	33.1418	10.2768	22.8762	30.0241	61.2
3.4552	200.0	18400	4.2171	33.5524	10.5969	23.5734	30.1587	61.525
3.4699	201.09	18500	4.2176	33.1941	10.3296	23.1962	30.1624	61.45
3.4281	202.17	18600	4.2187	33.3715	10.1919	23.1843	30.3192	61.55
3.4561	203.26	18700	4.2186	32.5288	9.9299	22.6515	29.2853	61.575
3.446	204.35	18800	4.2188	33.4268	10.7152	23.6525	30.4668	61.575
3.4259	205.43	18900	4.2189	33.1715	10.198	22.9264	29.8387	61.25
3.4497	206.52	19000	4.2192	33.3472	10.5372	23.0833	30.2925	61.25
3.4674	207.61	19100	4.2192	32.7581	10.2502	23.0554	29.6639	61.175
3.4521	208.7	19200	4.2186	33.7883	10.8639	23.4038	30.6114	61.475
3.443	209.78	19300	4.2194	33.029	10.6622	22.9009	29.9762	61.675
3.4356	210.87	19400	4.2199	32.7229	9.9204	22.5445	29.5517	61.3
3.4198	211.96	19500	4.2208	33.5216	10.3836	22.9423	29.9006	61.625
3.4417	213.04	19600	4.2210	32.7772	10.3206	22.9031	29.3774	61.625
3.4348	214.13	19700	4.2214	31.9959	10.0821	22.2012	28.6722	61.375
3.4528	215.22	19800	4.2213	32.5434	10.2807	22.6512	29.1705	61.65
3.3955	216.3	19900	4.2220	32.9148	10.5869	22.8107	29.4975	61.675
3.4437	217.39	20000	4.2227	32.8879	10.4334	22.6863	29.6794	61.125
3.4374	218.48	20100	4.2225	32.1453	9.9115	22.2936	28.9428	61.1
3.429	219.57	20200	4.2230	33.0805	10.5792	22.9417	29.9572	61.55
3.4089	220.65	20300	4.2239	32.0499	10.1613	22.6264	28.9217	61.65
3.418	221.74	20400	4.2237	32.6069	10.5032	22.8024	29.5804	61.275
3.4274	222.83	20500	4.2235	31.8624	10.2513	22.2816	28.8234	61.2
3.4156	223.91	20600	4.2242	32.2666	10.4604	22.5607	29.0666	61.025
3.4135	225.0	20700	4.2247	31.3445	10.0898	22.0664	28.5988	60.5
3.4283	226.09	20800	4.2245	31.47	10.0171	21.9423	28.4329	61.175
3.4048	227.17	20900	4.2242	31.93	10.4874	22.5287	29.1292	60.7
3.3925	228.26	21000	4.2243	32.3618	10.0902	22.6176	29.2689	60.775
3.4371	229.35	21100	4.2245	32.174	10.0424	22.516	28.9855	60.775
3.3789	230.43	21200	4.2239	33.0237	10.8644	23.3016	29.916	61.275
3.4109	231.52	21300	4.2248	32.88	10.6969	22.8426	30.0468	60.8
3.4128	232.61	21400	4.2257	32.6551	10.6032	22.6787	29.5307	60.725
3.3941	233.7	21500	4.2266	31.9296	10.0718	22.5	28.9451	60.75
3.3734	234.78	21600	4.2266	32.4862	10.0754	22.9705	29.2087	61.225
3.4144	235.87	21700	4.2269	32.1757	10.1225	22.6842	29.1731	60.75
3.3986	236.96	21800	4.2273	32.3403	10.481	22.7186	29.3236	60.725
3.3898	238.04	21900	4.2275	32.4957	10.4595	22.8682	29.6414	60.8
3.4031	239.13	22000	4.2275	32.4625	10.3807	22.7121	29.5187	60.725
3.3836	240.22	22100	4.2274	31.8107	10.2075	22.4437	28.9719	60.725
3.4084	241.3	22200	4.2272	32.3374	10.1027	22.5784	29.2192	61.2
3.3805	242.39	22300	4.2276	32.2783	10.375	22.7825	29.3762	61.2
3.3815	243.48	22400	4.2277	32.3337	10.3561	22.8489	29.4485	61.15
3.418	244.57	22500	4.2273	32.333	10.2841	22.8481	29.403	61.125
3.369	245.65	22600	4.2277	32.038	10.3555	22.6939	29.242	60.7
3.4305	246.74	22700	4.2276	32.7594	10.6867	23.0632	29.5852	61.575
3.3928	247.83	22800	4.2282	32.4979	10.5013	22.7875	29.4793	61.55
3.3676	248.91	22900	4.2286	32.6014	10.5697	22.8526	29.7876	61.6
3.3918	250.0	23000	4.2288	32.4746	10.6321	22.586	29.6323	60.675
3.395	251.09	23100	4.2294	32.4704	10.5456	22.6785	29.5769	60.725
3.363	252.17	23200	4.2296	32.2721	10.2554	22.5303	29.4554	60.725
3.3884	253.26	23300	4.2298	32.2746	10.434	22.6686	29.4486	60.725
3.3891	254.35	23400	4.2296	32.5382	10.5112	23.0243	29.8106	61.125
3.3679	255.43	23500	4.2296	32.4656	10.5631	22.9952	29.6832	61.125
3.4078	256.52	23600	4.2297	32.3377	10.4791	22.8362	29.6212	60.7
3.3642	257.61	23700	4.2302	32.2519	10.5551	22.6957	29.3763	61.075
3.3745	258.7	23800	4.2300	31.9413	10.4752	22.7447	29.1	61.175
3.3844	259.78	23900	4.2305	32.237	10.5492	23.0342	29.4079	61.65
3.3501	260.87	24000	4.2302	31.9797	10.4631	22.9089	29.332	61.65
3.4259	261.96	24100	4.2304	31.7515	10.3564	22.5923	29.1275	61.175
3.3578	263.04	24200	4.2309	32.0462	10.3883	22.9083	29.3591	61.65
3.39	264.13	24300	4.2308	31.9307	10.3057	22.8501	29.2547	61.65
3.3805	265.22	24400	4.2312	32.1836	10.3577	23.1293	29.4325	61.65
3.3667	266.3	24500	4.2309	32.1545	10.301	23.0613	29.343	61.65
3.3977	267.39	24600	4.2313	31.9549	10.2824	23.0397	29.2684	61.65
3.3434	268.48	24700	4.2314	31.9432	10.167	23.098	29.2669	61.65
3.3577	269.57	24800	4.2316	31.9679	10.3075	23.0715	29.3077	61.65
3.3781	270.65	24900	4.2317	32.2292	10.2988	23.0879	29.4171	61.65
3.3514	271.74	25000	4.2321	32.1653	10.4198	23.0554	29.3574	61.65
3.3935	272.83	25100	4.2320	32.134	10.2884	22.9444	29.2272	61.65
3.3447	273.91	25200	4.2324	32.3498	10.4505	23.0734	29.4438	61.65
3.3872	275.0	25300	4.2323	32.1743	10.4152	22.9462	29.3187	61.65
3.3755	276.09	25400	4.2324	32.2311	10.372	22.9563	29.3285	61.65
3.3832	277.17	25500	4.2323	32.0289	10.2105	22.9636	29.1449	61.65
3.3367	278.26	25600	4.2321	32.3053	10.2512	23.0834	29.4111	61.65
3.3767	279.35	25700	4.2323	32.4099	10.2793	23.0137	29.4049	61.65
3.3989	280.43	25800	4.2324	32.3471	10.4356	23.0179	29.4453	61.65
3.3625	281.52	25900	4.2325	32.2213	10.4363	22.9573	29.2886	61.65
3.3352	282.61	26000	4.2328	32.713	10.7489	23.2367	29.8725	61.65
3.3899	283.7	26100	4.2328	32.2145	10.2347	22.7896	29.2107	61.65
3.359	284.78	26200	4.2327	32.2466	10.4236	22.916	29.4227	61.65
3.3866	285.87	26300	4.2327	32.2466	10.4236	22.916	29.4227	61.65
3.3845	286.96	26400	4.2328	32.2466	10.4236	22.916	29.4227	61.65
3.3486	288.04	26500	4.2328	32.595	10.5041	23.1214	29.69	61.65
3.3807	289.13	26600	4.2328	32.759	10.566	23.3108	29.8555	61.65
3.3676	290.22	26700	4.2330	32.759	10.566	23.3108	29.8555	61.65
3.3361	291.3	26800	4.2332	32.759	10.566	23.3108	29.8555	61.65
3.3897	292.39	26900	4.2331	32.7251	10.566	23.3108	29.7958	61.65
3.3579	293.48	27000	4.2331	32.759	10.566	23.3108	29.8555	61.65
3.3809	294.57	27100	4.2331	32.759	10.566	23.3108	29.8555	61.65
3.3885	295.65	27200	4.2331	32.759	10.566	23.3108	29.8555	61.65
3.3173	296.74	27300	4.2331	32.7156	10.5699	23.2759	29.7903	61.65
3.3648	297.83	27400	4.2331	32.7156	10.5699	23.2759	29.7903	61.65
3.3793	298.91	27500	4.2331	32.7156	10.5699	23.2759	29.7903	61.65
3.3604	300.0	27600	4.2331	32.7156	10.5699	23.2759	29.7903	61.65

Framework versions

—Transformers 4.18.0
—Pytorch 1.11.0+cu113
—Datasets 2.1.0
—Tokenizers 0.12.1