timesformer-base-finetuned-k400-snapdata_classification-sample_rate16_freeze_last2blocks

This model is a fine-tuned version of facebook/timesformer-base-finetuned-k400 on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.6734
• Accuracy: 0.6421
• 0 Precision: 0.6913
• 0 Recall: 0.4116
• 0 F1-score: 0.5160
• 0 Support: 2002.0
• 1 Precision: 0.6234
• 1 Recall: 0.8412
• 1 F1-score: 0.7161
• 1 Support: 2318.0
• Accuracy F1-score: 0.6421
• Macro avg Precision: 0.6573
• Macro avg Recall: 0.6264
• Macro avg F1-score: 0.6160
• Macro avg Support: 4320.0
• Weighted avg Precision: 0.6549
• Weighted avg Recall: 0.6421
• Weighted avg F1-score: 0.6234
• Weighted avg Support: 4320.0

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: 8e-05
• train_batch_size: 8
• eval_batch_size: 8
• seed: 42
• optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
• lr_scheduler_type: cosine
• lr_scheduler_warmup_ratio: 0.1
• training_steps: 62000
• label_smoothing_factor: 0.1

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	0 Precision	0 Recall	0 F1-score	0 Support	1 Precision	1 Recall	1 F1-score	1 Support	Accuracy F1-score	Macro avg Precision	Macro avg Recall	Macro avg F1-score	Macro avg Support	Weighted avg Precision	Weighted avg Recall	Weighted avg F1-score	Weighted avg Support
0.725	0.0002	10	0.7611	0.4905	0.4552	0.5045	0.4786	2002.0	0.5278	0.4784	0.5019	2318.0	0.4905	0.4915	0.4915	0.4902	4320.0	0.4942	0.4905	0.4911	4320.0
0.74	0.0003	20	0.7609	0.4914	0.4560	0.5045	0.4790	2002.0	0.5287	0.4802	0.5033	2318.0	0.4914	0.4924	0.4923	0.4911	4320.0	0.4950	0.4914	0.4920	4320.0
0.7386	0.0005	30	0.7607	0.4919	0.4564	0.5040	0.4790	2002.0	0.5292	0.4814	0.5042	2318.0	0.4919	0.4928	0.4927	0.4916	4320.0	0.4954	0.4919	0.4925	4320.0
0.8112	0.0006	40	0.7605	0.4921	0.4565	0.5030	0.4786	2002.0	0.5293	0.4827	0.5050	2318.0	0.4921	0.4929	0.4929	0.4918	4320.0	0.4956	0.4921	0.4928	4320.0
0.8034	0.0008	50	0.7601	0.4914	0.4555	0.4990	0.4763	2002.0	0.5284	0.4849	0.5057	2318.0	0.4914	0.4920	0.4920	0.4910	4320.0	0.4947	0.4914	0.4921	4320.0
0.784	0.0010	60	0.7596	0.4919	0.4557	0.4955	0.4748	2002.0	0.5287	0.4888	0.5080	2318.0	0.4919	0.4922	0.4921	0.4914	4320.0	0.4949	0.4919	0.4926	4320.0
0.8148	0.0011	70	0.7589	0.4928	0.4562	0.4915	0.4732	2002.0	0.5294	0.4940	0.5110	2318.0	0.4928	0.4928	0.4927	0.4921	4320.0	0.4954	0.4928	0.4935	4320.0
0.8031	0.0013	80	0.7580	0.4944	0.4575	0.4895	0.4730	2002.0	0.5308	0.4987	0.5142	2318.0	0.4944	0.4941	0.4941	0.4936	4320.0	0.4968	0.4944	0.4951	4320.0
0.8194	0.0015	90	0.7571	0.4949	0.4575	0.4840	0.4704	2002.0	0.5309	0.5043	0.5173	2318.0	0.4949	0.4942	0.4942	0.4938	4320.0	0.4969	0.4949	0.4955	4320.0
0.7805	0.0016	100	0.7561	0.4961	0.4583	0.4805	0.4692	2002.0	0.5317	0.5095	0.5204	2318.0	0.4961	0.4950	0.4950	0.4948	4320.0	0.4977	0.4961	0.4966	4320.0
0.7331	0.0018	110	0.7550	0.4961	0.4578	0.4745	0.4660	2002.0	0.5314	0.5147	0.5229	2318.0	0.4961	0.4946	0.4946	0.4945	4320.0	0.4973	0.4961	0.4965	4320.0
0.7107	0.0019	120	0.7542	0.4986	0.4602	0.4740	0.4670	2002.0	0.5337	0.5198	0.5267	2318.0	0.4986	0.4969	0.4969	0.4968	4320.0	0.4996	0.4986	0.4990	4320.0
0.8021	0.0021	130	0.7530	0.4979	0.4589	0.4660	0.4625	2002.0	0.5326	0.5255	0.5290	2318.0	0.4979	0.4958	0.4957	0.4957	4320.0	0.4984	0.4979	0.4982	4320.0
0.7522	0.0023	140	0.7515	0.5007	0.4610	0.4580	0.4595	2002.0	0.5345	0.5375	0.5360	2318.0	0.5007	0.4978	0.4978	0.4978	4320.0	0.5005	0.5007	0.5006	4320.0
0.7187	0.0024	150	0.7501	0.5037	0.4640	0.4575	0.4608	2002.0	0.5371	0.5436	0.5403	2318.0	0.5037	0.5006	0.5006	0.5005	4320.0	0.5032	0.5037	0.5034	4320.0
0.8722	0.0026	160	0.7483	0.5030	0.4627	0.4496	0.4560	2002.0	0.536	0.5492	0.5425	2318.0	0.5030	0.4994	0.4994	0.4993	4320.0	0.5020	0.5030	0.5024	4320.0
0.841	0.0027	170	0.7466	0.5060	0.4660	0.4520	0.4589	2002.0	0.5387	0.5526	0.5456	2318.0	0.5060	0.5024	0.5023	0.5022	4320.0	0.5050	0.5060	0.5054	4320.0
0.7659	0.0029	180	0.7455	0.5069	0.4668	0.4496	0.4580	2002.0	0.5393	0.5565	0.5478	2318.0	0.5069	0.5031	0.5030	0.5029	4320.0	0.5057	0.5069	0.5062	4320.0
0.7639	0.0031	190	0.7442	0.5090	0.4689	0.4476	0.4580	2002.0	0.5409	0.5621	0.5513	2318.0	0.5090	0.5049	0.5048	0.5046	4320.0	0.5075	0.5090	0.5080	4320.0
0.7889	0.0032	200	0.7433	0.5104	0.4706	0.4510	0.4606	2002.0	0.5423	0.5617	0.5518	2318.0	0.5104	0.5064	0.5064	0.5062	4320.0	0.5090	0.5104	0.5095	4320.0
0.738	0.0034	210	0.7423	0.5111	0.4713	0.4505	0.4607	2002.0	0.5428	0.5634	0.5529	2318.0	0.5111	0.5070	0.5070	0.5068	4320.0	0.5097	0.5111	0.5102	4320.0
0.7325	0.0035	220	0.7416	0.5127	0.4731	0.4530	0.4629	2002.0	0.5443	0.5643	0.5541	2318.0	0.5127	0.5087	0.5087	0.5085	4320.0	0.5113	0.5127	0.5118	4320.0
0.7353	0.0037	230	0.7408	0.5130	0.4738	0.4615	0.4676	2002.0	0.5451	0.5574	0.5512	2318.0	0.5130	0.5095	0.5095	0.5094	4320.0	0.5121	0.5130	0.5125	4320.0
0.789	0.0039	240	0.7407	0.5137	0.4754	0.4770	0.4762	2002.0	0.5469	0.5453	0.5461	2318.0	0.5137	0.5112	0.5112	0.5112	4320.0	0.5138	0.5137	0.5137	4320.0
0.71	0.0040	250	0.7394	0.5155	0.4772	0.4765	0.4769	2002.0	0.5485	0.5492	0.5488	2318.0	0.5155	0.5129	0.5129	0.5129	4320.0	0.5155	0.5155	0.5155	4320.0
0.7802	0.0042	260	0.7378	0.5178	0.4793	0.4685	0.4739	2002.0	0.5497	0.5604	0.5550	2318.0	0.5178	0.5145	0.5145	0.5144	4320.0	0.5171	0.5178	0.5174	4320.0
0.7368	0.0044	270	0.7365	0.5190	0.4804	0.4645	0.4723	2002.0	0.5503	0.5660	0.5581	2318.0	0.5190	0.5154	0.5153	0.5152	4320.0	0.5179	0.5190	0.5183	4320.0
0.6665	0.0045	280	0.7351	0.5208	0.4820	0.4540	0.4676	2002.0	0.5509	0.5785	0.5644	2318.0	0.5208	0.5165	0.5163	0.5160	4320.0	0.5190	0.5208	0.5195	4320.0
0.7522	0.0047	290	0.7339	0.5213	0.4821	0.4436	0.4620	2002.0	0.5504	0.5884	0.5688	2318.0	0.5213	0.5163	0.5160	0.5154	4320.0	0.5188	0.5213	0.5193	4320.0
0.7664	0.0048	300	0.7332	0.5192	0.4799	0.4466	0.4626	2002.0	0.5490	0.5820	0.5650	2318.0	0.5192	0.5145	0.5143	0.5138	4320.0	0.5170	0.5192	0.5176	4320.0
0.7949	0.005	310	0.7321	0.5225	0.4840	0.4620	0.4728	2002.0	0.5529	0.5746	0.5636	2318.0	0.5225	0.5185	0.5183	0.5182	4320.0	0.5210	0.5225	0.5215	4320.0
0.683	0.0052	320	0.7312	0.5252	0.4873	0.4700	0.4785	2002.0	0.5559	0.5729	0.5643	2318.0	0.5252	0.5216	0.5215	0.5214	4320.0	0.5241	0.5252	0.5245	4320.0
0.688	0.0053	330	0.7301	0.5271	0.4892	0.4635	0.4760	2002.0	0.5567	0.5820	0.5691	2318.0	0.5271	0.5230	0.5228	0.5225	4320.0	0.5254	0.5271	0.5260	4320.0
0.6643	0.0055	340	0.7290	0.5306	0.4930	0.4580	0.4749	2002.0	0.5589	0.5932	0.5756	2318.0	0.5306	0.5260	0.5256	0.5252	4320.0	0.5284	0.5306	0.5289	4320.0
0.7563	0.0056	350	0.7280	0.5317	0.4942	0.4500	0.4711	2002.0	0.5591	0.6022	0.5799	2318.0	0.5317	0.5267	0.5261	0.5255	4320.0	0.5290	0.5317	0.5295	4320.0
0.7261	0.0058	360	0.7269	0.5333	0.4961	0.4491	0.4714	2002.0	0.5602	0.6061	0.5823	2318.0	0.5333	0.5282	0.5276	0.5268	4320.0	0.5305	0.5333	0.5309	4320.0
0.738	0.0060	370	0.7259	0.5347	0.4977	0.4366	0.4651	2002.0	0.5601	0.6195	0.5883	2318.0	0.5347	0.5289	0.5280	0.5267	4320.0	0.5312	0.5347	0.5312	4320.0
0.7121	0.0061	380	0.7252	0.5352	0.4983	0.4271	0.4599	2002.0	0.5595	0.6286	0.5920	2318.0	0.5352	0.5289	0.5278	0.5260	4320.0	0.5311	0.5352	0.5308	4320.0
0.7532	0.0063	390	0.7242	0.5391	0.5034	0.4071	0.4502	2002.0	0.5605	0.6531	0.6033	2318.0	0.5391	0.5320	0.5301	0.5267	4320.0	0.5341	0.5391	0.5323	4320.0
0.7499	0.0065	400	0.7223	0.5410	0.5058	0.4121	0.4542	2002.0	0.5623	0.6523	0.6040	2318.0	0.5410	0.5341	0.5322	0.5291	4320.0	0.5361	0.5410	0.5345	4320.0
0.7499	0.0066	410	0.7210	0.5384	0.5024	0.4241	0.4599	2002.0	0.5616	0.6372	0.5970	2318.0	0.5384	0.5320	0.5306	0.5285	4320.0	0.5341	0.5384	0.5335	4320.0
0.7181	0.0068	420	0.7204	0.5382	0.5020	0.4451	0.4718	2002.0	0.5635	0.6186	0.5898	2318.0	0.5382	0.5327	0.5318	0.5308	4320.0	0.5350	0.5382	0.5351	4320.0
0.6974	0.0069	430	0.7191	0.5407	0.5050	0.4550	0.4787	2002.0	0.5664	0.6148	0.5896	2318.0	0.5407	0.5357	0.5349	0.5341	4320.0	0.5379	0.5407	0.5382	4320.0
0.7231	0.0071	440	0.7170	0.5451	0.5103	0.4575	0.4825	2002.0	0.5699	0.6208	0.5943	2318.0	0.5451	0.5401	0.5392	0.5384	4320.0	0.5423	0.5451	0.5425	4320.0
0.6462	0.0073	450	0.7157	0.5481	0.5140	0.4590	0.4850	2002.0	0.5723	0.6251	0.5975	2318.0	0.5481	0.5431	0.5421	0.5412	4320.0	0.5453	0.5481	0.5454	4320.0
0.7238	0.0074	460	0.7147	0.5495	0.5165	0.4391	0.4746	2002.0	0.5710	0.6450	0.6058	2318.0	0.5495	0.5437	0.5420	0.5402	4320.0	0.5457	0.5495	0.5450	4320.0
0.6919	0.0076	470	0.7134	0.5553	0.5242	0.4391	0.4778	2002.0	0.5751	0.6557	0.6128	2318.0	0.5553	0.5496	0.5474	0.5453	4320.0	0.5515	0.5553	0.5502	4320.0
0.6915	0.0077	480	0.7112	0.5569	0.5257	0.4491	0.4844	2002.0	0.5774	0.6501	0.6116	2318.0	0.5569	0.5516	0.5496	0.5480	4320.0	0.5535	0.5569	0.5526	4320.0
0.7327	0.0079	490	0.7093	0.5609	0.5314	0.4436	0.4835	2002.0	0.5795	0.6622	0.6181	2318.0	0.5609	0.5554	0.5529	0.5508	4320.0	0.5572	0.5609	0.5557	4320.0
0.7232	0.0081	500	0.7079	0.5632	0.5341	0.4500	0.4885	2002.0	0.5818	0.6609	0.6189	2318.0	0.5632	0.5580	0.5555	0.5537	4320.0	0.5597	0.5632	0.5584	4320.0
0.7291	0.0082	510	0.7072	0.5662	0.5394	0.4376	0.4832	2002.0	0.5823	0.6773	0.6262	2318.0	0.5662	0.5609	0.5574	0.5547	4320.0	0.5624	0.5662	0.5599	4320.0
0.6728	0.0084	520	0.7069	0.5704	0.5458	0.4346	0.4839	2002.0	0.5847	0.6877	0.6320	2318.0	0.5704	0.5653	0.5611	0.5580	4320.0	0.5667	0.5704	0.5634	4320.0
0.7055	0.0085	530	0.7067	0.5704	0.5469	0.4256	0.4787	2002.0	0.5836	0.6954	0.6346	2318.0	0.5704	0.5652	0.5605	0.5566	4320.0	0.5666	0.5704	0.5624	4320.0
0.7238	0.0087	540	0.7058	0.5720	0.5479	0.4371	0.4862	2002.0	0.5861	0.6885	0.6332	2318.0	0.5720	0.5670	0.5628	0.5597	4320.0	0.5684	0.5720	0.5651	4320.0
0.6896	0.0089	550	0.7055	0.5706	0.5460	0.4356	0.4846	2002.0	0.5850	0.6872	0.6320	2318.0	0.5706	0.5655	0.5614	0.5583	4320.0	0.5669	0.5706	0.5637	4320.0
0.7246	0.0090	560	0.7044	0.5743	0.5515	0.4361	0.4870	2002.0	0.5875	0.6937	0.6362	2318.0	0.5743	0.5695	0.5649	0.5616	4320.0	0.5708	0.5743	0.5671	4320.0
0.7463	0.0092	570	0.7045	0.5748	0.5542	0.4216	0.4789	2002.0	0.5860	0.7071	0.6409	2318.0	0.5748	0.5701	0.5643	0.5599	4320.0	0.5712	0.5748	0.5658	4320.0
0.7296	0.0094	580	0.7035	0.5757	0.5548	0.4276	0.4829	2002.0	0.5873	0.7036	0.6402	2318.0	0.5757	0.5710	0.5656	0.5616	4320.0	0.5722	0.5757	0.5673	4320.0
0.65	0.0095	590	0.7022	0.5738	0.5482	0.4575	0.4988	2002.0	0.5900	0.6743	0.6294	2318.0	0.5738	0.5691	0.5659	0.5641	4320.0	0.5706	0.5738	0.5688	4320.0
0.6249	0.0097	600	0.7023	0.5729	0.5438	0.4865	0.5136	2002.0	0.5935	0.6475	0.6194	2318.0	0.5729	0.5687	0.5670	0.5665	4320.0	0.5705	0.5729	0.5703	4320.0
0.6873	0.0098	610	0.7027	0.5697	0.5381	0.5045	0.5208	2002.0	0.5939	0.6260	0.6095	2318.0	0.5697	0.5660	0.5652	0.5651	4320.0	0.5681	0.5697	0.5684	4320.0
0.7227	0.01	620	0.7020	0.5694	0.5363	0.5235	0.5298	2002.0	0.5968	0.6091	0.6029	2318.0	0.5694	0.5666	0.5663	0.5664	4320.0	0.5688	0.5694	0.5690	4320.0
0.7323	0.0102	630	0.7000	0.5722	0.5384	0.5390	0.5387	2002.0	0.6015	0.6009	0.6012	2318.0	0.5722	0.5699	0.5700	0.5700	4320.0	0.5723	0.5722	0.5722	4320.0
0.6877	0.0103	640	0.6964	0.5824	0.5551	0.4985	0.5253	2002.0	0.6019	0.6549	0.6273	2318.0	0.5824	0.5785	0.5767	0.5763	4320.0	0.5802	0.5824	0.5800	4320.0
0.7195	0.0105	650	0.6948	0.5854	0.5691	0.4341	0.4925	2002.0	0.5943	0.7161	0.6496	2318.0	0.5854	0.5817	0.5751	0.5710	4320.0	0.5826	0.5854	0.5768	4320.0
0.7015	0.0106	660	0.6953	0.5898	0.5848	0.3961	0.4723	2002.0	0.5921	0.7571	0.6645	2318.0	0.5898	0.5885	0.5766	0.5684	4320.0	0.5887	0.5898	0.5754	4320.0
0.6912	0.0108	670	0.6956	0.5928	0.5984	0.3691	0.4566	2002.0	0.5906	0.7860	0.6744	2318.0	0.5928	0.5945	0.5776	0.5655	4320.0	0.5942	0.5928	0.5735	4320.0
0.6571	0.0110	680	0.6930	0.5968	0.6067	0.3691	0.4590	2002.0	0.5928	0.7934	0.6786	2318.0	0.5968	0.5998	0.5812	0.5688	4320.0	0.5993	0.5968	0.5768	4320.0
0.687	0.0111	690	0.6912	0.5965	0.6057	0.3706	0.4599	2002.0	0.5929	0.7916	0.6780	2318.0	0.5965	0.5993	0.5811	0.5689	4320.0	0.5988	0.5965	0.5769	4320.0
0.6728	0.0113	700	0.6902	0.6007	0.6129	0.3756	0.4658	2002.0	0.5959	0.7951	0.6812	2318.0	0.6007	0.6044	0.5854	0.5735	4320.0	0.6037	0.6007	0.5814	4320.0
0.6959	0.0115	710	0.6850	0.6037	0.6082	0.4071	0.4877	2002.0	0.6017	0.7735	0.6769	2318.0	0.6037	0.6049	0.5903	0.5823	4320.0	0.6047	0.6037	0.5892	4320.0
0.769	0.0116	720	0.6833	0.6005	0.5987	0.4181	0.4924	2002.0	0.6013	0.7580	0.6706	2318.0	0.6005	0.6000	0.5880	0.5815	4320.0	0.6001	0.6005	0.5880	4320.0
0.6517	0.0118	730	0.6827	0.6037	0.6043	0.4196	0.4953	2002.0	0.6034	0.7627	0.6738	2318.0	0.6037	0.6039	0.5912	0.5845	4320.0	0.6038	0.6037	0.5911	4320.0
0.6379	0.0119	740	0.6814	0.6058	0.6105	0.4126	0.4924	2002.0	0.6036	0.7726	0.6778	2318.0	0.6058	0.6071	0.5926	0.5851	4320.0	0.6068	0.6058	0.5919	4320.0
0.7311	0.0121	750	0.6819	0.6079	0.6198	0.3981	0.4848	2002.0	0.6028	0.7890	0.6835	2318.0	0.6079	0.6113	0.5936	0.5841	4320.0	0.6107	0.6079	0.5914	4320.0
0.6565	0.0123	760	0.6784	0.6079	0.6144	0.4131	0.4940	2002.0	0.6049	0.7761	0.6799	2318.0	0.6079	0.6097	0.5946	0.5870	4320.0	0.6093	0.6079	0.5938	4320.0
0.6528	0.0124	770	0.6786	0.6083	0.6181	0.4051	0.4894	2002.0	0.6041	0.7839	0.6823	2318.0	0.6083	0.6111	0.5945	0.5859	4320.0	0.6106	0.6083	0.5929	4320.0
0.6197	0.0126	780	0.6798	0.6081	0.6197	0.3996	0.4859	2002.0	0.6032	0.7882	0.6834	2318.0	0.6081	0.6114	0.5939	0.5846	4320.0	0.6108	0.6081	0.5918	4320.0
0.7387	0.0127	790	0.6787	0.6116	0.6209	0.4156	0.4979	2002.0	0.6074	0.7808	0.6833	2318.0	0.6116	0.6141	0.5982	0.5906	4320.0	0.6136	0.6116	0.5974	4320.0
0.6356	0.0129	800	0.6752	0.6127	0.6132	0.4451	0.5158	2002.0	0.6125	0.7575	0.6773	2318.0	0.6127	0.6129	0.6013	0.5966	4320.0	0.6128	0.6127	0.6025	4320.0
0.6781	0.0131	810	0.6718	0.6169	0.6114	0.4755	0.5350	2002.0	0.6200	0.7390	0.6743	2318.0	0.6169	0.6157	0.6073	0.6046	4320.0	0.6160	0.6169	0.6097	4320.0
0.6257	0.0132	820	0.6699	0.6197	0.6095	0.4990	0.5488	2002.0	0.6259	0.7239	0.6713	2318.0	0.6197	0.6177	0.6115	0.6100	4320.0	0.6183	0.6197	0.6145	4320.0
0.6568	0.0134	830	0.6694	0.6208	0.6072	0.5150	0.5573	2002.0	0.6297	0.7123	0.6684	2318.0	0.6208	0.6184	0.6136	0.6129	4320.0	0.6193	0.6208	0.6169	4320.0
0.6495	0.0135	840	0.6684	0.6213	0.6061	0.5220	0.5609	2002.0	0.6314	0.7071	0.6671	2318.0	0.6213	0.6188	0.6145	0.6140	4320.0	0.6197	0.6213	0.6179	4320.0
0.6963	0.0137	850	0.6680	0.6169	0.5898	0.5694	0.5794	2002.0	0.6389	0.6579	0.6482	2318.0	0.6169	0.6143	0.6137	0.6138	4320.0	0.6161	0.6169	0.6163	4320.0
0.6236	0.0139	860	0.6665	0.6190	0.5932	0.5659	0.5792	2002.0	0.6394	0.6648	0.6519	2318.0	0.6190	0.6163	0.6154	0.6156	4320.0	0.6180	0.6190	0.6182	4320.0
0.657	0.0140	870	0.6652	0.6220	0.6	0.5529	0.5755	2002.0	0.6384	0.6816	0.6593	2318.0	0.6220	0.6192	0.6173	0.6174	4320.0	0.6206	0.6220	0.6205	4320.0
0.6718	0.0142	880	0.6655	0.6269	0.6144	0.5230	0.5650	2002.0	0.6349	0.7166	0.6733	2318.0	0.6269	0.6247	0.6198	0.6192	4320.0	0.6254	0.6269	0.6231	4320.0
0.6794	0.0144	890	0.6680	0.6280	0.6352	0.4635	0.5360	2002.0	0.6243	0.7701	0.6896	2318.0	0.6280	0.6298	0.6168	0.6128	4320.0	0.6294	0.6280	0.6184	4320.0
0.6752	0.0145	900	0.6674	0.6306	0.6436	0.4545	0.5328	2002.0	0.6242	0.7826	0.6945	2318.0	0.6306	0.6339	0.6186	0.6136	4320.0	0.6332	0.6306	0.6196	4320.0
0.6185	0.0147	910	0.6698	0.6350	0.6594	0.4391	0.5271	2002.0	0.6240	0.8041	0.7027	2318.0	0.6350	0.6417	0.6216	0.6149	4320.0	0.6404	0.6350	0.6214	4320.0
0.7128	0.0148	920	0.6667	0.6368	0.6519	0.4640	0.5422	2002.0	0.6294	0.7860	0.6990	2318.0	0.6368	0.6406	0.6250	0.6206	4320.0	0.6398	0.6368	0.6263	4320.0
0.7271	0.015	930	0.6660	0.6359	0.6499	0.4645	0.5418	2002.0	0.6289	0.7839	0.6979	2318.0	0.6359	0.6394	0.6242	0.6199	4320.0	0.6386	0.6359	0.6256	4320.0
0.6407	0.0152	940	0.6668	0.6338	0.6487	0.4575	0.5366	2002.0	0.6265	0.7860	0.6973	2318.0	0.6338	0.6376	0.6218	0.6169	4320.0	0.6368	0.6338	0.6228	4320.0
0.6196	0.0153	950	0.6655	0.6359	0.6401	0.4895	0.5548	2002.0	0.6336	0.7623	0.6920	2318.0	0.6359	0.6368	0.6259	0.6234	4320.0	0.6366	0.6359	0.6284	4320.0
0.7281	0.0155	960	0.6639	0.6292	0.6089	0.5584	0.5826	2002.0	0.6441	0.6903	0.6664	2318.0	0.6292	0.6265	0.6243	0.6245	4320.0	0.6278	0.6292	0.6276	4320.0
0.7044	0.0156	970	0.6641	0.6329	0.6084	0.5829	0.5954	2002.0	0.6524	0.6760	0.6640	2318.0	0.6329	0.6304	0.6295	0.6297	4320.0	0.6320	0.6329	0.6322	4320.0
0.7456	0.0158	980	0.6630	0.6317	0.6072	0.5814	0.5940	2002.0	0.6513	0.6752	0.6630	2318.0	0.6317	0.6292	0.6283	0.6285	4320.0	0.6308	0.6317	0.6310	4320.0
0.6916	0.0160	990	0.6615	0.6333	0.6141	0.5619	0.5869	2002.0	0.6475	0.6950	0.6704	2318.0	0.6333	0.6308	0.6285	0.6286	4320.0	0.6320	0.6333	0.6317	4320.0
0.6324	0.0161	1000	0.6612	0.6319	0.6136	0.5559	0.5833	2002.0	0.6453	0.6976	0.6704	2318.0	0.6319	0.6294	0.6268	0.6269	4320.0	0.6306	0.6319	0.6300	4320.0
0.5921	0.0163	1010	0.6615	0.6333	0.6137	0.5634	0.5875	2002.0	0.6479	0.6937	0.67	2318.0	0.6333	0.6308	0.6286	0.6288	4320.0	0.6320	0.6333	0.6318	4320.0
0.6839	0.0165	1020	0.6632	0.6329	0.6089	0.5809	0.5946	2002.0	0.6519	0.6777	0.6646	2318.0	0.6329	0.6304	0.6293	0.6296	4320.0	0.6320	0.6329	0.6321	4320.0
0.6141	0.0166	1030	0.6634	0.6377	0.6235	0.5509	0.5850	2002.0	0.6476	0.7127	0.6786	2318.0	0.6377	0.6356	0.6318	0.6318	4320.0	0.6364	0.6377	0.6352	4320.0
0.6833	0.0168	1040	0.6652	0.6370	0.6386	0.4995	0.5605	2002.0	0.6362	0.7558	0.6909	2318.0	0.6370	0.6374	0.6277	0.6257	4320.0	0.6373	0.6370	0.6305	4320.0
0.7244	0.0169	1050	0.6643	0.6345	0.6334	0.5015	0.5598	2002.0	0.6351	0.7494	0.6875	2318.0	0.6345	0.6343	0.6254	0.6237	4320.0	0.6343	0.6345	0.6283	4320.0
0.6346	0.0171	1060	0.6635	0.6363	0.6187	0.5609	0.5884	2002.0	0.6491	0.7015	0.6743	2318.0	0.6363	0.6339	0.6312	0.6313	4320.0	0.6350	0.6363	0.6345	4320.0
0.7136	0.0173	1070	0.6642	0.6329	0.6105	0.5739	0.5917	2002.0	0.6501	0.6838	0.6665	2318.0	0.6329	0.6303	0.6289	0.6291	4320.0	0.6318	0.6329	0.6318	4320.0
0.615	0.0174	1080	0.6645	0.6370	0.6287	0.5295	0.5748	2002.0	0.6424	0.7299	0.6834	2318.0	0.6370	0.6355	0.6297	0.6291	4320.0	0.6360	0.6370	0.6331	4320.0
0.6794	0.0176	1090	0.6652	0.6387	0.6469	0.4850	0.5544	2002.0	0.6343	0.7714	0.6961	2318.0	0.6387	0.6406	0.6282	0.6253	4320.0	0.6401	0.6387	0.6304	4320.0
0.6901	0.0177	1100	0.6665	0.6398	0.6618	0.4555	0.5396	2002.0	0.6295	0.7990	0.7042	2318.0	0.6398	0.6457	0.6273	0.6219	4320.0	0.6445	0.6398	0.6279	4320.0
0.6542	0.0179	1110	0.6653	0.6382	0.6594	0.4535	0.5374	2002.0	0.6283	0.7977	0.7029	2318.0	0.6382	0.6438	0.6256	0.6202	4320.0	0.6427	0.6382	0.6262	4320.0
0.6016	0.0181	1120	0.6619	0.6410	0.6510	0.4855	0.5562	2002.0	0.6357	0.7752	0.6985	2318.0	0.6410	0.6433	0.6304	0.6274	4320.0	0.6428	0.6410	0.6326	4320.0
0.6366	0.0182	1130	0.6647	0.6398	0.6611	0.4570	0.5405	2002.0	0.6298	0.7977	0.7038	2318.0	0.6398	0.6454	0.6274	0.6222	4320.0	0.6443	0.6398	0.6281	4320.0
0.64	0.0184	1140	0.6632	0.6419	0.6601	0.4685	0.5481	2002.0	0.6330	0.7916	0.7035	2318.0	0.6419	0.6465	0.6301	0.6258	4320.0	0.6455	0.6419	0.6314	4320.0
0.6006	0.0185	1150	0.6617	0.6421	0.6502	0.4930	0.5608	2002.0	0.6378	0.7709	0.6980	2318.0	0.6421	0.6440	0.6320	0.6294	4320.0	0.6435	0.6421	0.6344	4320.0
0.6717	0.0187	1160	0.6637	0.6414	0.6505	0.4890	0.5583	2002.0	0.6366	0.7731	0.6982	2318.0	0.6414	0.6435	0.6310	0.6283	4320.0	0.6430	0.6414	0.6334	4320.0
0.7174	0.0189	1170	0.6672	0.6447	0.6711	0.4575	0.5441	2002.0	0.6325	0.8063	0.7089	2318.0	0.6447	0.6518	0.6319	0.6265	4320.0	0.6504	0.6447	0.6325	4320.0
0.6315	0.0190	1180	0.6663	0.6451	0.6701	0.4615	0.5466	2002.0	0.6335	0.8037	0.7085	2318.0	0.6451	0.6518	0.6326	0.6275	4320.0	0.6504	0.6451	0.6335	4320.0
0.6347	0.0192	1190	0.6653	0.6456	0.6657	0.4725	0.5527	2002.0	0.6357	0.7951	0.7065	2318.0	0.6456	0.6507	0.6338	0.6296	4320.0	0.6496	0.6456	0.6353	4320.0
0.6033	0.0194	1200	0.6637	0.6424	0.6524	0.4885	0.5587	2002.0	0.6370	0.7752	0.6994	2318.0	0.6424	0.6447	0.6319	0.6290	4320.0	0.6442	0.6424	0.6342	4320.0
0.6571	0.0195	1210	0.6644	0.6426	0.6529	0.4885	0.5589	2002.0	0.6371	0.7757	0.6996	2318.0	0.6426	0.6450	0.6321	0.6292	4320.0	0.6444	0.6426	0.6344	4320.0
0.707	0.0197	1220	0.6618	0.6435	0.6460	0.5105	0.5703	2002.0	0.6421	0.7584	0.6954	2318.0	0.6435	0.6440	0.6345	0.6329	4320.0	0.6439	0.6435	0.6374	4320.0
0.6534	0.0198	1230	0.6584	0.6440	0.6266	0.5734	0.5989	2002.0	0.6568	0.7049	0.6800	2318.0	0.6440	0.6417	0.6392	0.6394	4320.0	0.6428	0.6440	0.6424	4320.0
0.6875	0.02	1240	0.6562	0.6475	0.6376	0.5544	0.5931	2002.0	0.6541	0.7278	0.6890	2318.0	0.6475	0.6458	0.6411	0.6411	4320.0	0.6465	0.6475	0.6446	4320.0
0.6037	1.0001	1250	0.6566	0.6535	0.6464	0.5569	0.5983	2002.0	0.6582	0.7368	0.6953	2318.0	0.6535	0.6523	0.6469	0.6468	4320.0	0.6527	0.6535	0.6504	4320.0
0.6852	1.0003	1260	0.6563	0.6491	0.6352	0.5704	0.6011	2002.0	0.6590	0.7170	0.6868	2318.0	0.6491	0.6471	0.6437	0.6439	4320.0	0.6479	0.6491	0.6471	4320.0
0.6816	1.0005	1270	0.6557	0.6447	0.6188	0.6074	0.6131	2002.0	0.6662	0.6769	0.6715	2318.0	0.6447	0.6425	0.6421	0.6423	4320.0	0.6443	0.6447	0.6444	4320.0
0.5875	1.0006	1280	0.6565	0.6428	0.6104	0.6339	0.6219	2002.0	0.6729	0.6506	0.6615	2318.0	0.6428	0.6417	0.6422	0.6417	4320.0	0.6439	0.6428	0.6432	4320.0
0.6873	1.0008	1290	0.6523	0.6479	0.6298	0.5829	0.6054	2002.0	0.6615	0.7041	0.6821	2318.0	0.6479	0.6457	0.6435	0.6438	4320.0	0.6468	0.6479	0.6466	4320.0
0.6287	1.0010	1300	0.6544	0.6468	0.6508	0.5130	0.5737	2002.0	0.6444	0.7623	0.6984	2318.0	0.6468	0.6476	0.6376	0.6361	4320.0	0.6474	0.6468	0.6406	4320.0
0.6163	1.0011	1310	0.6615	0.6488	0.6830	0.4520	0.5440	2002.0	0.6337	0.8188	0.7145	2318.0	0.6488	0.6584	0.6354	0.6293	4320.0	0.6566	0.6488	0.6355	4320.0
0.6064	1.0013	1320	0.6666	0.6424	0.6832	0.4256	0.5245	2002.0	0.6258	0.8296	0.7134	2318.0	0.6424	0.6545	0.6276	0.6189	4320.0	0.6524	0.6424	0.6259	4320.0
0.6018	1.0014	1330	0.6609	0.6451	0.6632	0.4760	0.5542	2002.0	0.6361	0.7912	0.7052	2318.0	0.6451	0.6497	0.6336	0.6297	4320.0	0.6487	0.6451	0.6353	4320.0
0.6381	1.0016	1340	0.6605	0.6435	0.6569	0.4830	0.5567	2002.0	0.6366	0.7821	0.7019	2318.0	0.6435	0.6468	0.6326	0.6293	4320.0	0.6460	0.6435	0.6346	4320.0
0.6725	1.0018	1350	0.6566	0.6442	0.6519	0.4985	0.5650	2002.0	0.6400	0.7701	0.6990	2318.0	0.6442	0.6459	0.6343	0.6320	4320.0	0.6455	0.6442	0.6369	4320.0
0.6125	1.0019	1360	0.6548	0.6461	0.6553	0.4985	0.5662	2002.0	0.6410	0.7735	0.7011	2318.0	0.6461	0.6482	0.6360	0.6337	4320.0	0.6476	0.6461	0.6386	4320.0
0.6744	1.0021	1370	0.6564	0.6477	0.6642	0.4850	0.5606	2002.0	0.6393	0.7882	0.7060	2318.0	0.6477	0.6517	0.6366	0.6333	4320.0	0.6508	0.6477	0.6386	4320.0
0.5925	1.0022	1380	0.6573	0.65	0.6709	0.4805	0.5600	2002.0	0.6396	0.7964	0.7095	2318.0	0.65	0.6552	0.6384	0.6347	4320.0	0.6541	0.65	0.6402	4320.0
0.625	1.0024	1390	0.6509	0.6468	0.6476	0.5215	0.5778	2002.0	0.6462	0.7550	0.6964	2318.0	0.6468	0.6469	0.6382	0.6371	4320.0	0.6469	0.6468	0.6414	4320.0
0.6097	1.0026	1400	0.6485	0.6502	0.6399	0.5609	0.5978	2002.0	0.6573	0.7274	0.6906	2318.0	0.6502	0.6486	0.6441	0.6442	4320.0	0.6492	0.6502	0.6476	4320.0
0.6119	1.0027	1410	0.6478	0.6512	0.6327	0.5894	0.6103	2002.0	0.6652	0.7045	0.6843	2318.0	0.6512	0.6489	0.6469	0.6473	4320.0	0.6501	0.6512	0.6500	4320.0
0.5977	1.0029	1420	0.6535	0.6454	0.6102	0.6499	0.6294	2002.0	0.6796	0.6415	0.6600	2318.0	0.6454	0.6449	0.6457	0.6447	4320.0	0.6475	0.6454	0.6458	4320.0
0.6467	1.0030	1430	0.6511	0.6477	0.6162	0.6359	0.6259	2002.0	0.6766	0.6579	0.6671	2318.0	0.6477	0.6464	0.6469	0.6465	4320.0	0.6486	0.6477	0.6480	4320.0
0.6384	1.0032	1440	0.6495	0.6456	0.6211	0.6034	0.6121	2002.0	0.6657	0.6821	0.6738	2318.0	0.6456	0.6434	0.6427	0.6429	4320.0	0.6450	0.6456	0.6452	4320.0
0.6331	1.0034	1450	0.6517	0.6447	0.6154	0.6219	0.6186	2002.0	0.6704	0.6644	0.6674	2318.0	0.6447	0.6429	0.6431	0.6430	4320.0	0.6449	0.6447	0.6448	4320.0
0.6255	1.0035	1460	0.6532	0.6421	0.6091	0.6359	0.6222	2002.0	0.6731	0.6475	0.6601	2318.0	0.6421	0.6411	0.6417	0.6411	4320.0	0.6434	0.6421	0.6425	4320.0
0.6269	1.0037	1470	0.6514	0.6465	0.6192	0.6164	0.6178	2002.0	0.6700	0.6726	0.6713	2318.0	0.6465	0.6446	0.6445	0.6445	4320.0	0.6464	0.6465	0.6465	4320.0
0.6279	1.0039	1480	0.6523	0.6458	0.6305	0.5694	0.5984	2002.0	0.6568	0.7118	0.6832	2318.0	0.6458	0.6437	0.6406	0.6408	4320.0	0.6447	0.6458	0.6439	4320.0
0.6822	1.0040	1490	0.6522	0.6442	0.6356	0.5445	0.5865	2002.0	0.6499	0.7304	0.6878	2318.0	0.6442	0.6427	0.6374	0.6371	4320.0	0.6433	0.6442	0.6408	4320.0
0.5703	1.0042	1500	0.6535	0.6454	0.6197	0.6079	0.6137	2002.0	0.6668	0.6777	0.6722	2318.0	0.6454	0.6432	0.6428	0.6430	4320.0	0.6450	0.6454	0.6451	4320.0
0.6933	1.0043	1510	0.6517	0.6435	0.6222	0.5874	0.6043	2002.0	0.6601	0.6920	0.6757	2318.0	0.6435	0.6412	0.6397	0.6400	4320.0	0.6425	0.6435	0.6426	4320.0
0.5794	1.0045	1520	0.6573	0.6428	0.6533	0.4885	0.5590	2002.0	0.6373	0.7761	0.6999	2318.0	0.6428	0.6453	0.6323	0.6294	4320.0	0.6447	0.6428	0.6346	4320.0
0.6111	1.0047	1530	0.6734	0.6421	0.6913	0.4116	0.5160	2002.0	0.6234	0.8412	0.7161	2318.0	0.6421	0.6573	0.6264	0.6160	4320.0	0.6549	0.6421	0.6234	4320.0

Framework versions

• Transformers 4.46.3
• Pytorch 2.0.0+cu117
• Datasets 3.1.0
• Tokenizers 0.20.3