legal_qwen

tthhanh/legal_qwen

legal_qwen is a machine learning model from tthhanh. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for peft. The card lists the license as apache-2.0.

should probably proofread and complete it, then remove this comment. --

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Hugging Face

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At a glance

Library: peft
License: apache-2.0
Access: Public
Created: Aug 12, 2024
Updated: Aug 12, 2024
SHA: 0de9c537

Base models

Qwen/Qwen2-7B

Model card

From the Hugging Face model README

legal_qwen

This model is a fine-tuned version of Qwen/Qwen2-7B on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 1.0383
Law Precision: 0.62
Law Recall: 0.8378
Law F1: 0.7126
Law Number: 74
Violated by Precision: 0.5253
Violated by Recall: 0.7222
Violated by F1: 0.6082
Violated by Number: 72
Violated on Precision: 0.35
Violated on Recall: 0.4286
Violated on F1: 0.3853
Violated on Number: 49
Violation Precision: 0.3881
Violation Recall: 0.5386
Violation F1: 0.4512
Violation Number: 596
Overall Precision: 0.4199
Overall Recall: 0.5765
Overall F1: 0.4859
Overall Accuracy: 0.9180

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: 0.0001
train_batch_size: 16
eval_batch_size: 16
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	Law Precision	Law Recall	Law F1	Law Number	Violated by Precision	Violated by Recall	Violated by F1	Violated by Number	Violated on Precision	Violated on Recall	Violated on F1	Violated on Number	Violation Precision	Violation Recall	Violation F1	Violation Number	Overall Precision	Overall Recall	Overall F1	Overall Accuracy
No log	1.0	45	0.6704	0.0323	0.0135	0.0190	74	0.0	0.0	0.0	72	0.0	0.0	0.0	49	0.0108	0.0319	0.0161	596	0.0110	0.0253	0.0153	0.7892
No log	2.0	90	0.4076	0.1795	0.1892	0.1842	74	0.2041	0.1389	0.1653	72	0.0	0.0	0.0	49	0.0865	0.1544	0.1109	596	0.0971	0.1466	0.1168	0.8655
No log	3.0	135	0.3604	0.2936	0.4324	0.3497	74	0.2887	0.3889	0.3314	72	0.1139	0.1837	0.1406	49	0.2060	0.3691	0.2644	596	0.2136	0.3654	0.2696	0.8854
No log	4.0	180	0.3332	0.3279	0.2703	0.2963	74	0.4648	0.4583	0.4615	72	0.1149	0.2041	0.1471	49	0.2134	0.3356	0.2609	596	0.2275	0.3325	0.2702	0.8958
No log	5.0	225	0.3371	0.4216	0.5811	0.4886	74	0.4190	0.6111	0.4972	72	0.1558	0.2449	0.1905	49	0.2816	0.4144	0.3354	596	0.2980	0.4374	0.3545	0.9058
No log	6.0	270	0.4870	0.4690	0.7162	0.5668	74	0.2806	0.5417	0.3697	72	0.1182	0.2653	0.1635	49	0.3350	0.5503	0.4165	596	0.3229	0.5474	0.4062	0.8931
No log	7.0	315	0.4646	0.4898	0.6486	0.5581	74	0.4190	0.6111	0.4972	72	0.1831	0.2653	0.2167	49	0.3071	0.4195	0.3546	596	0.3263	0.4488	0.3779	0.9071
No log	8.0	360	0.4911	0.5327	0.7703	0.6298	74	0.4231	0.6111	0.5	72	0.1616	0.3265	0.2162	49	0.3518	0.5218	0.4203	596	0.3585	0.5411	0.4312	0.9072
No log	9.0	405	0.5094	0.5179	0.7838	0.6237	74	0.3721	0.6667	0.4776	72	0.2632	0.4082	0.32	49	0.3204	0.4849	0.3858	596	0.3404	0.5247	0.4129	0.9064
No log	10.0	450	0.4695	0.6180	0.7432	0.6748	74	0.5172	0.625	0.5660	72	0.2090	0.2857	0.2414	49	0.2876	0.4295	0.3445	596	0.3266	0.4678	0.3846	0.9103
No log	11.0	495	0.5086	0.6042	0.7838	0.6824	74	0.5	0.6528	0.5663	72	0.2537	0.3469	0.2931	49	0.3303	0.4866	0.3935	596	0.3630	0.5209	0.4278	0.9135
0.3466	12.0	540	0.5226	0.6629	0.7973	0.7239	74	0.4667	0.6806	0.5537	72	0.1379	0.2449	0.1765	49	0.3281	0.4916	0.3936	596	0.3518	0.5221	0.4204	0.9140
0.3466	13.0	585	0.5519	0.5490	0.7568	0.6364	74	0.4122	0.75	0.5320	72	0.2424	0.3265	0.2783	49	0.3381	0.5168	0.4088	596	0.3587	0.5487	0.4338	0.9110
0.3466	14.0	630	0.6075	0.4957	0.7703	0.6032	74	0.4215	0.7083	0.5285	72	0.2346	0.3878	0.2923	49	0.3681	0.5453	0.4395	596	0.3767	0.5714	0.4540	0.9142
0.3466	15.0	675	0.6533	0.6905	0.7838	0.7342	74	0.4659	0.5694	0.5125	72	0.24	0.2449	0.2424	49	0.3459	0.4614	0.3954	596	0.3795	0.4880	0.4270	0.9123
0.3466	16.0	720	0.6310	0.5534	0.7703	0.6441	74	0.5096	0.7361	0.6023	72	0.2024	0.3469	0.2556	49	0.3502	0.5117	0.4158	596	0.3718	0.5461	0.4424	0.9171
0.3466	17.0	765	0.7060	0.5234	0.7568	0.6188	74	0.4561	0.7222	0.5591	72	0.2308	0.3673	0.2835	49	0.3566	0.5487	0.4323	596	0.3725	0.5727	0.4514	0.9102
0.3466	18.0	810	0.6275	0.5514	0.7973	0.6519	74	0.5306	0.7222	0.6118	72	0.2537	0.3469	0.2931	49	0.3589	0.5017	0.4185	596	0.3864	0.5398	0.4504	0.9158
0.3466	19.0	855	0.6179	0.5514	0.7973	0.6519	74	0.4757	0.6806	0.56	72	0.1967	0.2449	0.2182	49	0.3341	0.5201	0.4068	596	0.3586	0.5436	0.4322	0.9144
0.3466	20.0	900	0.7150	0.5514	0.7973	0.6519	74	0.4694	0.6389	0.5412	72	0.2727	0.3673	0.3130	49	0.3102	0.4581	0.3699	596	0.3440	0.5006	0.4078	0.9132
0.3466	21.0	945	0.7231	0.5673	0.7973	0.6629	74	0.4421	0.5833	0.5030	72	0.2759	0.3265	0.2991	49	0.3344	0.5352	0.4116	596	0.3600	0.5512	0.4356	0.9121
0.3466	22.0	990	0.7431	0.5126	0.8243	0.6321	74	0.4274	0.7361	0.5408	72	0.2073	0.3469	0.2595	49	0.3268	0.4782	0.3883	596	0.3475	0.5259	0.4185	0.9109
0.0235	23.0	1035	0.7899	0.6667	0.8378	0.7425	74	0.5169	0.6389	0.5714	72	0.2419	0.3061	0.2703	49	0.3252	0.4933	0.392	596	0.3632	0.5272	0.4301	0.9134
0.0235	24.0	1080	0.7823	0.5575	0.8514	0.6738	74	0.4609	0.7361	0.5668	72	0.2361	0.3469	0.2810	49	0.3421	0.5034	0.4073	596	0.3679	0.5474	0.4400	0.9152
0.0235	25.0	1125	0.8200	0.4593	0.8378	0.5933	74	0.4472	0.7639	0.5641	72	0.1980	0.4082	0.2667	49	0.3596	0.5503	0.4350	596	0.3659	0.5879	0.4510	0.9115
0.0235	26.0	1170	0.7593	0.5619	0.7973	0.6592	74	0.4522	0.7222	0.5561	72	0.2432	0.3673	0.2927	49	0.3409	0.5268	0.4140	596	0.3646	0.5601	0.4417	0.9134
0.0235	27.0	1215	0.7955	0.5755	0.8243	0.6778	74	0.4742	0.6389	0.5444	72	0.2308	0.3061	0.2632	49	0.3247	0.4849	0.3890	596	0.3549	0.5196	0.4218	0.9160
0.0235	28.0	1260	0.8286	0.6180	0.7432	0.6748	74	0.5060	0.5833	0.5419	72	0.28	0.2857	0.2828	49	0.2911	0.4128	0.3414	596	0.3346	0.4513	0.3843	0.9106
0.0235	29.0	1305	0.8632	0.5524	0.7838	0.6480	74	0.4237	0.6944	0.5263	72	0.2778	0.4082	0.3306	49	0.3497	0.5134	0.4160	596	0.3709	0.5487	0.4426	0.9109
0.0235	30.0	1350	0.7689	0.5673	0.7973	0.6629	74	0.4722	0.7083	0.5667	72	0.2647	0.3673	0.3077	49	0.3094	0.4480	0.3660	596	0.3456	0.4994	0.4085	0.9105
0.0235	31.0	1395	0.7931	0.5268	0.7973	0.6344	74	0.4811	0.7083	0.5730	72	0.2368	0.3673	0.288	49	0.3047	0.4530	0.3644	596	0.3373	0.5032	0.4039	0.9106
0.0235	32.0	1440	0.7861	0.5169	0.8243	0.6354	74	0.4796	0.6528	0.5529	72	0.2683	0.4490	0.3359	49	0.3359	0.5084	0.4045	596	0.3608	0.5474	0.4350	0.9135
0.0235	33.0	1485	0.8035	0.5221	0.7973	0.6310	74	0.3846	0.6944	0.4950	72	0.2714	0.3878	0.3193	49	0.3410	0.5252	0.4135	596	0.3582	0.5575	0.4362	0.9137
0.0103	34.0	1530	0.8581	0.5	0.8108	0.6186	74	0.4359	0.7083	0.5397	72	0.2703	0.4082	0.3252	49	0.3303	0.4799	0.3912	596	0.3543	0.5272	0.4238	0.9125
0.0103	35.0	1575	0.8677	0.5085	0.8108	0.6250	74	0.4138	0.6667	0.5106	72	0.2258	0.4286	0.2958	49	0.3240	0.4832	0.3879	596	0.3429	0.5272	0.4155	0.9122
0.0103	36.0	1620	0.9150	0.5514	0.7973	0.6519	74	0.4519	0.6528	0.5341	72	0.2647	0.3673	0.3077	49	0.3399	0.4933	0.4025	596	0.3654	0.5284	0.4320	0.9146
0.0103	37.0	1665	0.9198	0.5405	0.8108	0.6486	74	0.4528	0.6667	0.5393	72	0.3143	0.4490	0.3697	49	0.3287	0.4799	0.3902	596	0.3596	0.5259	0.4271	0.9144
0.0103	38.0	1710	0.9436	0.5210	0.8378	0.6425	74	0.4752	0.6667	0.5549	72	0.2857	0.4082	0.3361	49	0.3392	0.4832	0.3986	596	0.3670	0.5284	0.4332	0.9157
0.0103	39.0	1755	0.9250	0.6061	0.8108	0.6936	74	0.5341	0.6528	0.5875	72	0.3167	0.3878	0.3486	49	0.3562	0.4883	0.4119	596	0.3919	0.5272	0.4496	0.9159
0.0103	40.0	1800	0.8905	0.5905	0.8378	0.6927	74	0.4667	0.6806	0.5537	72	0.2857	0.4082	0.3361	49	0.3521	0.5134	0.4177	596	0.3803	0.5525	0.4505	0.9164
0.0103	41.0	1845	0.9588	0.6354	0.8243	0.7176	74	0.4842	0.6389	0.5509	72	0.2969	0.3878	0.3363	49	0.3418	0.4765	0.3980	596	0.3775	0.5183	0.4369	0.9153
0.0103	42.0	1890	0.9381	0.5636	0.8378	0.6739	74	0.4505	0.6944	0.5464	72	0.2958	0.4286	0.3500	49	0.3559	0.5117	0.4198	596	0.3812	0.5537	0.4515	0.9168
0.0103	43.0	1935	0.9576	0.5625	0.8514	0.6774	74	0.4762	0.6944	0.5650	72	0.3134	0.4286	0.3621	49	0.3433	0.5017	0.4076	596	0.3749	0.5474	0.4450	0.9156
0.0103	44.0	1980	0.9541	0.5556	0.8108	0.6593	74	0.4274	0.6944	0.5291	72	0.2899	0.4082	0.3390	49	0.3438	0.4765	0.3994	596	0.3696	0.5234	0.4333	0.9143
0.0031	45.0	2025	0.9564	0.6139	0.8378	0.7086	74	0.4615	0.6667	0.5455	72	0.2951	0.3673	0.3273	49	0.3491	0.5084	0.4139	596	0.3801	0.5449	0.4478	0.9158
0.0031	46.0	2070	0.9680	0.5755	0.8243	0.6778	74	0.4717	0.6944	0.5618	72	0.2923	0.3878	0.3333	49	0.36	0.5436	0.4332	596	0.3857	0.5740	0.4614	0.9144
0.0031	47.0	2115	0.8938	0.5636	0.8378	0.6739	74	0.4673	0.6944	0.5587	72	0.2703	0.4082	0.3252	49	0.3488	0.4916	0.4081	596	0.3758	0.5373	0.4422	0.9145
0.0031	48.0	2160	0.9492	0.5607	0.8108	0.6630	74	0.5	0.6667	0.5714	72	0.3448	0.4082	0.3738	49	0.3457	0.5	0.4088	596	0.3793	0.5386	0.4451	0.9161
0.0031	49.0	2205	0.9510	0.5607	0.8108	0.6630	74	0.5052	0.6806	0.5799	72	0.3231	0.4286	0.3684	49	0.3523	0.5101	0.4167	596	0.3834	0.5487	0.4514	0.9158
0.0031	50.0	2250	0.9416	0.5636	0.8378	0.6739	74	0.5	0.6528	0.5663	72	0.3088	0.4286	0.3590	49	0.3556	0.5084	0.4185	596	0.3852	0.5474	0.4522	0.9159
0.0031	51.0	2295	0.9471	0.5357	0.8108	0.6452	74	0.4948	0.6667	0.5680	72	0.2857	0.4082	0.3361	49	0.3732	0.5235	0.4358	596	0.3946	0.5563	0.4617	0.9168
0.0031	52.0	2340	0.9231	0.5876	0.7703	0.6667	74	0.5281	0.6528	0.5839	72	0.3443	0.4286	0.3818	49	0.3325	0.4564	0.3847	596	0.3728	0.5019	0.4278	0.9137
0.0031	53.0	2385	0.8841	0.5825	0.8108	0.6780	74	0.5312	0.7083	0.6071	72	0.3284	0.4490	0.3793	49	0.3687	0.5369	0.4372	596	0.3995	0.5727	0.4706	0.9172
0.0031	54.0	2430	0.9170	0.5934	0.7297	0.6545	74	0.5676	0.5833	0.5753	72	0.3125	0.4082	0.3540	49	0.3525	0.4832	0.4076	596	0.3862	0.5107	0.4398	0.9165
0.0031	55.0	2475	0.9097	0.6105	0.7838	0.6864	74	0.5422	0.625	0.5806	72	0.3016	0.3878	0.3393	49	0.3568	0.5185	0.4227	596	0.3893	0.5449	0.4542	0.9182
0.0085	56.0	2520	0.8692	0.5701	0.8243	0.6740	74	0.4464	0.6944	0.5435	72	0.2769	0.3673	0.3158	49	0.3475	0.4950	0.4083	596	0.3742	0.5360	0.4407	0.9161
0.0085	57.0	2565	0.8842	0.61	0.8243	0.7011	74	0.5281	0.6528	0.5839	72	0.3226	0.4082	0.3604	49	0.3726	0.5151	0.4324	596	0.4047	0.5499	0.4662	0.9183
0.0085	58.0	2610	0.9079	0.5304	0.8243	0.6455	74	0.4474	0.7083	0.5484	72	0.3065	0.3878	0.3423	49	0.3520	0.4966	0.4120	596	0.3772	0.5398	0.4441	0.9158
0.0085	59.0	2655	0.9612	0.5648	0.8243	0.6703	74	0.4623	0.6806	0.5506	72	0.3103	0.3673	0.3364	49	0.3733	0.5067	0.4299	596	0.3978	0.5436	0.4594	0.9152
0.0085	60.0	2700	0.9343	0.5905	0.8378	0.6927	74	0.4537	0.6806	0.5444	72	0.2386	0.4286	0.3066	49	0.3618	0.5050	0.4216	596	0.3822	0.5474	0.4501	0.9161
0.0085	61.0	2745	0.8683	0.5263	0.8108	0.6383	74	0.4766	0.7083	0.5698	72	0.2545	0.2857	0.2692	49	0.3411	0.5134	0.4099	596	0.3674	0.5449	0.4389	0.9134
0.0085	62.0	2790	0.9314	0.5439	0.8378	0.6596	74	0.4944	0.6111	0.5466	72	0.2985	0.4082	0.3448	49	0.3564	0.5185	0.4224	596	0.3826	0.5499	0.4512	0.9153
0.0085	63.0	2835	0.9549	0.5676	0.8514	0.6811	74	0.4842	0.6389	0.5509	72	0.2836	0.3878	0.3276	49	0.3543	0.5201	0.4215	596	0.3815	0.5537	0.4518	0.9148
0.0085	64.0	2880	0.9605	0.6458	0.8378	0.7294	74	0.5106	0.6667	0.5783	72	0.2951	0.3673	0.3273	49	0.3569	0.5084	0.4194	596	0.3918	0.5449	0.4558	0.9151
0.0085	65.0	2925	0.9836	0.6139	0.8378	0.7086	74	0.5	0.6528	0.5663	72	0.2951	0.3673	0.3273	49	0.3589	0.5101	0.4213	596	0.3908	0.5449	0.4551	0.9148
0.0085	66.0	2970	0.9778	0.6139	0.8378	0.7086	74	0.5051	0.6944	0.5848	72	0.3016	0.3878	0.3393	49	0.3544	0.5084	0.4176	596	0.3882	0.5487	0.4547	0.9151
0.0025	67.0	3015	0.9872	0.6078	0.8378	0.7045	74	0.5051	0.6944	0.5848	72	0.2969	0.3878	0.3363	49	0.3591	0.5151	0.4232	596	0.3911	0.5537	0.4584	0.9153
0.0025	68.0	3060	0.9874	0.6139	0.8378	0.7086	74	0.5051	0.6944	0.5848	72	0.2836	0.3878	0.3276	49	0.3611	0.5168	0.4251	596	0.3920	0.5550	0.4594	0.9152
0.0025	69.0	3105	1.0168	0.6458	0.8378	0.7294	74	0.5158	0.6806	0.5868	72	0.3	0.3673	0.3303	49	0.3762	0.5403	0.4435	596	0.4074	0.5702	0.4752	0.9169
0.0025	70.0	3150	0.9922	0.5727	0.8514	0.6848	74	0.4538	0.75	0.5654	72	0.2778	0.4082	0.3306	49	0.3577	0.5168	0.4228	596	0.3830	0.5626	0.4557	0.9155
0.0025	71.0	3195	0.9906	0.5755	0.8243	0.6778	74	0.5208	0.6944	0.5952	72	0.3065	0.3878	0.3423	49	0.3675	0.5050	0.4254	596	0.3980	0.5449	0.4600	0.9152
0.0025	72.0	3240	0.9563	0.5833	0.8514	0.6923	74	0.5435	0.6944	0.6098	72	0.3115	0.3878	0.3455	49	0.3718	0.5134	0.4313	596	0.4041	0.5537	0.4672	0.9162
0.0025	73.0	3285	0.9835	0.5794	0.8378	0.6851	74	0.5312	0.7083	0.6071	72	0.3226	0.4082	0.3604	49	0.3715	0.5168	0.4323	596	0.4031	0.5575	0.4679	0.9161
0.0025	74.0	3330	0.9978	0.5888	0.8514	0.6961	74	0.5	0.6806	0.5765	72	0.3125	0.4082	0.3540	49	0.3678	0.5134	0.4286	596	0.3978	0.5537	0.4630	0.9161
0.0025	75.0	3375	1.0115	0.5943	0.8514	0.7000	74	0.5312	0.7083	0.6071	72	0.3077	0.4082	0.3509	49	0.3648	0.5117	0.4260	596	0.3980	0.5550	0.4636	0.9159
0.0025	76.0	3420	1.0282	0.5849	0.8378	0.6889	74	0.5204	0.7083	0.6000	72	0.3077	0.4082	0.3509	49	0.3645	0.5101	0.4252	596	0.3962	0.5525	0.4615	0.9154
0.0025	77.0	3465	1.0204	0.5905	0.8378	0.6927	74	0.5368	0.7083	0.6108	72	0.3125	0.4082	0.3540	49	0.3705	0.5134	0.4304	596	0.4028	0.5550	0.4668	0.9158
0.0038	78.0	3510	1.0008	0.5922	0.8243	0.6893	74	0.56	0.5833	0.5714	72	0.3051	0.3673	0.3333	49	0.3538	0.5034	0.4155	596	0.3880	0.5322	0.4488	0.9168
0.0038	79.0	3555	0.9657	0.5701	0.8243	0.6740	74	0.5532	0.7222	0.6265	72	0.2969	0.3878	0.3363	49	0.3582	0.5067	0.4197	596	0.3917	0.5487	0.4571	0.9160
0.0038	80.0	3600	0.9676	0.5701	0.8243	0.6740	74	0.5426	0.7083	0.6145	72	0.3333	0.4082	0.3670	49	0.3593	0.5101	0.4216	596	0.3939	0.5512	0.4594	0.9163
0.0038	81.0	3645	0.9830	0.5882	0.8108	0.6818	74	0.5426	0.7083	0.6145	72	0.3226	0.4082	0.3604	49	0.3769	0.5369	0.4429	596	0.4074	0.5702	0.4752	0.9172
0.0038	82.0	3690	0.9940	0.5810	0.8243	0.6816	74	0.5667	0.7083	0.6296	72	0.3279	0.4082	0.3636	49	0.3692	0.5302	0.4353	596	0.4029	0.5664	0.4708	0.9174
0.0038	83.0	3735	0.9963	0.5741	0.8378	0.6813	74	0.4825	0.7639	0.5914	72	0.2838	0.4286	0.3415	49	0.3579	0.5134	0.4218	596	0.3858	0.5613	0.4573	0.9161
0.0038	84.0	3780	1.0159	0.5849	0.8378	0.6889	74	0.4911	0.7639	0.5978	72	0.2941	0.4082	0.3419	49	0.3657	0.5117	0.4266	596	0.3946	0.5588	0.4626	0.9162
0.0038	85.0	3825	1.0231	0.5810	0.8243	0.6816	74	0.4952	0.7222	0.5876	72	0.3077	0.4082	0.3509	49	0.3670	0.5117	0.4275	596	0.3960	0.5537	0.4618	0.9164
0.0038	86.0	3870	1.0280	0.6078	0.8378	0.7045	74	0.52	0.7222	0.6047	72	0.3016	0.3878	0.3393	49	0.3668	0.5084	0.4262	596	0.3996	0.5512	0.4633	0.9167
0.0038	87.0	3915	1.0225	0.5922	0.8243	0.6893	74	0.5258	0.7083	0.6036	72	0.3065	0.3878	0.3423	49	0.3614	0.4966	0.4184	596	0.3950	0.5398	0.4562	0.9165
0.0038	88.0	3960	1.0069	0.5905	0.8378	0.6927	74	0.5361	0.7222	0.6154	72	0.3279	0.4082	0.3636	49	0.3763	0.5336	0.4414	596	0.4079	0.5714	0.4760	0.9180
0.0031	89.0	4005	1.0139	0.62	0.8378	0.7126	74	0.52	0.7222	0.6047	72	0.3226	0.4082	0.3604	49	0.3744	0.5252	0.4372	596	0.4071	0.5651	0.4733	0.9182
0.0031	90.0	4050	1.0159	0.6078	0.8378	0.7045	74	0.5253	0.7222	0.6082	72	0.3333	0.4082	0.3670	49	0.3705	0.5185	0.4322	596	0.4046	0.5601	0.4698	0.9176
0.0031	91.0	4095	1.0399	0.6526	0.8378	0.7337	74	0.5484	0.7083	0.6182	72	0.3016	0.3878	0.3393	49	0.3759	0.5185	0.4358	596	0.4110	0.5575	0.4732	0.9175
0.0031	92.0	4140	1.0673	0.62	0.8378	0.7126	74	0.5263	0.6944	0.5988	72	0.2951	0.3673	0.3273	49	0.375	0.4983	0.4280	596	0.4074	0.5398	0.4644	0.9167
0.0031	93.0	4185	1.0578	0.6078	0.8378	0.7045	74	0.5102	0.6944	0.5882	72	0.2951	0.3673	0.3273	49	0.3788	0.5034	0.4323	596	0.4084	0.5436	0.4664	0.9172
0.0031	94.0	4230	1.0467	0.6078	0.8378	0.7045	74	0.5155	0.6944	0.5917	72	0.3279	0.4082	0.3636	49	0.3787	0.5134	0.4359	596	0.4101	0.5537	0.4712	0.9175
0.0031	95.0	4275	1.0454	0.5905	0.8378	0.6927	74	0.5152	0.7083	0.5965	72	0.3175	0.4082	0.3571	49	0.3792	0.5084	0.4344	596	0.4090	0.5512	0.4696	0.9174
0.0031	96.0	4320	1.0367	0.5962	0.8378	0.6966	74	0.5049	0.7222	0.5943	72	0.3443	0.4286	0.3818	49	0.3812	0.5168	0.4387	596	0.4117	0.5601	0.4746	0.9176
0.0031	97.0	4365	1.0343	0.5962	0.8378	0.6966	74	0.5049	0.7222	0.5943	72	0.3443	0.4286	0.3818	49	0.3869	0.5336	0.4485	596	0.4156	0.5727	0.4817	0.9180
0.0031	98.0	4410	1.0340	0.6078	0.8378	0.7045	74	0.5098	0.7222	0.5977	72	0.3333	0.4286	0.375	49	0.3886	0.5352	0.4502	596	0.4173	0.5740	0.4832	0.9179
0.0031	99.0	4455	1.0366	0.6040	0.8243	0.6971	74	0.51	0.7083	0.5930	72	0.35	0.4286	0.3853	49	0.3878	0.5336	0.4492	596	0.4172	0.5702	0.4818	0.9181
0.0028	100.0	4500	1.0383	0.62	0.8378	0.7126	74	0.5253	0.7222	0.6082	72	0.35	0.4286	0.3853	49	0.3881	0.5386	0.4512	596	0.4199	0.5765	0.4859	0.9180

Framework versions

PEFT 0.12.0
Transformers 4.44.0
Pytorch 2.4.0+cu121
Datasets 2.20.0
Tokenizers 0.19.1

Library: peft
License: apache-2.0
Created: Aug 12, 2024
Updated: Aug 12, 2024