legal_llama

tthhanh/legal_llama

legal_llama 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 llama2.

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

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Repo size

10.3 GB

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Hugging Face

Repo makeup

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At a glance

Library: peft
License: llama2
Access: Public
Created: Aug 12, 2024
Updated: Aug 12, 2024
SHA: 6c3b2c14

Base models

meta-llama/Llama-2-7b-hf

Model card

From the Hugging Face model README

legal_llama

This model is a fine-tuned version of meta-llama/Llama-2-7b-hf on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.8815
Law Precision: 0.4949
Law Recall: 0.6622
Law F1: 0.5665
Law Number: 74
Violated by Precision: 0.5116
Violated by Recall: 0.6197
Violated by F1: 0.5605
Violated by Number: 71
Violated on Precision: 0.2373
Violated on Recall: 0.28
Violated on F1: 0.2569
Violated on Number: 50
Violation Precision: 0.2670
Violation Recall: 0.4405
Violation F1: 0.3325
Violation Number: 597
Overall Precision: 0.3011
Overall Recall: 0.4672
Overall F1: 0.3662
Overall Accuracy: 0.9060

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	0.6132	0.0	0.0	0.0	74	0.0	0.0	0.0	71	0.0	0.0	0.0	50	0.0046	0.0084	0.0059	597	0.0046	0.0063	0.0053	0.7722
No log	2.0	90	0.5228	0.0170	0.0405	0.0240	74	0.0	0.0	0.0	71	0.0	0.0	0.0	50	0.0242	0.0519	0.0330	597	0.0231	0.0429	0.0301	0.8191
No log	3.0	135	0.4312	0.1231	0.1081	0.1151	74	0.0526	0.0423	0.0469	71	0.0	0.0	0.0	50	0.0549	0.1240	0.0761	597	0.0575	0.1073	0.0749	0.8525
No log	4.0	180	0.4691	0.2281	0.1757	0.1985	74	0.3333	0.0986	0.1522	71	0.0	0.0	0.0	50	0.0651	0.1106	0.0819	597	0.0787	0.1086	0.0912	0.8512
No log	5.0	225	0.3555	0.2388	0.2162	0.2270	74	0.3226	0.1408	0.1961	71	0.0	0.0	0.0	50	0.1525	0.3166	0.2059	597	0.1603	0.2715	0.2016	0.8840
No log	6.0	270	0.3772	0.2842	0.3649	0.3195	74	0.5818	0.4507	0.5079	71	0.1875	0.06	0.0909	50	0.1148	0.2010	0.1462	597	0.1503	0.2298	0.1817	0.8852
No log	7.0	315	0.3975	0.4342	0.4459	0.44	74	0.5	0.5634	0.5298	71	0.0952	0.12	0.1062	50	0.1262	0.2278	0.1624	597	0.1658	0.2715	0.2058	0.8885
No log	8.0	360	0.3774	0.4146	0.6892	0.5178	74	0.3636	0.6761	0.4729	71	0.125	0.16	0.1404	50	0.1783	0.3199	0.2290	597	0.2144	0.3763	0.2731	0.8927
No log	9.0	405	0.4564	0.4071	0.6216	0.4920	74	0.2740	0.5634	0.3687	71	0.12	0.18	0.144	50	0.2046	0.3400	0.2555	597	0.2247	0.3763	0.2814	0.8942
No log	10.0	450	0.4914	0.51	0.6892	0.5862	74	0.4018	0.6338	0.4918	71	0.1443	0.28	0.1905	50	0.1878	0.3250	0.2380	597	0.2265	0.3838	0.2849	0.8925
No log	11.0	495	0.5342	0.3684	0.5676	0.4468	74	0.4737	0.6338	0.5422	71	0.1633	0.16	0.1616	50	0.1859	0.3266	0.2369	597	0.2219	0.3662	0.2763	0.8937
0.3436	12.0	540	0.5091	0.4545	0.6757	0.5435	74	0.3133	0.6620	0.4253	71	0.1494	0.26	0.1898	50	0.2422	0.4405	0.3125	597	0.2603	0.4710	0.3353	0.8975
0.3436	13.0	585	0.5243	0.4630	0.6757	0.5495	74	0.4034	0.6761	0.5053	71	0.1558	0.24	0.1890	50	0.2190	0.4372	0.2918	597	0.2480	0.4684	0.3243	0.8950
0.3436	14.0	630	0.5990	0.3836	0.7568	0.5091	74	0.3511	0.6479	0.4554	71	0.1647	0.28	0.2074	50	0.1954	0.3384	0.2477	597	0.2278	0.4015	0.2907	0.8948
0.3436	15.0	675	0.5916	0.4483	0.7027	0.5474	74	0.3701	0.6620	0.4747	71	0.2209	0.38	0.2794	50	0.2165	0.3869	0.2776	597	0.25	0.4407	0.3190	0.8966
0.3436	16.0	720	0.5755	0.4490	0.5946	0.5116	74	0.4713	0.5775	0.5190	71	0.1970	0.26	0.2241	50	0.2228	0.4020	0.2867	597	0.2545	0.4268	0.3189	0.8999
0.3436	17.0	765	0.6197	0.4815	0.7027	0.5714	74	0.4608	0.6620	0.5434	71	0.2727	0.42	0.3307	50	0.2051	0.3484	0.2582	597	0.2521	0.4141	0.3134	0.8956
0.3436	18.0	810	0.6345	0.5402	0.6351	0.5839	74	0.5152	0.4789	0.4964	71	0.22	0.22	0.22	50	0.2322	0.4037	0.2948	597	0.2683	0.4205	0.3276	0.9011
0.3436	19.0	855	0.6967	0.3590	0.5676	0.4398	74	0.4167	0.5634	0.4790	71	0.2206	0.3	0.2542	50	0.1922	0.3300	0.2429	597	0.2251	0.3712	0.2803	0.8940
0.3436	20.0	900	0.6172	0.4486	0.6486	0.5304	74	0.4831	0.6056	0.5375	71	0.2286	0.32	0.2667	50	0.2313	0.4305	0.3009	597	0.2643	0.4596	0.3356	0.8989
0.3436	21.0	945	0.6819	0.4717	0.6757	0.5556	74	0.4059	0.5775	0.4767	71	0.2586	0.3	0.2778	50	0.2106	0.3601	0.2658	597	0.2496	0.4053	0.3090	0.9004
0.3436	22.0	990	0.6565	0.4444	0.6486	0.5275	74	0.4725	0.6056	0.5309	71	0.2807	0.32	0.2991	50	0.2531	0.4439	0.3224	597	0.2855	0.4697	0.3551	0.9044
0.0088	23.0	1035	0.6754	0.4949	0.6622	0.5665	74	0.5176	0.6197	0.5641	71	0.25	0.28	0.2642	50	0.2547	0.4322	0.3205	597	0.2913	0.4609	0.3570	0.9049
0.0088	24.0	1080	0.6782	0.48	0.6486	0.5517	74	0.5119	0.6056	0.5548	71	0.2281	0.26	0.2430	50	0.2673	0.4523	0.3360	597	0.2990	0.4722	0.3661	0.9062
0.0088	25.0	1125	0.6931	0.4902	0.6757	0.5682	74	0.5	0.6197	0.5535	71	0.2632	0.3	0.2804	50	0.2667	0.4472	0.3342	597	0.3013	0.4747	0.3686	0.9051
0.0088	26.0	1170	0.6949	0.4554	0.6216	0.5257	74	0.5422	0.6338	0.5844	71	0.2407	0.26	0.25	50	0.2689	0.4523	0.3373	597	0.3011	0.4722	0.3677	0.9052
0.0088	27.0	1215	0.7091	0.4752	0.6486	0.5486	74	0.5181	0.6056	0.5584	71	0.2414	0.28	0.2593	50	0.2604	0.4405	0.3273	597	0.2939	0.4646	0.3601	0.9055
0.0088	28.0	1260	0.7128	0.5	0.6892	0.5795	74	0.4944	0.6197	0.55	71	0.2586	0.3	0.2778	50	0.2657	0.4456	0.3329	597	0.3008	0.4747	0.3683	0.9055
0.0088	29.0	1305	0.7147	0.4653	0.6351	0.5371	74	0.5057	0.6197	0.5570	71	0.2456	0.28	0.2617	50	0.2659	0.4489	0.3340	597	0.2977	0.4710	0.3648	0.9058
0.0088	30.0	1350	0.7223	0.4653	0.6351	0.5371	74	0.5	0.6056	0.5478	71	0.2414	0.28	0.2593	50	0.2639	0.4456	0.3315	597	0.2953	0.4672	0.3619	0.9056
0.0088	31.0	1395	0.7284	0.4752	0.6486	0.5486	74	0.4945	0.6338	0.5556	71	0.2069	0.24	0.2222	50	0.2696	0.4489	0.3369	597	0.2998	0.4710	0.3664	0.9059
0.0088	32.0	1440	0.7287	0.49	0.6622	0.5632	74	0.5287	0.6479	0.5823	71	0.2667	0.32	0.2909	50	0.2654	0.4472	0.3331	597	0.3017	0.4773	0.3697	0.9055
0.0088	33.0	1485	0.7377	0.48	0.6486	0.5517	74	0.5357	0.6338	0.5806	71	0.2069	0.24	0.2222	50	0.2676	0.4456	0.3344	597	0.3002	0.4684	0.3659	0.9059
0.0003	34.0	1530	0.7451	0.4747	0.6351	0.5434	74	0.5357	0.6338	0.5806	71	0.2143	0.24	0.2264	50	0.2694	0.4472	0.3363	597	0.3016	0.4684	0.3670	0.9062
0.0003	35.0	1575	0.7493	0.48	0.6486	0.5517	74	0.5116	0.6197	0.5605	71	0.1754	0.2	0.1869	50	0.2739	0.4506	0.3407	597	0.3029	0.4684	0.3679	0.9058
0.0003	36.0	1620	0.7565	0.48	0.6486	0.5517	74	0.5116	0.6197	0.5605	71	0.2069	0.24	0.2222	50	0.2660	0.4389	0.3312	597	0.2978	0.4621	0.3622	0.9060
0.0003	37.0	1665	0.7559	0.48	0.6486	0.5517	74	0.5116	0.6197	0.5605	71	0.2069	0.24	0.2222	50	0.2691	0.4422	0.3346	597	0.3004	0.4646	0.3649	0.9058
0.0003	38.0	1710	0.7632	0.5	0.6486	0.5647	74	0.5357	0.6338	0.5806	71	0.2069	0.24	0.2222	50	0.2676	0.4389	0.3325	597	0.3016	0.4634	0.3654	0.9062
0.0003	39.0	1755	0.7659	0.4747	0.6351	0.5434	74	0.5057	0.6197	0.5570	71	0.1905	0.24	0.2124	50	0.2621	0.4338	0.3268	597	0.2926	0.4571	0.3568	0.9057
0.0003	40.0	1800	0.7705	0.4898	0.6486	0.5581	74	0.5	0.6197	0.5535	71	0.2034	0.24	0.2202	50	0.2642	0.4355	0.3289	597	0.2962	0.4596	0.3602	0.9058
0.0003	41.0	1845	0.7740	0.4948	0.6486	0.5614	74	0.5244	0.6056	0.5621	71	0.2069	0.24	0.2222	50	0.2704	0.4439	0.3361	597	0.3024	0.4646	0.3664	0.9062
0.0003	42.0	1890	0.7735	0.4752	0.6486	0.5486	74	0.4944	0.6197	0.55	71	0.2034	0.24	0.2202	50	0.2666	0.4439	0.3331	597	0.2969	0.4659	0.3627	0.9059
0.0003	43.0	1935	0.7785	0.49	0.6622	0.5632	74	0.4944	0.6197	0.55	71	0.2	0.24	0.2182	50	0.2654	0.4405	0.3312	597	0.2968	0.4646	0.3622	0.9060
0.0003	44.0	1980	0.7821	0.4898	0.6486	0.5581	74	0.5294	0.6338	0.5769	71	0.2	0.24	0.2182	50	0.2652	0.4372	0.3302	597	0.2983	0.4621	0.3626	0.9062
0.0001	45.0	2025	0.7853	0.4848	0.6486	0.5549	74	0.5238	0.6197	0.5677	71	0.2034	0.24	0.2202	50	0.2667	0.4422	0.3327	597	0.2987	0.4646	0.3636	0.9065
0.0001	46.0	2070	0.7897	0.4898	0.6486	0.5581	74	0.5294	0.6338	0.5769	71	0.2203	0.26	0.2385	50	0.2640	0.4355	0.3287	597	0.2983	0.4621	0.3626	0.9062
0.0001	47.0	2115	0.7899	0.48	0.6486	0.5517	74	0.5172	0.6338	0.5696	71	0.2097	0.26	0.2321	50	0.2670	0.4405	0.3325	597	0.2990	0.4659	0.3643	0.9065
0.0001	48.0	2160	0.7959	0.48	0.6486	0.5517	74	0.5116	0.6197	0.5605	71	0.2203	0.26	0.2385	50	0.2682	0.4389	0.3329	597	0.3003	0.4634	0.3644	0.9064
0.0001	49.0	2205	0.7945	0.49	0.6622	0.5632	74	0.5057	0.6197	0.5570	71	0.2295	0.28	0.2523	50	0.2685	0.4439	0.3346	597	0.3012	0.4697	0.3670	0.9066
0.0001	50.0	2250	0.7989	0.48	0.6486	0.5517	74	0.5116	0.6197	0.5605	71	0.25	0.3	0.2727	50	0.2672	0.4422	0.3331	597	0.3006	0.4684	0.3662	0.9061
0.0001	51.0	2295	0.8055	0.48	0.6486	0.5517	74	0.5238	0.6197	0.5677	71	0.2414	0.28	0.2593	50	0.2627	0.4338	0.3272	597	0.2972	0.4609	0.3614	0.9060
0.0001	52.0	2340	0.8055	0.49	0.6622	0.5632	74	0.5116	0.6197	0.5605	71	0.2333	0.28	0.2545	50	0.2636	0.4389	0.3294	597	0.2976	0.4659	0.3632	0.9064
0.0001	53.0	2385	0.8095	0.4898	0.6486	0.5581	74	0.5233	0.6338	0.5732	71	0.2241	0.26	0.2407	50	0.2665	0.4405	0.3321	597	0.3002	0.4659	0.3652	0.9066
0.0001	54.0	2430	0.8113	0.49	0.6622	0.5632	74	0.5233	0.6338	0.5732	71	0.2	0.24	0.2182	50	0.2684	0.4405	0.3335	597	0.3010	0.4659	0.3657	0.9065
0.0001	55.0	2475	0.8160	0.4706	0.6486	0.5455	74	0.5116	0.6197	0.5605	71	0.2069	0.24	0.2222	50	0.2636	0.4372	0.3289	597	0.2953	0.4609	0.3600	0.9062
0.0001	56.0	2520	0.8221	0.4949	0.6622	0.5665	74	0.5116	0.6197	0.5605	71	0.2167	0.26	0.2364	50	0.2673	0.4405	0.3327	597	0.3002	0.4659	0.3652	0.9058
0.0001	57.0	2565	0.8214	0.5102	0.6757	0.5814	74	0.5233	0.6338	0.5732	71	0.2295	0.28	0.2523	50	0.2685	0.4439	0.3346	597	0.3036	0.4722	0.3696	0.9061
0.0001	58.0	2610	0.8212	0.49	0.6622	0.5632	74	0.5116	0.6197	0.5605	71	0.2295	0.28	0.2523	50	0.2672	0.4422	0.3331	597	0.3004	0.4684	0.3661	0.9060
0.0001	59.0	2655	0.8258	0.4848	0.6486	0.5549	74	0.5116	0.6197	0.5605	71	0.2281	0.26	0.2430	50	0.2681	0.4456	0.3348	597	0.3006	0.4684	0.3662	0.9062
0.0001	60.0	2700	0.8291	0.49	0.6622	0.5632	74	0.5233	0.6338	0.5732	71	0.2203	0.26	0.2385	50	0.2662	0.4405	0.3319	597	0.3001	0.4672	0.3654	0.9060
0.0001	61.0	2745	0.8327	0.4848	0.6486	0.5549	74	0.5172	0.6338	0.5696	71	0.2333	0.28	0.2545	50	0.2678	0.4405	0.3331	597	0.3013	0.4672	0.3663	0.9063
0.0001	62.0	2790	0.8328	0.4851	0.6622	0.5600	74	0.5294	0.6338	0.5769	71	0.2414	0.28	0.2593	50	0.2683	0.4422	0.3340	597	0.3029	0.4697	0.3683	0.9064
0.0001	63.0	2835	0.8346	0.49	0.6622	0.5632	74	0.5233	0.6338	0.5732	71	0.2241	0.26	0.2407	50	0.2701	0.4439	0.3359	597	0.3037	0.4697	0.3689	0.9060
0.0001	64.0	2880	0.8394	0.4653	0.6351	0.5371	74	0.5116	0.6197	0.5605	71	0.2414	0.28	0.2593	50	0.2706	0.4456	0.3367	597	0.3021	0.4684	0.3673	0.9063
0.0001	65.0	2925	0.8417	0.4752	0.6486	0.5486	74	0.5116	0.6197	0.5605	71	0.2069	0.24	0.2222	50	0.2667	0.4405	0.3323	597	0.2981	0.4634	0.3628	0.9060
0.0001	66.0	2970	0.8386	0.5	0.6757	0.5747	74	0.5116	0.6197	0.5605	71	0.2241	0.26	0.2407	50	0.2695	0.4456	0.3359	597	0.3030	0.4710	0.3688	0.9061
0.0001	67.0	3015	0.8435	0.5102	0.6757	0.5814	74	0.4828	0.5915	0.5316	71	0.2105	0.24	0.2243	50	0.2682	0.4439	0.3344	597	0.3	0.4659	0.3650	0.9061
0.0001	68.0	3060	0.8453	0.5	0.6622	0.5698	74	0.5233	0.6338	0.5732	71	0.2542	0.3	0.2752	50	0.2663	0.4389	0.3314	597	0.3024	0.4684	0.3675	0.9061
0.0001	69.0	3105	0.8487	0.4898	0.6486	0.5581	74	0.4886	0.6056	0.5409	71	0.2333	0.28	0.2545	50	0.2704	0.4439	0.3361	597	0.3018	0.4672	0.3667	0.9061
0.0001	70.0	3150	0.8510	0.5	0.6622	0.5698	74	0.4886	0.6056	0.5409	71	0.2333	0.28	0.2545	50	0.2696	0.4439	0.3354	597	0.3019	0.4684	0.3671	0.9062
0.0001	71.0	3195	0.8522	0.4949	0.6622	0.5665	74	0.4943	0.6056	0.5443	71	0.2241	0.26	0.2407	50	0.2657	0.4405	0.3314	597	0.2982	0.4646	0.3633	0.9058
0.0001	72.0	3240	0.8543	0.5155	0.6757	0.5848	74	0.5057	0.6197	0.5570	71	0.2105	0.24	0.2243	50	0.2686	0.4422	0.3342	597	0.3023	0.4672	0.3671	0.9062
0.0001	73.0	3285	0.8577	0.4653	0.6351	0.5371	74	0.5	0.6197	0.5535	71	0.2295	0.28	0.2523	50	0.2693	0.4439	0.3352	597	0.2998	0.4672	0.3653	0.9059
0.0001	74.0	3330	0.8584	0.5051	0.6757	0.5780	74	0.5	0.6197	0.5535	71	0.25	0.3	0.2727	50	0.2678	0.4405	0.3331	597	0.3027	0.4697	0.3681	0.9060
0.0001	75.0	3375	0.8609	0.5053	0.6486	0.5680	74	0.4886	0.6056	0.5409	71	0.2281	0.26	0.2430	50	0.2703	0.4456	0.3365	597	0.3023	0.4672	0.3671	0.9063
0.0001	76.0	3420	0.8586	0.5102	0.6757	0.5814	74	0.5057	0.6197	0.5570	71	0.2333	0.28	0.2545	50	0.2675	0.4422	0.3333	597	0.3019	0.4697	0.3676	0.9061
0.0001	77.0	3465	0.8621	0.5052	0.6622	0.5731	74	0.4831	0.6056	0.5375	71	0.2295	0.28	0.2523	50	0.2685	0.4439	0.3346	597	0.3006	0.4684	0.3662	0.9061
0.0	78.0	3510	0.8638	0.5	0.6622	0.5698	74	0.5	0.6197	0.5535	71	0.2542	0.3	0.2752	50	0.2675	0.4422	0.3333	597	0.3019	0.4697	0.3676	0.9062
0.0	79.0	3555	0.8642	0.4949	0.6622	0.5665	74	0.4944	0.6197	0.55	71	0.25	0.3	0.2727	50	0.2706	0.4456	0.3367	597	0.3038	0.4722	0.3697	0.9060
0.0	80.0	3600	0.8647	0.48	0.6486	0.5517	74	0.5056	0.6338	0.5625	71	0.2295	0.28	0.2523	50	0.2677	0.4422	0.3335	597	0.3002	0.4684	0.3659	0.9059
0.0	81.0	3645	0.8701	0.4747	0.6351	0.5434	74	0.5057	0.6197	0.5570	71	0.2373	0.28	0.2569	50	0.2691	0.4422	0.3346	597	0.3010	0.4659	0.3657	0.9063
0.0	82.0	3690	0.8683	0.5052	0.6622	0.5731	74	0.5116	0.6197	0.5605	71	0.25	0.3	0.2727	50	0.2680	0.4422	0.3338	597	0.3029	0.4697	0.3683	0.9063
0.0	83.0	3735	0.8703	0.5052	0.6622	0.5731	74	0.5	0.6197	0.5535	71	0.2542	0.3	0.2752	50	0.2688	0.4422	0.3344	597	0.3034	0.4697	0.3687	0.9060
0.0	84.0	3780	0.8720	0.5155	0.6757	0.5848	74	0.5	0.6197	0.5535	71	0.2586	0.3	0.2778	50	0.2657	0.4389	0.3310	597	0.3019	0.4684	0.3671	0.9062
0.0	85.0	3825	0.8745	0.49	0.6622	0.5632	74	0.5057	0.6197	0.5570	71	0.2373	0.28	0.2569	50	0.2660	0.4389	0.3312	597	0.2998	0.4659	0.3648	0.9056
0.0	86.0	3870	0.8757	0.5	0.6622	0.5698	74	0.5	0.6197	0.5535	71	0.25	0.3	0.2727	50	0.2649	0.4389	0.3304	597	0.2996	0.4672	0.3651	0.9058
0.0	87.0	3915	0.8754	0.49	0.6622	0.5632	74	0.5057	0.6197	0.5570	71	0.2586	0.3	0.2778	50	0.2678	0.4405	0.3331	597	0.3024	0.4684	0.3675	0.9059
0.0	88.0	3960	0.8744	0.5	0.6622	0.5698	74	0.4944	0.6197	0.55	71	0.2333	0.28	0.2545	50	0.2670	0.4405	0.3325	597	0.3003	0.4672	0.3656	0.9058
0.0	89.0	4005	0.8789	0.5052	0.6622	0.5731	74	0.5057	0.6197	0.5570	71	0.2333	0.28	0.2545	50	0.2696	0.4439	0.3354	597	0.3032	0.4697	0.3685	0.9058
0.0	90.0	4050	0.8788	0.4949	0.6622	0.5665	74	0.5	0.6197	0.5535	71	0.2542	0.3	0.2752	50	0.2677	0.4422	0.3335	597	0.3019	0.4697	0.3676	0.9058
0.0	91.0	4095	0.8795	0.5	0.6757	0.5747	74	0.4889	0.6197	0.5466	71	0.25	0.3	0.2727	50	0.2674	0.4439	0.3338	597	0.3014	0.4722	0.3679	0.9058
0.0	92.0	4140	0.8818	0.5052	0.6622	0.5731	74	0.4943	0.6056	0.5443	71	0.2333	0.28	0.2545	50	0.2688	0.4439	0.3348	597	0.3016	0.4684	0.3670	0.9059
0.0	93.0	4185	0.8807	0.5	0.6622	0.5698	74	0.5057	0.6197	0.5570	71	0.2373	0.28	0.2569	50	0.2696	0.4439	0.3354	597	0.3032	0.4697	0.3685	0.9062
0.0	94.0	4230	0.8810	0.5	0.6622	0.5698	74	0.4886	0.6056	0.5409	71	0.2167	0.26	0.2364	50	0.2677	0.4422	0.3335	597	0.2995	0.4659	0.3646	0.9059
0.0	95.0	4275	0.8803	0.5	0.6622	0.5698	74	0.5057	0.6197	0.5570	71	0.2373	0.28	0.2569	50	0.2675	0.4422	0.3333	597	0.3014	0.4684	0.3668	0.9059
0.0	96.0	4320	0.8808	0.5102	0.6757	0.5814	74	0.5057	0.6197	0.5570	71	0.2333	0.28	0.2545	50	0.2662	0.4405	0.3319	597	0.3009	0.4684	0.3664	0.9059
0.0	97.0	4365	0.8830	0.5	0.6622	0.5698	74	0.5057	0.6197	0.5570	71	0.2414	0.28	0.2593	50	0.2686	0.4422	0.3342	597	0.3026	0.4684	0.3677	0.9059
0.0	98.0	4410	0.8807	0.5052	0.6622	0.5731	74	0.5057	0.6197	0.5570	71	0.2373	0.28	0.2569	50	0.2669	0.4422	0.3329	597	0.3011	0.4684	0.3666	0.9059
0.0	99.0	4455	0.8822	0.5052	0.6622	0.5731	74	0.5057	0.6197	0.5570	71	0.2414	0.28	0.2593	50	0.2682	0.4439	0.3344	597	0.3024	0.4697	0.3680	0.9058
0.0	100.0	4500	0.8815	0.4949	0.6622	0.5665	74	0.5116	0.6197	0.5605	71	0.2373	0.28	0.2569	50	0.2670	0.4405	0.3325	597	0.3011	0.4672	0.3662	0.9060

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: llama2
Created: Aug 12, 2024
Updated: Aug 12, 2024