mdeberta-squad-id-LR-2e-05-BS-16-ML-384 – AI Model by mhdafifan | AlphaNeural AI

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mdeberta-squad-id-LR-2e-05-BS-16-ML-384

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microsoft/mdeberta-v3-base

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mdeberta-squad-id-LR-2e-05-BS-16-ML-384

This model is a fine-tuned version of microsoft/mdeberta-v3-base on the squad_v2_id dataset. It achieves the following results on the evaluation set:

Loss: 1.1408
F1: 72.0042
Exact Match: 65.6026

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: 16
eval_batch_size: 16
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_ratio: 0.1
num_epochs: 5

Training results

Training Loss	Epoch	Step	Validation Loss	F1	Exact Match
1.1526	1.0	8486	0.9945	69.8195	63.8508
0.9584	2.0	16972	0.9459	71.5594	65.3331
0.7987	3.0	25458	0.9673	72.1666	66.0827
0.6637	4.0	33944	1.0320	72.5758	66.209
0.5379	5.0	42430	1.1408	72.0042	65.6026

Framework versions

Transformers 4.44.0
Pytorch 2.5.1+cu121
Datasets 4.4.1
Tokenizers 0.19.1