Modelpublic

gokulsrinivasagan/tinybert_train_book_ent_15p_mid_stsb

sourceHugging Faceapache-2.0updated 1y agoView on Hugging Face

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tinyberttrainbookent15pmidstsb

This model is a fine-tuned version of gokulsrinivasagan/tinybert_train_book_ent_15p_mid on the GLUE STSB dataset. It achieves the following results on the evaluation set:

—Loss: 2.4813
—Pearson: 0.1958
—Spearmanr: 0.1872
—Combined Score: 0.1915

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: 5e-05
—trainbatchsize: 256
—evalbatchsize: 256
—seed: 10
—optimizer: Use adamwtorch with betas=(0.9,0.999) and epsilon=1e-08 and optimizerargs=No additional optimizer arguments
—lrschedulertype: linear
—num_epochs: 50

Training results

Training Loss	Epoch	Step	Validation Loss	Pearson	Spearmanr	Combined Score
3.3848	1.0	23	2.9094	0.0101	0.0072	0.0086
2.0135	2.0	46	2.8016	0.0448	0.0252	0.0350
1.9169	3.0	69	2.7945	0.0878	0.0735	0.0806
1.696	4.0	92	2.7286	0.1580	0.1603	0.1591
1.4898	5.0	115	2.4813	0.1958	0.1872	0.1915
1.3208	6.0	138	2.6182	0.2006	0.1993	0.1999
1.2344	7.0	161	2.9424	0.1614	0.1643	0.1629
1.0394	8.0	184	2.8954	0.1656	0.1689	0.1672
0.9133	9.0	207	3.3240	0.1327	0.1303	0.1315
0.8313	10.0	230	3.1640	0.1489	0.1513	0.1501

Framework versions

—Transformers 4.51.2
—Pytorch 2.6.0+cu126
—Datasets 3.5.0
—Tokenizers 0.21.1