deberta-v3-large-survey-related_passage_consistency-rater-all

This model is a fine-tuned version of microsoft/deberta-v3-large on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.7600
• Krippendorff: 0.7377
• Spearman: 0.6526
• Absolute Agreement: 0.7546
• Agreement Within One: 0.9470

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: 6e-06
• 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_steps: 1000
• num_epochs: 20
• mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Krippendorff	Spearman	Absolute Agreement	Agreement Within One
No log	1.0	55	1.9111	-0.2279	nan	0.4167	0.8333
No log	2.0	110	1.8873	-0.2279	nan	0.4167	0.8333
No log	3.0	165	1.8559	-0.2279	nan	0.4167	0.8333
No log	4.0	220	1.7568	-0.2279	nan	0.4167	0.8333
No log	5.0	275	1.6846	-0.2279	nan	0.4167	0.8333
No log	6.0	330	1.5749	-0.2279	nan	0.4167	0.8333
No log	7.0	385	1.5052	-0.2279	nan	0.4167	0.8333
No log	8.0	440	1.4261	-0.2279	nan	0.4167	0.8333
No log	9.0	495	1.4044	0.3239	0.3369	0.4167	0.9028
1.2329	10.0	550	1.3616	0.2662	0.2785	0.4167	0.8889
1.2329	11.0	605	1.2619	0.2754	0.2653	0.4722	0.8889
1.2329	12.0	660	1.2314	0.2592	0.3128	0.4306	0.8889
1.2329	13.0	715	1.1903	0.3049	0.3317	0.5417	0.8889
1.2329	14.0	770	1.3300	0.2890	0.3347	0.5278	0.8889
1.2329	15.0	825	1.2220	0.2192	0.3622	0.4722	0.875
1.2329	16.0	880	1.1202	0.3028	0.3719	0.5139	0.8889
1.2329	17.0	935	1.1119	0.1911	0.1013	0.5556	0.875
1.2329	18.0	990	1.0345	0.2221	0.1646	0.5556	0.875
0.6021	19.0	1045	1.1044	0.2988	0.3099	0.5417	0.8889
0.6021	20.0	1100	1.0117	0.2274	0.1782	0.5556	0.875

Framework versions

• Transformers 4.26.0
• Pytorch 1.13.1
• Datasets 2.10.1
• Tokenizers 0.12.1