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[P1] Eval time model is not loaded: Unable to replicate results from paper for RoBERTa Base for Glue tasks like CoLa

Open m-dev12 opened this issue 8 months ago • 50 comments

Using below configuration but unable to replicate paper results. Is there anything different that the authors have done in the paper? Got {'validation_matthews_correlation': 0.40104291315665774} finally instead of ~61%. Should SEED, or any other configuration be updated? Would be great if authors could share wandb logs for this as well. Thanks!

python train.py
-task glue
-data_dir ./data
-train_dataset cola
-eval_dataset cola
-model FacebookAI/roberta-base
-seed 42
-l all
-r 1
-p f3
-e 60
-lr 4e-4
-type LoreftIntervention
-batch_size 32
-output_dir ./output
-schedule linear
-wu 5e-3
-logging_steps 20
-allow_cls_grad
-metric_for_best_model matthews_correlation
-dropout 0.2
-test_split validation @frankaging

m-dev12 avatar Jun 24 '24 05:06 m-dev12