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Model Card of OPI-Llama-3.1-8B-Instruct

OPI-Llama-3.1-8B-Instruct was fine-tuned from the Meta-Llama-3.1-8B-Instruct model using the complete OPI training set (i.e.,OPI_full_1.61M_train.json). For more details of training and testing, please visit https://github.com/baaihealth/opi.

Overview

Evaluation of OPI-Llama-3.1-8B-Instruct on 9 tasks

Each testing result is derived from the Meta-Llama-3.1-8B-Instruct model that has been fine-tuned using OPI_full_1.61M.json and subsequently evaluated on the respective testing set for each specific task.

Task Type Task Name Testing file Accuracy Precision Recall F1 Rouge-L
Sequence Understanding EC Number Prediction (split100) CLEAN_EC_number_new_test - 0.3724 0.3374 0.3468 -
CLEAN_EC_number_price_test - 0.0738 0.0738 0.0738 -
Fold Type Prediction fold_type_test_Fold_Holdout 0.1045 - - - -
fold_type_test_Superfamily_Holdout 0.1507 - - - -
fold_type_test_Family_Holdout 0.6145 - - - -
Subcellular Localization Prediction subcell_loc_test 0.4214 - - - -
Annotation Prediction Function Keywords Prediction CASPSimilarSeq_keywords_test - 0.4202 0.5057 0.4385 -
IDFilterSeq_keywords_test - 0.6762 0.6905 0.6650 -
UniProtSeq_keywords_test - 0.7606 0.7489 0.7374 -
Gene Ontology(GO) Terms Prediction CASPSimilarSeq_go_terms_test - 0.1113 0.0936 0.099 -
IDFilterSeq_go_terms_test - 0.6686 0.6287 0.6304 -
UniProtSeq_go_terms_test - 0.7150 0.6897 0.6849 -
Function Description Prediction CASPSimilarSeq_function_test - - - - 0.7524
IDFilterSeq_function_test - - - - 0.4786
UniProtSeq_function_test - - - - 0.5144
Knowledge Mining Tissue Location Prediction from Gene Symbol gene_symbol_to_tissue_test - 0.4002 0.9356 0.5466 -
Cancer Prediction from Gene Symbol gene_symbol_to_cancer_test - 0.2890 0.2701 0.2664 -
Cancer Prediction from Gene Name gene_name_to_cancer_test - 0.2786 0.2707 0.2659 -

Prediction comparison with SOTA mdoels

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Dataset used to train BAAI/OPI-Llama-3.1-8B-Instruct