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reference command lines in benchmarks
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kermitt2 committed Jan 28, 2024
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Showing 1 changed file with 12 additions and 2 deletions.
14 changes: 12 additions & 2 deletions doc/copyrights_licenses_eval.txt
Original file line number Diff line number Diff line change
Expand Up @@ -3,6 +3,8 @@ GRU - glove-840B

* ensemble 10 classifiers (10 folds) *

> python3 delft/applications/licenseClassifier.py train_eval --embedding glove-840B --fold-count 10

Evaluation on 73 instances:
precision recall f-score support
publisher 0.9062 0.9355 0.9206 31
Expand All @@ -24,6 +26,8 @@ Evaluation on 61 instances:

* single classifier

> python3 delft/applications/licenseClassifier.py train_eval --embedding glove-840B

Evaluation on 73 instances:
precision recall f-score support
publisher 0.9032 0.9032 0.9032 31
Expand All @@ -47,6 +51,8 @@ Evaluation on 72 instances:
SciBERT
=======

> python3 delft/applications/licenseClassifier.py train_eval --transformer allenai/scibert_scivocab_cased --architecture bert

Evaluation on 73 instances:
precision recall f-score support
publisher 0.9394 1.0000 0.9688 31
Expand All @@ -67,8 +73,10 @@ Evaluation on 70 instances:
other 0.0000 0.0000 0.0000 0
undecided 0.9500 0.9048 0.9268 21

BERT-base
=========
BERT-base-cased
===============

> python3 delft/applications/licenseClassifier.py train_eval --transformer bert-base-cased --architecture bert

Evaluation on 73 instances:
precision recall f-score support
Expand All @@ -93,6 +101,8 @@ Evaluation on 70 instances:
BioLinkBERT-base
================

> python3 delft/applications/licenseClassifier.py train_eval --transformer michiyasunaga/BioLinkBERT-base --architecture bert

Evaluation on 73 instances:
precision recall f-score support
publisher 0.8788 0.9355 0.9062 31
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