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JakobLindscheid/
moral_foundations_ensemble-bert-DANN-mfnc

Name: moral_foundations_ensemble-bert-DANN-mfnc
Availability: InStock

transformers

safetensors

multi-label-wrapper

google-bert/bert-base-uncased

finetune

endpoints_compatible

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Model Card for JakobLindscheid/moral_foundations_ensemble-bert-DANN-mfnc

This model is part of the Master Thesis "Domain-adversarial moral foundation prediction for long EU legal documents". All related code is published on GitHub.
The models are finetuned for classifying moral foundations. We use domain-adversarial training to transfer knowledge from a labeled source domain to an unlabeled target domain.
This specific model is a collection of binary classifiers each a finetuned google-bert/bert-base-uncased model that identifies one of the moral foundations. All models in this ensemble use MFTC and MFRC as source domain and the MFNC as target domain.

Overview of individual models in the ensemble

Moral Foundation	Model
care	JakobLindscheid/moral_foundations_care-bert-DANN-mfnc
harm	JakobLindscheid/moral_foundations_harm-bert-DANN-mfnc
fairness	JakobLindscheid/moral_foundations_fairness-bert-DANN-mfnc
cheating	JakobLindscheid/moral_foundations_cheating-bert-DANN-mfnc
loyalty	JakobLindscheid/moral_foundations_loyalty-bert-DANN-mfnc
betrayal	JakobLindscheid/moral_foundations_betrayal-bert-DANN-mfnc
authority	JakobLindscheid/moral_foundations_authority-bert-DANN-mfnc
subversion	JakobLindscheid/moral_foundations_subversion-bert-DANN-mfnc
purity	JakobLindscheid/moral_foundations_purity-bert-DANN-mfnc
degradation	JakobLindscheid/moral_foundations_degradation-bert-DANN-mfnc

Overview of ensemble models

Base model	Target domain	Model
`google-bert/bert-base-uncased`	MFNC	JakobLindscheid/moral_foundations_ensemble-bert-DANN-mfnc
`google-bert/bert-base-uncased`	EU docs	JakobLindscheid/moral_foundations_ensemble-bert-DANN-eu_docs
`FacebookAI/roberta-base`	MFNC	JakobLindscheid/moral_foundations_ensemble-roberta-DANN-mfnc
`FacebookAI/roberta-base`	EU docs	JakobLindscheid/moral_foundations_ensemble-roberta-DANN-eu_docs