Model Card for JakobLindscheid/moral_foundations_purity-roberta-DANN-eu_docs

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 finetuned FacebookAI/roberta-base model that identifies the purity foundation, uses the MFRC, MFNC and MFNC as source domain and EU law documents as target domain.
Refer to JakobLindscheid/moral_foundations_ensemble-roberta-DANN-eu_docs, which wraps all single label models in an ensemble model.

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