Across SQuAD and QuAC, RoBERTa and DistilBERT are generally more stable under Monte Carlo dropout, while ALBERT and BERT-Base are less consistent, and paraphrase perturbation changes the ranking.
Natural language based analysis of SQuAD: An analytical approach for BERT.Expert Systems with Applications, 195:116592, 2022
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Assessing Reliability of BERT-Based Models on Question Answering Tasks
Across SQuAD and QuAC, RoBERTa and DistilBERT are generally more stable under Monte Carlo dropout, while ALBERT and BERT-Base are less consistent, and paraphrase perturbation changes the ranking.