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Argument Mining

Official code for the ACL 2022 paper: Can Unsupervised Knowledge Transfer from Social Discussions Help Argument Mining?.

To run experiments, copy the corresponding file from exp_scripts/ into the folder containing this repo and run the script from there. See README.md files within for further instructions.

Pre-Trained Models

Model Name Description Link
sMLM-LF Longformer Pretrained using selective-MLM with local attention window size 512 sMLM-LF
sMLM-256-LF Longformer Pretrained using selective-MLM with local attention window size 256 sMLM-256-LF
DA-LF Longformer domain adapted to Reddit CMV Modes data DA-LF
sMLM-RoBERTa RoBERTa trained with selective-MLM sMLM-RoBERTa
DA-BERT BERT domain adapted to Reddit CMV Modes Data DA-BERT

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Code for Argument Mining (ACI, RTP) on various datasets with selective-MLM strategy and variants.

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