Classifies Coherent Propositional Contents of locution Pairs as either RA (Support), CA (Attack), or N/A Argument Relationship. N/A consists of instances where there are other and no argument relationships present in the propositional content pairs.
Takes two coherent propositions and classifies as either Support, Attack, or N/A.
Results:
| precision | recall | f1-score | support | |
|---|---|---|---|---|
| CA | 0.59 | 0.52 | 0.55 | 149 |
| N/A | 0.72 | 0.73 | 0.72 | 688 |
| RA | 0.73 | 0.74 | 0.73 | 654 |
| accuracy | 0.71 | 1491 | ||
| macro avg | 0.68 | 0.66 | 0.67 | 1491 |
| weighted avg | 0.71 | 0.71 | 0.71 | 1491 |
Dataset: https://corpora.aifdb.org/US2016 The data preprocessing and fine-tuning technique can be found here: https://discovery.dundee.ac.uk/en/studentTheses/exploiting-illocutionary-forces-in-dialogue-structures-for-enhanc/
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