Classifies Coherent Locution Pairs as either Arguing, Disagreeing, or N/A Illocutionary Force. N/A consists of instances where there are other and no illocutionary forces present in the sentence pair.
Takes two coherent Locutions and classifies as either Arguing, Disagreeing, or N/A.
Results:
| precision | recall | f1-score | support | |
|---|---|---|---|---|
| Arguing | 0.57 | 0.51 | 0.54 | 110 |
| Disagreeing | 0.35 | 0.36 | 0.36 | 22 |
| N/A | 0.80 | 0.83 | 0.82 | 289 |
| accuracy | 0.72 | 421 | ||
| macro avg | 0.57 | 0.57 | 0.57 | 421 |
| weighted avg | 0.72 | 0.72 | 0.72 | 421 |
Dataset: https://corpora.aifdb.org/mm123 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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