PU-Lie reports a macro F1 of 0.60 for deception detection in Diplomacy dialogues using only 1,345 trainable parameters, via PU learning over frozen BERT and handcrafted features.
Bert: Pre-training of deep bidirectional transformers for language understanding,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CL 1years
2025 1verdicts
REJECT 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
PU-Lie: Lightweight Deception Detection in Imbalanced Diplomatic Dialogues via Positive-Unlabeled Learning
PU-Lie reports a macro F1 of 0.60 for deception detection in Diplomacy dialogues using only 1,345 trainable parameters, via PU learning over frozen BERT and handcrafted features.