LLM-enhanced multi-view gated attention MIL framework using ELB decomposition improves cognitive distortion classification on Korean and English therapy datasets.
Deep Multi-Instance Transfer Learning
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
abstract
We present a new approach for transferring knowledge from groups to individuals that comprise them. We evaluate our method in text, by inferring the ratings of individual sentences using full-review ratings. This approach, which combines ideas from transfer learning, deep learning and multi-instance learning, reduces the need for laborious human labelling of fine-grained data when abundant labels are available at the group level.
fields
cs.CL 1years
2025 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Multi-View Attention Multiple-Instance Learning Enhanced by LLM Reasoning for Cognitive Distortion Detection
LLM-enhanced multi-view gated attention MIL framework using ELB decomposition improves cognitive distortion classification on Korean and English therapy datasets.