LLM-Ensemble: Optimal Large Language Model Ensemble Method for E-commerce Product Attribute Value Extraction.
Chenhao FangXiaohan LiZezhong FanJianpeng XuKaushiki NagEvren KörpeogluSushant KumarKannan AchanPublished in: CoRR (2024)
Keyphrases
- ensemble methods
- language model
- attribute values
- decision tree learning
- language modeling
- ensemble learning
- prediction accuracy
- random forests
- decision trees
- base classifiers
- benchmark datasets
- probabilistic model
- n gram
- machine learning methods
- random forest
- feature subset
- speech recognition
- rotation forest
- information retrieval
- ensemble members
- base learners
- classifier ensemble
- mixture model
- query expansion
- ensemble classifier
- smoothing methods
- ad hoc information retrieval
- cluster ensemble
- translation model
- information extraction
- feature selection
- continuous attributes
- text classification
- classification accuracy
- training data