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: SIGIR (2024)
Keyphrases
- ensemble methods
- language model
- attribute values
- decision tree learning
- language modeling
- ensemble learning
- prediction accuracy
- random forests
- benchmark datasets
- random forest
- feature subset
- n gram
- decision trees
- base classifiers
- machine learning methods
- speech recognition
- probabilistic model
- information retrieval
- rotation forest
- ensemble members
- mixture model
- classifier ensemble
- ensemble classifier
- base learners
- cluster ensemble
- query expansion
- logistic regression
- feature space
- active learning
- data streams
- translation model
- support vector
- feature selection