documents/docs/2-总结功能.md

2 Research Trends Summarization

Model Architecture

1 Baseline Configuration

1. pre-trained language model: sentence-transformers/all-MiniLM-L6-v2
2. dimension reduction: None
3. clustering algorithms: kmeans
4. keywords extraction model: keyphrase-transformer

[example run] [results]

TODO:

1. clustering: using other clustering algorithms such as Gausian Mixture Model (GMM)
2. keywords extraction model: train another model
3. add dimension reduction
4. better PLM: sentence-transformers/sentence-t5-xxl