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DistilLM: The Sales Support Employee You Wish You Had

2023 LauzHack AWS & AXA Challenge


Team

  • Gabriel Agerholm
  • Ihchae Ryu
  • Keita Hidaka

Goal of Challenge

  1. Extract general problems from customer reviews dataset and present useful feedback
  2. Useful application of LLMs

Dataset and Tools

Process and Results

1. Text distilled via LLM

LLM summarizing reviews

2. Embedding text via OpenAI

Embedding of summaries

3. Clustering via K-Means

Clustering visualization

4. Analyzing and extracting cluster themes

Cluster themes 0, 1

Cluster themes 2, 3

5. Reliable issues in wordclouds

Cluster wordcloud 0

Cluster wordcloud 1

Cluster wordcloud 2

Cluster wordcloud 3

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