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PropertyPilot Recommender
Semantic ticket-similarity engine for the PropertyPilot dataset (maintenance tickets).
Winning model: sentence-transformers/all-MiniLM-L6-v2
- Index: FAISS IndexFlatIP (exact cosine on L2-normalized vectors)
- Relevance floor: cosine >= 0.5
Bake-Off (200-query eval, relevance = same category)
| Model | Precision@3 | MRR | Latency |
|---|---|---|---|
sentence-transformers/all-MiniLM-L6-v2 |
0.943 | 0.968 | 52.3 ms |
BAAI/bge-small-en-v1.5 |
0.940 | 0.960 | 97.2 ms |
intfloat/e5-small-v2 |
0.925 | 0.968 | 66.3 ms |
Files
| File | Description |
|---|---|
embeddings.parquet |
ticket_id + 384-dim embeddings (winner) |
index.faiss |
FAISS IndexFlatIP |
config.json |
model name, prefixes, embedding_dim, min_sim |
eval_results.json |
full bake-off benchmark data |
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