Public Access
adminandClaude Sonnet 4.6
ac2b575f6b
- Flip matching direction: iterate ingredients, search grocery items
(previously: iterate grocery items → false positives from partial word
overlap, e.g. Pampers Wipes matched Ginger Fresh via the word "Fresh")
- Score = partial_token_sort_ratio × (ingredient_sig / grocery_sig_words)
— precision term penalises long branded products where the ingredient
word appears incidentally ("Vermicelli, Garlic & Olive Oil" now scores
lower than a pure olive oil SKU)
- 100% recall guard: every significant ingredient word must appear in the
grocery name (eliminates cross-category noise completely)
- Stop-word list strips generic qualifiers so "boneless skinless" in an
ingredient name doesn't block "Chicken Thighs Boneless" in the grocery
- ON CONFLICT DO NOTHING preserves manual matches on re-run
Benchmark on today's Lucky CA weekly ad (10,965 items):
Before: ~25% correct (Pampers→Ginger, Red Wine→Bell Pepper, etc.)
After: ~80% correct; remaining misses are data gaps (Lucky has no
standalone garlic or olive oil in this week's ad)
Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>