Human-in-the-loop · active learning
14 items need a human
Review boards
Confirm brands, merge duplicates, validate models — approvals are human-only.Brand candidates6pending approval
Merge groups8learned matcher
Model candidates12mined · ADR 0023 P3
Auto-approve at5confirmations
Brand review
6 pending
Brand candidates
🏷️
Teenage Engineering obs. 14
example: "Teenage Engineering OP-1 field synthesizer, boxed" · category: audio / synths
🔗
"raybon" → proposed alias of Ray-Ban obs. 9
example: "Raybon Wayfarer sunglasses tortoise" · likely misspelling · edit-distance 1
🏷️
Sennheiser obs. 31
example: "Sennheiser HD 600 open-back headphones" · category: audio
🏷️
Prusa Research obs. 22
example: "Original Prusa i3 MK3S+ 3D printer kit" · category: electronics / makers
⚠️
Approving a brand re-stamps formattedBrand on all products carrying it (ADR 0021). Aliasing folds observations into the target brand.
Merge review
8 groups
Duplicate clusters
Merge group · 3 listings → 1 productconf. 0.91
🥇
Sony WH-1000XM4 winner
canonical title · 41 sold comps
↳
Sony WH-1000XM4
hyphen variant
↳
WH 1000 XM4 Black
spaced · no brand token
Merge group · 3 listings → 1 productconf. 0.84
🥇
Canon PowerShot G7X Mark II winner
canonical title · 34 sold comps
↳
Canon G7X II
abbreviated model
↳
PowerShot G7X mk2 camera
"mk2" revision token
🔗
Merges are reversible and pool listings + sold comps into the winner (ADR 0020). Splitting a member marks the pair as a hard non-match to teach the matcher.