QETS embeddingsV2 external-prior baselineWikimedia only

External-prior baseline encoder

A learned shadow encoder trained from AVRAI-owned bounded Wikimedia rows. It proves the external-prior baseline lane, not the first-party QETS learned model.

Baseline boundary
Wikimedia onlybounded refslearned weightspreview vectors onlyshadow readbacknot empirical ready
Training rows
1543
bounded Wikimedia
Learned refs
1866
weighted transforms
Encoded outputs
1543
128D preview only
Positive avg
0.452
related pairs
Negative avg
0.146
unrelated pairs
QETS gate
blocked
not_empirical_ready
Learned baseline readback
learned_qets_embedding_external_prior_encoder_v1_shadow
embedding id
qets-embedding-external-prior-learned:2c24af51bacc3017251cabbdae944b26
vector checksum
sha256:67c7e2...0d6e20fa
source revision
wikimedia-revision:enwiki:1360093537
source kind
wikimedia_api
concept refs
place.parkplaces built environment.parksetting.urbansetting.outdoorsetting.urbanplace.park
feature refs
bucket.places built environmentdomain.place contextplace.cityplace.parksetting.outdoorsetting.urban
vector preview
128 dimensions
top 8
matching weights
domain.place context
feature
2.400
361 rows342 positive-pair supports
place.city
feature
2.400
240 rows227 positive-pair supports
setting.urban
feature
2.400
240 rows227 positive-pair supports
setting.urban
concept
2.400
240 rows227 positive-pair supports
setting.urban
concept
2.400
220 rows208 positive-pair supports
bucket.places built environment
feature
2.400
185 rows179 positive-pair supports
setting.outdoor
feature
2.400
66 rows61 positive-pair supports
setting.outdoor
concept
2.400
66 rows61 positive-pair supports
nearest neighbors
5 related previews
external-prior:wik...0028948fecb4
0.939
concepts: place.park, setting.urban, setting.outdoorfeatures: bucket.places built environment, domain.place context, place.city
external-prior:wik...5ebc8adafb02
0.928
concepts: place.park, setting.urban, setting.outdoorfeatures: domain.place context, place.city, place.park
external-prior:wik...5d01f99cf26f
0.928
concepts: place.park, setting.urban, setting.outdoorfeatures: domain.place context, place.city, place.park
external-prior:wik...6430efe37f82
0.924
concepts: place.park, setting.urban, setting.outdoorfeatures: domain.place context, place.city, place.park
external-prior:wik...aab65eac88f7
0.890
concepts: place.park, setting.urban, setting.outdoorfeatures: domain.place context, place.city, place.park
baseline flow
external-prior lane
1
source authority
wikimedia_api
2
bounded rows
concept and feature refs
3
learned weights
bounded-ref transforms
4
128D preview
checksummed vectors
5
HGCNN context
shadow readback only
6
QETS gate
not empirical ready