Target related hard-negative contexts

2026-07-29 18:27:54 +02:00
parent a56df8b1ed
commit cfce3e64ec
4 changed files with 70 additions and 2 deletions
@@ -113,6 +113,12 @@ The deterministic cap removes only repeated entries and retains every unique
 train tile at least once; manifests record pre-cap counts, final counts and the
 number of dropped repeats. This keeps a weak region prominent without turning
 the national detector into a single-region expert.
+Precision correction expands failed semantic contexts into related negative
+families: coastal urban failures target port/dunes negatives, industrial
+failures target industrial/rail/port negatives, and ribbon/rural/regional
+architecture failures target their governed farmland, forest or quarry
+counterparts. These diagnostic negative repeats are ordered ahead of generic
+repeats so the regional cap cannot discard them first.
 The checkpointed orchestrator invokes this builder after every rejected
 iteration, stores its checksum in `training-loop-state.json`, and uses the
 resulting dataset YAML for the next checkpoint. A restart resumes both the