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results/guardrail_calibration.json

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+{
+  "topic_signal": "spread",
+  "tau_topic": 0.0423,
+  "gate_depth": 20,
+  "n": 400,
+  "n_neg": 400,
+  "max_false_refusal": 0.02,
+  "stopped_pct": 14.8,
+  "langs": [
+    "bn",
+    "hi",
+    "kn",
+    "mr"
+  ],
+  "compared": {
+    "top1": {
+      "tau": 0.477,
+      "stopped_pct": 6.5,
+      "false_refusal_pct": 2.2,
+      "feasible": true
+    },
+    "spread": {
+      "tau": 0.0423,
+      "stopped_pct": 14.8,
+      "false_refusal_pct": 2.0,
+      "feasible": true
+    }
+  },
+  "note": "positives are queries from indexed rows; negatives are real queries from rows beyond --max-docs=4000, whose gold passages are not in this index. Thresholds do not transfer between indices \u2014 re-run after any rebuild."
+}