v0.5.2: rebalanced negatives to 28%, multi-call 200+ train

metadata.json

@@ -38,9 +38,9 @@
     "fill_readiness_gaps": true
   },
   "counts": {
-    "train": 3806,
-    "validation": 530,
-    "test": 633
+    "train": 4992,
+    "validation": 708,
+    "test": 803
   },
   "native_tool_call_counts": {
     "GetLiveContext": 238,
@@ -48,7 +48,7 @@
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     "HassHumidifierMode": 146,
     "HassHumidifierSetpoint": 146,
-    "HassLightSet": 509,
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     "HassListAddItem": 145,
     "HassMediaNext": 185,
     "HassMediaPause": 185,
@@ -59,7 +59,7 @@
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     "HassToggle": 339,
     "HassTurnOff": 557,
-    "HassTurnOn": 246,
+    "HassTurnOn": 418,
     "HassUnpauseTimer": 145,
     "HassVacuumReturnToBase": 259,
     "HassVacuumStart": 149
@@ -200,9 +200,9 @@
     "policy": "deficit-only-deterministic-curation",
     "margin": 2,
     "generated_rows": {
-      "train": 228,
-      "validation": 178,
-      "test": 239
+      "train": 1414,
+      "validation": 356,
+      "test": 409
     },
     "generated_tool_rows": {
       "train": {
@@ -235,11 +235,14 @@
       }
     },
     "generated_direct_rows": {
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-      "validation": 18
+      "test": 210,
+      "train": 1062,
+      "validation": 168
     },
     "generated_multi_call_rows": {
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+      "test": 39,
+      "train": 124,
+      "validation": 28
     }
   },
   "rejected_sample_count": 5793,
@@ -248,16 +251,16 @@
     "failures": [],
     "splits": {
       "train": {
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-        "direct_rows": 340,
-        "multi_call_rows": 78,
+        "rows": 4992,
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         "tool_call_counts": {
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@@ -268,23 +271,23 @@
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           "HassVacuumStart": 105
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       "validation": {
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-        "multi_call_rows": 4,
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           "HassHumidifierSetpoint": 22,
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           "HassMediaNext": 22,
           "HassMediaPause": 22,
@@ -295,23 +298,23 @@
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           "HassToggle": 26,
           "HassTurnOff": 33,
-          "HassTurnOn": 22,
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           "HassUnpauseTimer": 22,
           "HassVacuumReturnToBase": 22,
           "HassVacuumStart": 22
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       },
       "test": {
-        "rows": 633,
-        "direct_rows": 102,
-        "multi_call_rows": 22,
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         "tool_call_counts": {
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           "HassHumidifierSetpoint": 22,
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@@ -322,7 +325,7 @@
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           "HassVacuumStart": 22

token_audit.json

@@ -1,88 +1,88 @@
 {
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       "render_failures": [],
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         "hf": 2942
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train.jsonl

@@ -1,3 +1,3 @@
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-size 36104102
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+size 46640485