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README.md

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+# TT638D Four Function Targeted Generalization
+
+Goal:
+Fix TT638C dense failures before any dyadic/Mercy proof.
+
+TT638C evidence:
+- seen failed on uppercase canonical prompts for SUBTRACT, MULTIPLY, DIVIDE
+- heldout failed on divide phrasing: `Create divide so it computes a over b.`
+
+TT638D changes:
+- balanced uppercase function-template coverage across ADD/SUBTRACT/MULTIPLY/DIVIDE
+- explicit regression gate for TT638C failed prompts
+- targeted divide `a over b` coverage
+- fresh heldout prompts not used as train rows

data/test.jsonl.gz

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data/test_heldout.jsonl.gz

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data/test_regression.jsonl.gz

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data/validation.jsonl.gz

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tokenizer/tokenizer.json

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