repair claims 3-6: falsifications from the paper's own tables, seeded runs for 5-6

Repair claims 3-6 with seeded released-output measurements

Add exact TableLong ablation aggregation audit

Audit released TableLong retrieval outputs

Replace source-only percentage claims with literal falsifications

Publish validated ICML reproduction

initial commit