{ "name": "cs9-rand-v1", "condition": "rand", "version": "v1", "description": "CS9 rand-mapping condition v1. All 20 aliases are invented strings with zero surface relation to any table name (no shared 2/3/4-char prefix, no substring match). Fixes the cs8 abbreviation confound. T1: 3-char single-token (rare-word tokens, fid 22k-95k). T2: 4-char two-token with 2+2 BPE split (2-char first tokens, fid 933-54k).", "motivation": "CS8 aliases (cust, dept, emp, etc.) are common SQL abbreviations of their assigned table names. A surface-matching heuristic can predict them without any learned commitment, inflating the rand model's geometry silhouette above zero. CS9 aliases have no such relation.", "alias_groups": { "T1": [ "bev", "cif", "dov", "fal", "gev", "hac", "jac", "kab", "lex", "nad" ], "T2": [ "agov", "egiv", "ejof", "ikob", "okiv", "uliv", "vmob", "vnob", "xnob", "znob" ] }, "table_alias_map": { "accounts": "jac", "customers": "lex", "departments": "dov", "employees": "bev", "invoices": "fal", "managers": "hac", "orders": "kab", "products": "nad", "sales": "cif", "transactions": "gev", "branches": "agov", "categories": "egiv", "items": "ikob", "projects": "uliv", "regions": "okiv", "requests": "ejof", "schedules": "vmob", "shipments": "vnob", "staff": "xnob", "tasks": "znob" }, "fan_out_by_alias": { "bev": 1, "cif": 1, "dov": 1, "fal": 1, "gev": 1, "hac": 1, "jac": 1, "kab": 1, "lex": 1, "nad": 1, "agov": 95, "egiv": 80, "ejof": 70, "ikob": 60, "okiv": 55, "uliv": 65, "vmob": 50, "vnob": 45, "xnob": 40, "znob": 35 }, "split_sizes": { "train": 19200, "val": 4800 }, "examples_per_alias": { "train": 960, "val": 240 }, "generation": { "seed": 42, "mode": "rand", "generated_at": "2026-06-04T15:25:08.578046", "script": "src/00_data/generate_cs9_v1.py" } }