{ "name": "cs11_fixed_v1", "version": "1.0", "seed": 42, "n_inner_aliases": 18, "n_t1": 7, "n_t2": 11, "n_inner_tables": 18, "n_outer_aliases": 8, "train_total": 84240, "val_total": 9720, "examples_per_alias_train": 4680, "examples_per_alias_val": 540, "sql_variants": [ "v1_IN", "v2_EXISTS", "v3_aggregate" ], "key_design_change": "All inner table names are lexically disjoint from their concept words. This prevents induction-head copying of the table name as a shortcut to produce the concept intermediate at L21. If Phase 1 (concept word at L21) still appears in the trained model, it reflects genuine weight-level semantic routing, not in-context copying.", "non_lexicality_verified": true, "concept_word_map": { "emp": [ "employ", "staff", "worker" ], "cst": [ "customer", "client", "buyer" ], "inv": [ "invoice", "bill", "charge" ], "spl": [ "supplier", "vendor", "provider" ], "shp": [ "shipment", "delivery", "parcel" ], "txn": [ "transaction", "transfer", "payment" ], "act": [ "account", "ledger", "balance" ], "ord": [ "order", "purchase", "fulfillment" ], "prd": [ "product", "item", "good" ], "brc": [ "branch", "location", "site" ], "prj": [ "project", "initiative", "program" ], "rgn": [ "region", "territory", "zone" ], "tsk": [ "task", "workitem", "action" ], "dpt": [ "department", "division", "unit" ], "ctg": [ "category", "taxonomy", "class" ], "whs": [ "warehouse", "depot", "storage" ], "empl": [ "employ", "staff", "worker", "personnel" ], "ordr": [ "order", "booking", "reservation", "request" ] } }