Update README.md

README.md

@@ -616,8 +616,8 @@ Each split contains the following fields:
 * `dept_name`: Canonical department name in title case (e.g. `Department of Veterans Affairs`).
 * `agency_code`: OPM 4-character sub-element code (e.g. `VATA`, `ARTC`). Set to `<DD>OTH` (e.g. `VAOTH`) for rows resolved only at the cabinet level.
 * `agency_name`: Canonical sub-agency name in title case. For cabinet-only rows, set to `Other (<dept_name>)`.
-* `agency_resolved_via`: Provenance of the code assignment. One of: `cleaned_jobid` (direct overlap with the Resh-curated finer-granularity sub-agency set, gold standard), `resh_jobid` (direct overlap with the full Resh INSIGHT+ posting table), `name_exact` (exact `(dept_name, agency_name)` match into the OPM taxonomy), `name_exact_taxonomy_agency` (exact match of the raw agency string against any taxonomy `agency_name`), `name_exact_resh_bureau` (exact match against Resh's full bureau-string set), `name_exact_resh_dept` (cabinet-only string match), `cabinet_token` (regex on cabinet substring, dept-only), `title_unique` (vacancy title appears in Resh under exactly one sub-agency), `manual` (hand-edited override), or NULL (unresolved).
-* `html_dept_raw`: The raw department string extracted from the USAJOBS HTML banner via regex. These are the noisy strings the resolver normalizes; use only for audit/debug.
+* `agency_resolved_via`: Provenance of the code assignment. One of: `cleaned_jobid` (overlap with detailed Resh et al. data), `resh_jobid` (direct overlap with the full Resh et al. INSIGHT+ posting table), `name_exact` (exact `(dept_name, agency_name)` match into the OPM POI taxonomy - https://data.opm.gov/data-standards/personnel-office-identifier), `name_exact_taxonomy_agency` (exact match of the raw agency string against any taxonomy `agency_name`), `name_exact_resh_bureau` (exact match against Resh et al's full bureau-string set), `name_exact_resh_dept` (cabinet-only string match), `cabinet_token` (regex on cabinet substring, dept-only), `title_unique` (vacancy title appears in Resh et al. under exactly one sub-agency), `manual` (hand-edited override), or NULL (unresolved).
+* `html_dept_raw`: The raw department string extracted from the USAJOBS HTML banner via regex. These are noisy strings.
 * `html_agency_raw`: Same, for the agency banner field.
 
 ## Citation