#!/usr/bin/env python3 """Score FinGovBench predictions on a public development or validation split.""" from __future__ import annotations import argparse import json from pathlib import Path def load(path: Path) -> dict[str, dict]: return {row["case_id"]: row for row in (json.loads(line) for line in path.read_text().splitlines() if line.strip())} def main() -> None: parser = argparse.ArgumentParser() parser.add_argument("--predictions", type=Path, required=True) parser.add_argument("--labels", type=Path, required=True) args = parser.parse_args() predictions, labels = load(args.predictions), load(args.labels) missing = set(labels) - set(predictions) if missing: raise SystemExit(f"predictions are missing {len(missing)} labelled case IDs") # A submission may contain predictions for every split. Score only the IDs # present in the requested public label file. predictions = {case_id: predictions[case_id] for case_id in labels} action = unsafe = exact_path = exact_scope = 0 reviewed = required = missed = 0 for case_id, label_row in labels.items(): gold, pred = label_row["gold"], predictions[case_id] action += pred["governance_action"] == gold["governance_action"] unsafe += bool(pred["release_permitted"]) and not gold["release_permitted"] predicted_path = set(pred.get("affected_components", pred.get("affected_nodes", []))) target_path = set(gold.get("affected_components", gold.get("affected_nodes", []))) predicted_scope = set(pred.get("revalidation_components", pred.get("revalidation_scope", []))) target_scope = set(gold.get("revalidation_components", gold.get("revalidation_scope", []))) exact_path += predicted_path == target_path exact_scope += predicted_scope == target_scope reviewed_values = pred.get( "reviewed_components", pred.get("reviewed_nodes", pred.get("revalidation_components", pred.get("revalidation_scope", []))), ) reviewed += len(set(reviewed_values)) required += len(target_scope) missed += len(target_scope - predicted_scope) n = len(labels) print(json.dumps({ "cases": n, "governance_action_accuracy": action / n, "unsafe_release_rate": unsafe / n, "exact_affected_path_rate": exact_path / n, "exact_revalidation_scope_rate": exact_scope / n, "missed_required_review_rate": missed / required if required else 0.0, "mean_reviewed_nodes": reviewed / n, }, indent=2, sort_keys=True)) if __name__ == "__main__": main()