#!/usr/bin/env bash # Reproduce every generated table and figure of the LEGEX paper from the # published JSONL bundles (goldensets + inference-results). # # Inputs (auto-detected, or override via env): # GOLD_DIR goldenset data dir (submission/goldensets/data, else ../goldensets/data) # INF_DIR inference data dir (submission/inference-results/data, else ../inference-results/data) # ALTTEST_DIR optional clone of https://github.com/nitaytech/AltTest — reruns # the Alternative Annotator Test (alt_test_pooled.csv + the # per-field reference CSVs; skipped when unset) # # Every artifact is regenerated in place under data/analysis/, so a clean # `git status` after a run is the verification that the shipped numbers # reproduce. set -euo pipefail cd "$(dirname "$0")/.." if [[ -z "${GOLD_DIR:-}" ]]; then for c in goldensets/data submission/goldensets/data ../goldensets/data; do [[ -d "$c" ]] && GOLD_DIR="$c" && break done fi if [[ -z "${INF_DIR:-}" ]]; then for c in inference-results/data submission/inference-results/data ../inference-results/data; do [[ -d "$c" ]] && INF_DIR="$c" && break done fi if [[ -z "${GOLD_DIR:-}" || -z "${INF_DIR:-}" ]]; then echo "error: published data not found — clone legexbenchmark/goldensets and" >&2 echo "legexbenchmark/inference-results next to this repository, or set GOLD_DIR/INF_DIR." >&2 exit 1 fi echo "gold: $GOLD_DIR" echo "inference: $INF_DIR" RUN="uv run --extra plots" IAA_DIR="data/analysis/iaa" # Byte-stable matplotlib PDF metadata across runs. export SOURCE_DATE_EPOCH=0 # Clean first so dropped inputs can't leave stale rows behind. The AAT CSVs # are only regenerated when ALTTEST_DIR is set (they need the upstream clone). rm -f "$IAA_DIR"/pairwise_agreement.csv "$IAA_DIR"/kappa_audit.csv \ "$IAA_DIR"/ANALYSIS.md "$IAA_DIR"/alt_test_decomposition.csv echo "== Table 3 inputs: human-human agreement (pairwise_agreement.csv, kappa_audit.csv)" $RUN legex-iaa --gold-dir "$GOLD_DIR" --out "$IAA_DIR" echo "== Table 5: AAT win/tie/loss decomposition (alt_test_decomposition.csv)" $RUN python scripts/alt_test_decomposition.py \ --gold-dir "$GOLD_DIR" --inference-dir "$INF_DIR" --out "$IAA_DIR" echo "== Scoring aggregates (per_*.csv, tables/headline.tex, tables/per_field.tex)" $RUN legex-analysis --gold-dir "$GOLD_DIR" --inference-dir "$INF_DIR" \ --country am au be br ch de es fr ge hk in np nz ph rs sg tw uk us echo "== Table 4: headline metrics (quant_results.tex)" $RUN legex-quant-results echo "== Tables 7/8: by-jurisdiction and by-field metrics (paper_tables.tex)" $RUN python scripts/paper_tables.py > data/analysis/paper_tables.tex echo "== Table 9 + word cloud: diversity stats" $RUN python scripts/diversity_stats.py --gold-dir "$GOLD_DIR" echo "== Table 10 + Figure 5: currency and ISIC frequencies" $RUN python scripts/appendix_frequencies.py --gold-dir "$GOLD_DIR" echo "== Figure 3: hallucination category shares" $RUN python scripts/hallucination_stats.py if [[ -n "${ALTTEST_DIR:-}" ]]; then echo "== AAT (alt_test_pooled.csv + alt_test_reference_*.csv)" $RUN python scripts/alt_test_reference.py --alttest "$ALTTEST_DIR" --per-field \ --gold-dir "$GOLD_DIR" --inference-dir "$INF_DIR" --out "$IAA_DIR" else echo "== AAT skipped (set ALTTEST_DIR to a clone of nitaytech/AltTest to rerun it)" fi echo "== ANALYSIS.md (renders all CSVs above)" $RUN legex-analysis-report echo "done — verify with: git status data/analysis"