"""gen_hf6 — LegalBench contract/policy tasks -> Alea rows. contract_nli_*: real contract clause + hypothesis -> yes/no (noul). cuad_*: clause text -> does it contain provision type X (noul) and clause-type routing (choice). Small per-config but real legal text — complements synthetic policy data. """ import random from datasets import load_dataset, get_dataset_config_names from alea.genbase import emit, q_choice, q_noul, validate_row, write_jsonl rng = random.Random(0) def _slug2words(s): return s.replace("_", " ").replace("-", " ") def gen_legalbench(out, max_rows=15000): cfgs = get_dataset_config_names("nguha/legalbench") keep = [c for c in cfgs if c.startswith(("contract_nli", "cuad"))] rows, i = [], 0 for cfg in keep: try: ds = load_dataset("nguha/legalbench", cfg, split="train") except Exception: try: ds = load_dataset("nguha/legalbench", cfg, split="test") except Exception as e: print("skip", cfg, str(e)[:60]) continue topic = _slug2words(cfg.split("_", 2)[-1] if cfg.startswith("cuad") else cfg.replace("contract_nli_", "")) got = 0 for ex in ds: text = str(ex.get("text", ""))[:2500] ans = str(ex.get("answer", "")).strip().lower() if len(text) < 80 or ans not in ("yes", "no"): continue if cfg.startswith("contract_nli"): state = ("Contract clause under review (NDA excerpt):\n" + text) instr = (f"Based only on the clause text, is it accurate " f"that the agreement includes obligations related " f"to: {topic}?") qs = [q_noul("holds", instr, 1.0 if ans == "yes" else 0.0)] else: state = ("Contract clause under review:\n" + text) instr = (f"Does this clause contain a provision about " f"{topic}?") qs = [q_noul("contains", instr, 1.0 if ans == "yes" else 0.0)] row = emit(f"lb_{cfg[:24]}", i, state, qs) try: validate_row(row) rows.append(row) i += 1 got += 1 except AssertionError: continue if got: print(cfg, got) rng.shuffle(rows) write_jsonl(rows[:max_rows], out) print("legalbench:", len(rows[:max_rows])) def main(): import sys gen_legalbench("data/hf6_legal.jsonl", int(sys.argv[1]) if len(sys.argv) > 1 else 15000) if __name__ == "__main__": main()