#!/usr/bin/env python3 """Rule-based grounding check: how often labels claim something the game's own measured-feature card contradicts. Same rules for teachers and students. usage: grounding.py TRIAL [TRIAL ...] (samples_.jsonl in results/labeler) """ import collections import json import os import re import sys R = "/iopsstor/scratch/cscs/ibadanin/projects/llm_chess/results/labeler/" VAL = os.environ.get("GROUND_SPLIT", "/iopsstor/scratch/cscs/ibadanin/projects/llm_chess/data/labeler_gemma/test.jsonl") BANDS = ("terse_1", "terse_2", "short", "medium", "long") def facts(u: str) -> dict: m = re.search(r"sacrifices \(captures.*?\): (\d+)", u) p = re.search(r"pressure on \w+'s king ring: [\d.]+ attackers/ply — (\w+)", u) k = re.search(r"king: (\w+)", u) d = re.search(r"development: ([\w ]+) \(", u) return {"sac": int(m.group(1)) if m else None, "queens_traded": "queens: traded" in u, "press": p.group(1) if p else None, "castle": k.group(1) if k else None, "dev": d.group(1) if d else None} RULES = [ ("sacrifice", r"\bsacrific", lambda f: f["sac"] == 0), ("queen trade", r"trade (the |your )?queens?|swap (the |your )?queens?|queens? off|queenless", lambda f: not f["queens_traded"]), ("king attack", r"attack (the|his|her|their|black.s|white.s|enemy|opponent.s) king|king ?hunt|storm the king|" r"crash the king|mate attack", lambda f: f["press"] == "none"), ("slow development", r"slow(ly)? (to )?develop|delay(ed)? development|leave pieces (at )?home", lambda f: f["dev"] in ("very fast", "brisk")), ("never castle", r"never castle|don.t castle|skip castling|leave (your )?king in the cent", lambda f: f["castle"] in ("kingside", "queenside")), ] def score(label_sets): """label_sets: list of (card_text, {band: text}). Returns (label rate, game rate, Counter).""" c, n, bad = collections.Counter(), 0, 0 for card, labs in label_sets: f, hit = facts(card), False for b in BANDS: t = (labs.get(b) or "").lower() n += 1 for name, rx, cond in RULES: if re.search(rx, t) and cond(f): c[name] += 1 hit = True bad += hit return sum(c.values()) / max(1, n), bad / max(1, len(label_sets)), c def main(): val = {json.loads(l)["key"]: json.loads(l) for l in open(VAL)} trials = sys.argv[1:] samples = {t: {json.loads(l)["key"]: json.loads(l) for l in open(R + f"samples_{t}.jsonl")} for t in trials} keys = sorted(set.intersection(*[set(s) for s in samples.values()])) rows = [("teacher (mix)", [(val[k]["user"], val[k]["labels"]) for k in keys]), ("teacher=gemma", [(val[k]["user"], val[k]["labels"]) for k in keys if val[k]["labeler"] == "gemma"]), ("teacher=apertus", [(val[k]["user"], val[k]["labels"]) for k in keys if val[k]["labeler"] == "apertus"])] rows += [(t, [(val[k]["user"], samples[t][k]["pred"]) for k in keys]) for t in trials] print(f"| source | games | labels contradicted | games with any | breakdown |\n|---|---|---|---|---|") for name, sets in rows: lr, gr, c = score(sets) print(f"| {name} | {len(sets)} | {lr:.1%} | {gr:.0%} | " + ", ".join(f"{k} {v}" for k, v in c.most_common()) + " |") if __name__ == "__main__": main()