Datasets:
File size: 2,524 Bytes
25be136 5ecbe81 25be136 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 | #!/usr/bin/env python3
import argparse
import json
from pathlib import Path
def load_cases(path: Path):
cases = []
with path.open() as f:
for line in f:
line = line.strip()
if not line:
continue
cases.append(json.loads(line))
return cases
def keyword_score(query: str, text: str) -> float:
query_terms = [term.lower() for term in query.replace("?", " ").replace(",", " ").split() if len(term) >= 3]
text_lower = text.lower()
score = 0.0
for term in query_terms:
if term in text_lower:
score += 1.0
return score
def run_keyword_baseline(cases):
results = []
hits_at_1 = 0
hits_at_5 = 0
for case in cases:
scored = []
for entry in case["entries"]:
score = keyword_score(case["query"], entry["text"])
scored.append((score, entry["id"]))
scored.sort(key=lambda item: (-item[0], item[1]))
ranked_ids = [item[1] for item in scored]
relevant = set(case["relevant_ids"])
hit1 = ranked_ids[:1] and ranked_ids[0] in relevant
hit5 = any(item in relevant for item in ranked_ids[:5])
hits_at_1 += 1 if hit1 else 0
hits_at_5 += 1 if hit5 else 0
results.append({
"id": case["id"],
"adversary_type": case["adversary_type"],
"query": case["query"],
"relevant_ids": case["relevant_ids"],
"ranked_ids": ranked_ids,
"hit_at_1": bool(hit1),
"hit_at_5": bool(hit5),
})
total = len(cases) or 1
return {
"cases": len(cases),
"recall_at_1": hits_at_1 / total,
"recall_at_5": hits_at_5 / total,
"results": results,
}
def main() -> int:
parser = argparse.ArgumentParser(description="Run a simple FalseMemBench keyword baseline")
parser.add_argument("--data", default=str(Path(__file__).resolve().parents[1] / "data" / "cases.jsonl"))
parser.add_argument("--out", default="")
args = parser.parse_args()
cases = load_cases(Path(args.data))
report = run_keyword_baseline(cases)
print(json.dumps({"cases": report["cases"], "recall_at_1": report["recall_at_1"], "recall_at_5": report["recall_at_5"]}, indent=2))
if args.out:
out_path = Path(args.out)
out_path.parent.mkdir(parents=True, exist_ok=True)
out_path.write_text(json.dumps(report, indent=2))
return 0
if __name__ == "__main__":
raise SystemExit(main())
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