Pith. sign in
Pith Number

pith:74PTVZBM

pith:2025:74PTVZBMG4UGQLHPUZPNUTR6Y5
not attested not anchored not stored refs pending

Correcting Prompt Dependence in LLM Benchmarks: A Bayesian Hierarchical Model with Embedding-Space Clustering

Annie Gray, Isobel Thornton, James Bishop, Mary Llewellyn

arxiv:2510.05709 v2 · 2025-10-07 · cs.CR · cs.AI · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{74PTVZBMG4UGQLHPUZPNUTR6Y5}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.
Receipt and verification
First computed 2026-06-05T01:15:16.841830Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ff1f3ae42c3728682cefa65eda4e3ec7460dc9dce9ce1805ad7980e3e97d89bc

Aliases

arxiv: 2510.05709 · arxiv_version: 2510.05709v2 · doi: 10.48550/arxiv.2510.05709 · pith_short_12: 74PTVZBMG4UG · pith_short_16: 74PTVZBMG4UGQLHP · pith_short_8: 74PTVZBM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/74PTVZBMG4UGQLHPUZPNUTR6Y5 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: ff1f3ae42c3728682cefa65eda4e3ec7460dc9dce9ce1805ad7980e3e97d89bc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "cffdc3eb4bd170415122ef86e494fe508f316853c8a3500a2e3bd1c716a3e9e8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-10-07T09:22:22Z",
    "title_canon_sha256": "4e18b29d9f13a804e3375affd741e73cd68c186a7c9a39c801d0d03b6b16d288"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.05709",
    "kind": "arxiv",
    "version": 2
  }
}