Pith Number

pith:RNLXS2AB

pith:2025:RNLXS2ABLUR2GE4EKRJ2QCLIGC

not attested not anchored not stored refs pending

Do Large Language Model Benchmarks Test Reliability?

Aleksander Madry, Edward Vendrow, Joshua Vendrow, Sara Beery

arxiv:2502.03461 v1 · 2025-02-05 · cs.LG · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RNLXS2ABLUR2GE4EKRJ2QCLIGC}

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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.

Cited by

10 papers in Pith

Flaws in the LLM Automation Narrative

Auditing LLM Benchmarks with Item Response Theory

Position: AI Evaluations Should be Grounded on a Theory of Capability

Benchmarking Misuse Mitigation Against Covert Adversaries

League of LLMs: A Benchmark-Free Paradigm for Mutual Evaluation of Large Language Models

Receipt and verification

First computed	2026-07-05T10:10:05.162366Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b577968015d23a313845453a8096830ab9ae4b3edbf82a737c9ca1bd39932d8

Aliases

arxiv: 2502.03461 · arxiv_version: 2502.03461v1 · doi: 10.48550/arxiv.2502.03461 · pith_short_12: RNLXS2ABLUR2 · pith_short_16: RNLXS2ABLUR2GE4E · pith_short_8: RNLXS2AB

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/RNLXS2ABLUR2GE4EKRJ2QCLIGC \
  | 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: 8b577968015d23a313845453a8096830ab9ae4b3edbf82a737c9ca1bd39932d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84cd242cad3f6fe6fc1e316e73df4c4af983600be05336c97a1389ce6d8236ea",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-05T18:58:19Z",
    "title_canon_sha256": "4a598477aa05860d6cb0d33ccda774fb1210023a3e8b6090550b4ce8301ca53c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.03461",
    "kind": "arxiv",
    "version": 1
  }
}