Pith Number

pith:TLFP23C2

pith:2024:TLFP23C2YS7GNDRFQ2IDVEMPPZ

not attested not anchored not stored refs pending

Beyond Metrics: A Critical Analysis of the Variability in Large Language Model Evaluation Frameworks

Cl\'ement Christophe, Marco AF Pimentel, Prateek Munjal, Praveen K Kanithi, Shadab Khan, Tathagata Raha

arxiv:2407.21072 v1 · 2024-07-29 · cs.AI · 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{TLFP23C2YS7GNDRFQ2IDVEMPPZ}

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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.

Receipt and verification

First computed	2026-07-05T08:50:33.605485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9acafd6c5ac4be668e2586903a918f7e77e59ecd2b9b2d0f2f6fc4cf4ec620d5

Aliases

arxiv: 2407.21072 · arxiv_version: 2407.21072v1 · doi: 10.48550/arxiv.2407.21072 · pith_short_12: TLFP23C2YS7G · pith_short_16: TLFP23C2YS7GNDRF · pith_short_8: TLFP23C2

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/TLFP23C2YS7GNDRFQ2IDVEMPPZ \
  | 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: 9acafd6c5ac4be668e2586903a918f7e77e59ecd2b9b2d0f2f6fc4cf4ec620d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "592d49540a47349452af123f97aa2f9618b1c64e81734bebb3dc7b7fcaa3484d",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-29T03:37:14Z",
    "title_canon_sha256": "24085bf89526a6c2c5ab77b2e0c90960577e0063f50ac940ab18a587346accec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.21072",
    "kind": "arxiv",
    "version": 1
  }
}