Pith Number

pith:HNR22YYZ

pith:2026:HNR22YYZIYCROJEJ25HZWPNDSV

not attested not anchored not stored refs pending

Identifying and Mitigating Systemic Measurement Bias in Production LLM Inference Benchmarks

Ashok Chandrasekar, Jason Kramberger

arxiv:2605.24217 v1 · 2026-05-22 · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HNR22YYZIYCROJEJ25HZWPNDSV}

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	2026-05-26T01:02:52.870459Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b63ad63194605172489d74f9b3da39548c93f45306e46583840335910809847

Aliases

arxiv: 2605.24217 · arxiv_version: 2605.24217v1 · doi: 10.48550/arxiv.2605.24217 · pith_short_12: HNR22YYZIYCR · pith_short_16: HNR22YYZIYCROJEJ · pith_short_8: HNR22YYZ

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/HNR22YYZIYCROJEJ25HZWPNDSV \
  | 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: 3b63ad63194605172489d74f9b3da39548c93f45306e46583840335910809847

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "247709f4ae0f0a71b6849f81327b157a19396a9b2b3a3ce501499fc866059aec",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-22T20:57:26Z",
    "title_canon_sha256": "c530e85a7c529cff44365f3bd75798f1536aec49b08fbd82e19ffb9704da46ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.24217",
    "kind": "arxiv",
    "version": 1
  }
}