Pith Number

pith:6ITC2NIO

pith:2025:6ITC2NIOLKRDKOWJYGETFJTGVV

not attested not anchored not stored refs pending

Distribution-Calibrated Inference Time Compute for Thinking LLM-as-a-Judge

Firas Trabelsi, Hamid Dadkhahi, Juraj Juraska, Mehdi Mirzazadeh, Parker Riley

arxiv:2512.03019 v2 · 2025-12-02 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6ITC2NIOLKRDKOWJYGETFJTGVV}

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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

1 paper in Pith

Calibrate, Don't Curate: Label-Efficient Estimation from Noisy LLM Judges

Receipt and verification

First computed	2026-06-03T01:05:07.912028Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f2262d350e5aa2353ac9c18932a666ad7bc1f578492671ccf3c6ac5f9606abf3

Aliases

arxiv: 2512.03019 · arxiv_version: 2512.03019v2 · doi: 10.48550/arxiv.2512.03019 · pith_short_12: 6ITC2NIOLKRD · pith_short_16: 6ITC2NIOLKRDKOWJ · pith_short_8: 6ITC2NIO

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/6ITC2NIOLKRDKOWJYGETFJTGVV \
  | 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: f2262d350e5aa2353ac9c18932a666ad7bc1f578492671ccf3c6ac5f9606abf3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff17e301b4ffc9f39db33e4acad6f08ec12135dd490ed93e859d13689f37e474",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-02T18:46:47Z",
    "title_canon_sha256": "24b792f93236eb3073712ede427c71ab8bafd9883504680df0632e9d528131d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.03019",
    "kind": "arxiv",
    "version": 2
  }
}