Pith Number

pith:4GKHZEVQ

pith:2026:4GKHZEVQNHO2QU2DVKRYRLN5HA

not attested not anchored not stored refs pending

Empirical Characterization of Inference-Time Elicited Probability Transformations in Large Language Models

Abhinav Kochar, Mike Farmer, Yugyung Lee

arxiv:2603.19262 v2 · 2026-02-26 · cs.CL · 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{4GKHZEVQNHO2QU2DVKRYRLN5HA}

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	2026-06-01T01:02:37.450023Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1947c92b069dda85343aaa388adbd383a25a14f6cbaae00aaff75f664875bfa

Aliases

arxiv: 2603.19262 · arxiv_version: 2603.19262v2 · doi: 10.48550/arxiv.2603.19262 · pith_short_12: 4GKHZEVQNHO2 · pith_short_16: 4GKHZEVQNHO2QU2D · pith_short_8: 4GKHZEVQ

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/4GKHZEVQNHO2QU2DVKRYRLN5HA \
  | 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: e1947c92b069dda85343aaa388adbd383a25a14f6cbaae00aaff75f664875bfa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea6333909b07b0ef692a11ec287c494a2b725080c153c0fee8ccbf67bb8ae2f1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-02-26T20:52:27Z",
    "title_canon_sha256": "22d334fc240cf425263f491d3ff6f9b48b28a629e97c80c5e14de1cf20805223"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.19262",
    "kind": "arxiv",
    "version": 2
  }
}