Pith Number

pith:DEMLLILR

pith:2026:DEMLLILRP5LCEQEX4N5O445XKH

not attested not anchored not stored refs pending

When are likely answers right? On Sequence Probability and Correctness in LLMs

Johannes Zenn, Jonas Geiping

arxiv:2606.27359 v1 · 2026-06-25 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DEMLLILRP5LCEQEX4N5O445XKH}

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	2026-06-26T01:16:19.763341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1918b5a1717f56224097e37aee73b751fc5654994666faffe91196f8c09fb97e

Aliases

arxiv: 2606.27359 · arxiv_version: 2606.27359v1 · doi: 10.48550/arxiv.2606.27359 · pith_short_12: DEMLLILRP5LC · pith_short_16: DEMLLILRP5LCEQEX · pith_short_8: DEMLLILR

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/DEMLLILRP5LCEQEX4N5O445XKH \
  | 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: 1918b5a1717f56224097e37aee73b751fc5654994666faffe91196f8c09fb97e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5a75e234b79b34732efef1275bf79229918805f48f4098777030ccc10a4ac83",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2026-06-25T17:58:02Z",
    "title_canon_sha256": "71ac78d8abc78ceab2e0f38fa280f092688515f5e229acccb23ae3e2d77c8886"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.27359",
    "kind": "arxiv",
    "version": 1
  }
}