Pith Number

pith:YQCAPNL5

pith:2026:YQCAPNL52FXP7VZR6FJ7UNXU5B

not attested not anchored not stored refs pending

Self-Evaluation Is Already There: Eliciting Latent Judge Calibration in Base LLMs with Minimal Data

Junfeng Fang, XiuYu Zhang, Yi Shan, Zhenkai Liang

arxiv:2606.05122 v1 · 2026-06-03 · 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{YQCAPNL52FXP7VZR6FJ7UNXU5B}

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	2026-06-04T01:10:07.222304Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c40407b57dd16effd731f153fa36f4e8422d4bfffc1fad4864e7b46201406613

Aliases

arxiv: 2606.05122 · arxiv_version: 2606.05122v1 · doi: 10.48550/arxiv.2606.05122 · pith_short_12: YQCAPNL52FXP · pith_short_16: YQCAPNL52FXP7VZR · pith_short_8: YQCAPNL5

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/YQCAPNL52FXP7VZR6FJ7UNXU5B \
  | 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: c40407b57dd16effd731f153fa36f4e8422d4bfffc1fad4864e7b46201406613

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "60b484058794e4ea407f5ff72619c7b1c3728cfea5986cc205db545da0cade4e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-03T17:27:16Z",
    "title_canon_sha256": "d6160d00f9bfca3258d8bd5aef38fcbb5eeca0728a71b4c58ec7616170a21960"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.05122",
    "kind": "arxiv",
    "version": 1
  }
}