Pith Number

pith:7D2HGAJL

pith:2024:7D2HGAJLCQIZ5YPPU2GONK3RI2

not attested not anchored not stored refs pending

A Survey of Calibration Process for Black-Box LLMs

Chen Luo, Hui Liu, Jing Huang, Jingying Zeng, Liangru Xie, Qi He, Suhang Wang, Xianfeng Tang, Yan Han, Zhen Li

arxiv:2412.12767 v1 · 2024-12-17 · cs.AI · 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{7D2HGAJLCQIZ5YPPU2GONK3RI2}

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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

A Systematic Evaluation of Black-Box Uncertainty Estimation Methods for Large Language Models

Receipt and verification

First computed	2026-07-05T09:50:38.166275Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f8f473012b14119ee1efa68ce6ab71469139c0a2bc0f1f90c464a9148bfdebf4

Aliases

arxiv: 2412.12767 · arxiv_version: 2412.12767v1 · doi: 10.48550/arxiv.2412.12767 · pith_short_12: 7D2HGAJLCQIZ · pith_short_16: 7D2HGAJLCQIZ5YPP · pith_short_8: 7D2HGAJL

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/7D2HGAJLCQIZ5YPPU2GONK3RI2 \
  | 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: f8f473012b14119ee1efa68ce6ab71469139c0a2bc0f1f90c464a9148bfdebf4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d790436fe199e2a8eccc0dc5443b52d9f75be5114ec2fe9ca318b33e96f719ad",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-17T10:31:21Z",
    "title_canon_sha256": "532260d62d12e0e0f75079c1ac51edb32e272fbb9401eeb822260f0913debed3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12767",
    "kind": "arxiv",
    "version": 1
  }
}