Pith Number

pith:6U4M2BEU

pith:2025:6U4M2BEUB23OBT4FQBEQ2TMDVG

not attested not anchored not stored refs pending

Influences on LLM Calibration: A Study of Response Agreement, Loss Functions, and Prompt Styles

Benjamin Roth, Klim Zaporojets, Pedro Henrique Luz de Araujo, Yuxi Xia

arxiv:2501.03991 v1 · 2025-01-07 · 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{6U4M2BEUB23OBT4FQBEQ2TMDVG}

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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

2 papers in Pith

Diversity in Large Language Models under Supervised Fine-Tuning

Receipt and verification

First computed	2026-07-05T09:58:14.042478Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f538cd04940eb6e0cf8580490d4d83a9a234dce12ac41c26c7a4fbbe09a34212

Aliases

arxiv: 2501.03991 · arxiv_version: 2501.03991v1 · doi: 10.48550/arxiv.2501.03991 · pith_short_12: 6U4M2BEUB23O · pith_short_16: 6U4M2BEUB23OBT4F · pith_short_8: 6U4M2BEU

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/6U4M2BEUB23OBT4FQBEQ2TMDVG \
  | 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: f538cd04940eb6e0cf8580490d4d83a9a234dce12ac41c26c7a4fbbe09a34212

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a447861236afe05c07d77ae3b9e54bebc4dab835b4b2f827927ef1b816410eea",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-07T18:48:42Z",
    "title_canon_sha256": "6adcf50bbb99bf7d53a3a972f77564b96d3e83312a6318edf7680840c4bcc34b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.03991",
    "kind": "arxiv",
    "version": 1
  }
}