Pith Number

pith:ZOFLN7TK

pith:2025:ZOFLN7TKFDEAEDMONKLNJM5FAU

not attested not anchored not stored refs pending

Human-Alignment and Calibration of Inference-Time Uncertainty in Large Language Models

Daryl Watson, Jesse Roberts, Kyle Moore

arxiv:2508.08204 v2 · 2025-08-11 · 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{ZOFLN7TKFDEAEDMONKLNJM5FAU}

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	2026-06-01T01:02:18.692027Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb8ab6fe6a28c8020d8e6a96d4b3a5051540f0d2812bd8005030a6f8bf952796

Aliases

arxiv: 2508.08204 · arxiv_version: 2508.08204v2 · doi: 10.48550/arxiv.2508.08204 · pith_short_12: ZOFLN7TKFDEA · pith_short_16: ZOFLN7TKFDEAEDMO · pith_short_8: ZOFLN7TK

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/ZOFLN7TKFDEAEDMONKLNJM5FAU \
  | 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: cb8ab6fe6a28c8020d8e6a96d4b3a5051540f0d2812bd8005030a6f8bf952796

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c98476fccbd1df58e9e8e9679e7413ed8480482be19f05d823030f355ac6cae0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-11T17:22:45Z",
    "title_canon_sha256": "cbf6bc4bb0800fed96f8d28005884900a9da7a4120c169f316a8cd32ec3e5e0f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.08204",
    "kind": "arxiv",
    "version": 2
  }
}