Pith Number

pith:5MRB2EXT

pith:2026:5MRB2EXT2LNF2U2GOZFKGXTWT3

not attested not anchored not stored refs pending

Aligning LLMs with Human Uncertainty: A Beta-Bernoulli Calibrator for LLM Forecasting

Hui Dai, Mengye Ren, Parsa Torabian, Ryan Teehan

arxiv:2605.27668 v1 · 2026-05-26 · cs.LG · 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{5MRB2EXT2LNF2U2GOZFKGXTWT3}

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	2026-05-28T01:04:45.764461Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eb221d12f3d2da5d5346764aa35e769ef692a8e7c90e4bafe286ca9aef14ef07

Aliases

arxiv: 2605.27668 · arxiv_version: 2605.27668v1 · doi: 10.48550/arxiv.2605.27668 · pith_short_12: 5MRB2EXT2LNF · pith_short_16: 5MRB2EXT2LNF2U2G · pith_short_8: 5MRB2EXT

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/5MRB2EXT2LNF2U2GOZFKGXTWT3 \
  | 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: eb221d12f3d2da5d5346764aa35e769ef692a8e7c90e4bafe286ca9aef14ef07

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "05b63f29ad6120590493094654757c01eef8f7c7bcaaf0d5f7636c4c8ea23b90",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-26T20:39:33Z",
    "title_canon_sha256": "0e5efc006324f7ec15500f4911f5b47455ac09f1250724f03c6791e22003a82b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.27668",
    "kind": "arxiv",
    "version": 1
  }
}