Pith Number

pith:VP27KNMX

pith:2024:VP27KNMXUIV2MXBGREJDWAI6LS

not attested not anchored not stored refs pending

Multicalibration for Confidence Scoring in LLMs

Aaron Roth, Gianluca Detommaso, Martin Bertran, Riccardo Fogliato

arxiv:2404.04689 v1 · 2024-04-06 · stat.ML · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VP27KNMXUIV2MXBGREJDWAI6LS}

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.

Cited by

2 papers in Pith

Multicalibration Boosting: Theory, Convergence, and Transferability

Measuring and mitigating overreliance to build human-compatible AI

Receipt and verification

First computed	2026-07-05T08:05:40.508023Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

abf5f53597a22ba65c2689123b011e5c80bbd40884f7075971fa4860848e7e5f

Aliases

arxiv: 2404.04689 · arxiv_version: 2404.04689v1 · doi: 10.48550/arxiv.2404.04689 · pith_short_12: VP27KNMXUIV2 · pith_short_16: VP27KNMXUIV2MXBG · pith_short_8: VP27KNMX

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/VP27KNMXUIV2MXBGREJDWAI6LS \
  | 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: abf5f53597a22ba65c2689123b011e5c80bbd40884f7075971fa4860848e7e5f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81c8c3eded50cf64a632bb2646a3251cafde8bfd837cde8f2803a900762c286f",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-04-06T17:33:37Z",
    "title_canon_sha256": "ddad926a62335bf250f1fe139c3b9e9b352d38f38fe3316dc5d0cfdb0ef2749a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.04689",
    "kind": "arxiv",
    "version": 1
  }
}