Pith Number

pith:DNDMRFLN

pith:2023:DNDMRFLNJ5TGQPD4W5A7HUGXOZ

not attested not anchored not stored refs pending

Calibrated Language Models Must Hallucinate

Adam Tauman Kalai, Santosh S. Vempala

arxiv:2311.14648 v3 · 2023-11-24 · 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{DNDMRFLNJ5TGQPD4W5A7HUGXOZ}

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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

SLM Finetuning for Natural Language to Domain Specific Code Generation in Production

Calibrating Model-Based Evaluation Metrics for Summarization

Receipt and verification

First computed	2026-07-05T07:58:25.110778Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b46c8956d4f66683c7cb741f3d0d7767ca1c626bcd28cf7012e7841126c2981

Aliases

arxiv: 2311.14648 · arxiv_version: 2311.14648v3 · doi: 10.48550/arxiv.2311.14648 · pith_short_12: DNDMRFLNJ5TG · pith_short_16: DNDMRFLNJ5TGQPD4 · pith_short_8: DNDMRFLN

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/DNDMRFLNJ5TGQPD4W5A7HUGXOZ \
  | 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: 1b46c8956d4f66683c7cb741f3d0d7767ca1c626bcd28cf7012e7841126c2981

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "117860ffd935ea8aab40ad6065cc74abac986b682330257423c886f9b0f50d63",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-24T18:29:50Z",
    "title_canon_sha256": "31eab38a10f5833c0db53e973e46ae6cf628ef528460125af77e65269188fd59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.14648",
    "kind": "arxiv",
    "version": 3
  }
}