Pith Number

pith:2PLV6VYK

pith:2024:2PLV6VYKQIJTZVICD7RVLGPGCF

not attested not anchored not stored refs pending

Sim911: Towards Effective and Equitable 9-1-1 Dispatcher Training with an LLM-Enabled Simulation

Elizabeth Chason, Erin Wilson, Kristin Mullen, Meiyi Ma, Noah Mladenovski, Stephen Martini, Zirong Chen

arxiv:2412.16844 v3 · 2024-12-22 · 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{2PLV6VYKQIJTZVICD7RVLGPGCF}

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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

1 paper in Pith

Combining LLMs with Logic-Based Framework to Explain MCTS

Receipt and verification

First computed	2026-07-05T09:54:07.284768Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3d75f570a82133cd5021fe35599e6114a91e15e3c1c00c154e12db61dd935d9

Aliases

arxiv: 2412.16844 · arxiv_version: 2412.16844v3 · doi: 10.48550/arxiv.2412.16844 · pith_short_12: 2PLV6VYKQIJT · pith_short_16: 2PLV6VYKQIJTZVIC · pith_short_8: 2PLV6VYK

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/2PLV6VYKQIJTZVICD7RVLGPGCF \
  | 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: d3d75f570a82133cd5021fe35599e6114a91e15e3c1c00c154e12db61dd935d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96bbe81484135aca932e686693dae0565bba533324e2ccccd9c4066396eed1fc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-22T03:43:51Z",
    "title_canon_sha256": "fdf039c8e839bfcb0761bdf5be9ab40e7731becaaf255159870a8461d73073f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16844",
    "kind": "arxiv",
    "version": 3
  }
}