Pith Number

pith:JEMWYHG5

pith:2024:JEMWYHG5QGQH73RQPNY3CLLCQC

not attested not anchored not stored refs pending

An Overview and Discussion of the Suitability of Existing Speech Datasets to Train Machine Learning Models for Collective Problem Solving

Alex Doboli, Gnaneswar Villuri

arxiv:2412.18489 v1 · 2024-12-24 · cs.LG · 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{JEMWYHG5QGQH73RQPNY3CLLCQC}

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	2026-07-05T09:53:56.596761Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49196c1cdd81a07fee307b71b12d6280bd24ce355d572da0a6dcd168aa80d3e6

Aliases

arxiv: 2412.18489 · arxiv_version: 2412.18489v1 · doi: 10.48550/arxiv.2412.18489 · pith_short_12: JEMWYHG5QGQH · pith_short_16: JEMWYHG5QGQH73RQ · pith_short_8: JEMWYHG5

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/JEMWYHG5QGQH73RQPNY3CLLCQC \
  | 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: 49196c1cdd81a07fee307b71b12d6280bd24ce355d572da0a6dcd168aa80d3e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "417633df3f289c39016f207e65c629f688a88d368a2c8155f261e0c8888884c4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-24T15:22:10Z",
    "title_canon_sha256": "554a75bd6bb6482c4c3e447ad721f446592a3d2fa17925db42583d34267cb564"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18489",
    "kind": "arxiv",
    "version": 1
  }
}