Pith Number

pith:ZZC2RY6F

pith:2023:ZZC2RY6F3VZIYMW7LX6R3H37GV

not attested not anchored not stored refs pending

Pre-training LLMs using human-like development data corpus

Khushi Bhardwaj, Raj Sanjay Shah, Sashank Varma

arxiv:2311.04666 v4 · 2023-11-08 · 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{ZZC2RY6F3VZIYMW7LX6R3H37GV}

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

1 paper in Pith

The potential -- and the pitfalls -- of using pre-trained language models as cognitive science theories

Receipt and verification

First computed	2026-07-05T07:31:55.243956Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce45a8e3c5dd728c32df5dfd1d9f7f356c041e90c2765a43a960df5bcbd870e1

Aliases

arxiv: 2311.04666 · arxiv_version: 2311.04666v4 · doi: 10.48550/arxiv.2311.04666 · pith_short_12: ZZC2RY6F3VZI · pith_short_16: ZZC2RY6F3VZIYMW7 · pith_short_8: ZZC2RY6F

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/ZZC2RY6F3VZIYMW7LX6R3H37GV \
  | 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: ce45a8e3c5dd728c32df5dfd1d9f7f356c041e90c2765a43a960df5bcbd870e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a4ef5f1c6dde79b11b04518e98644810acefdd363056e3f34b39e2f4b265e15",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-08T13:13:23Z",
    "title_canon_sha256": "f69a6af2433fc4ba0f6133121d80d8f8906c291c245557eb75286c1f7806dc53"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.04666",
    "kind": "arxiv",
    "version": 4
  }
}