Pith Number

pith:SJQEP3XW

pith:2025:SJQEP3XW3EFEXNW3U2GJW2JPN3

not attested not anchored not stored refs pending

Pre-training a Transformer-Based Generative Model Using a Small Sepedi Dataset

Marelie H. Davel, Simon P. Ramalepe, Thipe I. Modipa

arxiv:2501.15281 v1 · 2025-01-25 · cs.CL · cs.AI · 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{SJQEP3XW3EFEXNW3U2GJW2JPN3}

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	2026-07-05T10:05:26.759842Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

926047eef6d90a4bb6dba68c9b692f6ec2936383d05efd9d198b63802e11fd4b

Aliases

arxiv: 2501.15281 · arxiv_version: 2501.15281v1 · doi: 10.48550/arxiv.2501.15281 · pith_short_12: SJQEP3XW3EFE · pith_short_16: SJQEP3XW3EFEXNW3 · pith_short_8: SJQEP3XW

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/SJQEP3XW3EFEXNW3U2GJW2JPN3 \
  | 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: 926047eef6d90a4bb6dba68c9b692f6ec2936383d05efd9d198b63802e11fd4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "725f2592227e3447c16c5e6805441699f47ef392b225f9b443571d65e0e1b408",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-25T17:25:06Z",
    "title_canon_sha256": "2bae2ff6df8af3cc8974f2af8ae44ad79e663da27d7891ed528f2f4d3abac62d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15281",
    "kind": "arxiv",
    "version": 1
  }
}