Pith Number

pith:OCV6PYIZ

pith:2024:OCV6PYIZOA4HBNTPGFABMPDDVW

not attested not anchored not stored refs pending

Language Models as Continuous Self-Evolving Data Engineers

Daling Wang, Kaisong Song, Ming Wang, Peidong Wang, Shi Feng, Xiaocui Yang, Yifei Zhang, Zhiming Ma

arxiv:2412.15151 v3 · 2024-12-19 · 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{OCV6PYIZOA4HBNTPGFABMPDDVW}

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	2026-07-05T10:13:45.770702Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

70abe7e119703870b66f3140163c63ada6ea2396451325c15cd9701b23a4bac7

Aliases

arxiv: 2412.15151 · arxiv_version: 2412.15151v3 · doi: 10.48550/arxiv.2412.15151 · pith_short_12: OCV6PYIZOA4H · pith_short_16: OCV6PYIZOA4HBNTP · pith_short_8: OCV6PYIZ

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/OCV6PYIZOA4HBNTPGFABMPDDVW \
  | 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: 70abe7e119703870b66f3140163c63ada6ea2396451325c15cd9701b23a4bac7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c8435f50a5ec19d201ec348ff45e2cc67e31ef78403587214a3288c6635f76bc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-19T18:28:41Z",
    "title_canon_sha256": "809945b4762bbab6e34409c74a0eea09dfa03bc2e84a72ecf25d66117afc7baf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15151",
    "kind": "arxiv",
    "version": 3
  }
}