Pith Number

pith:B6DBS43R

pith:2023:B6DBS43RZDN4PDPIYY3DX3AKDN

not attested not anchored not stored refs pending

Ziya2: Data-centric Learning is All LLMs Need

Dixiang Zhang, Hao Wang, Jiaxing Zhang, Junqing He, Junyu Lu, Kunhao Pan, Ping Yang, Qi Yang, Renliang Sun, Ruyi Gan, Xiaojun Wu, Yan Song, Yuanhe Tian, Ziwei Wu

arxiv:2311.03301 v2 · 2023-11-06 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B6DBS43RZDN4PDPIYY3DX3AKDN}

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	2026-07-05T08:04:15.775838Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f86197371c8dbc78de8c6363bec0a1b52422267ff438e43dd3835b8e3dacc1e

Aliases

arxiv: 2311.03301 · arxiv_version: 2311.03301v2 · doi: 10.48550/arxiv.2311.03301 · pith_short_12: B6DBS43RZDN4 · pith_short_16: B6DBS43RZDN4PDPI · pith_short_8: B6DBS43R

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/B6DBS43RZDN4PDPIYY3DX3AKDN \
  | 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: 0f86197371c8dbc78de8c6363bec0a1b52422267ff438e43dd3835b8e3dacc1e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dac15f7088fe4ee33fa1ef3f7515230d4b760ab2e9e5fc82e44703344addd8aa",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-06T17:49:34Z",
    "title_canon_sha256": "2d0b49a0bcf4cd149fbb920ee1012fe08714b013e600abf96bf69772cc7164a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.03301",
    "kind": "arxiv",
    "version": 2
  }
}