Pith Number

pith:24IQCLWZ

pith:2021:24IQCLWZYWZWI7J7OK5WFJTXJY

not attested not anchored not stored refs pending

Knowledge Inheritance for Pre-trained Language Models

Jiajie Zhang, Jie Zhou, Jing Yi, Maosong Sun, Peng Li, Xu Han, Yankai Lin, Yujia Qin, Yusheng Su, Zhengyan Zhang, Zhiyuan Liu

arxiv:2105.13880 v2 · 2021-05-28 · 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{24IQCLWZYWZWI7J7OK5WFJTXJY}

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

3 papers in Pith

Enhancing Chat Language Models by Scaling High-quality Instructional Conversations

When is Warmstarting Effective for Scaling Language Models?

The Master Key Hypothesis: Unlocking Cross-Model Capability Transfer via Linear Subspace Alignment

Receipt and verification

First computed	2026-07-05T04:17:35.323652Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d711012ed9c5b3647d3f72bb62a6774e2ff8de8e89283a8b49fb65cf008f2e84

Aliases

arxiv: 2105.13880 · arxiv_version: 2105.13880v2 · doi: 10.48550/arxiv.2105.13880 · pith_short_12: 24IQCLWZYWZW · pith_short_16: 24IQCLWZYWZWI7J7 · pith_short_8: 24IQCLWZ

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/24IQCLWZYWZWI7J7OK5WFJTXJY \
  | 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: d711012ed9c5b3647d3f72bb62a6774e2ff8de8e89283a8b49fb65cf008f2e84

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e6f4b597544c2cf05ccf93a2d8fdf79fb7b44a15d55b6bb911a1412403be955",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-05-28T14:43:26Z",
    "title_canon_sha256": "1175b01442cf9a744f53d8bb528001ae881ef0b78f351157578ede79beac8b23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.13880",
    "kind": "arxiv",
    "version": 2
  }
}