Pith Number

pith:4V7E3LKM

pith:2024:4V7E3LKMKGQR5DNQ6WPE5GUXEZ

not attested not anchored not stored refs pending

Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph

Jiaxin Ding, Lixing Chen, Nan Cao, Pan Zhou, Shenghong Li, Yang Bai, Yang Shi, Yutong Zhang, Zhe Qu

arxiv:2411.19064 v1 · 2024-11-28 · 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{4V7E3LKMKGQR5DNQ6WPE5GUXEZ}

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	2026-07-05T09:41:56.785817Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e57e4dad4c51a11e8db0f59e4e9a972654ce1b9105cadabafeb9b5bf6a069008

Aliases

arxiv: 2411.19064 · arxiv_version: 2411.19064v1 · doi: 10.48550/arxiv.2411.19064 · pith_short_12: 4V7E3LKMKGQR · pith_short_16: 4V7E3LKMKGQR5DNQ · pith_short_8: 4V7E3LKM

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/4V7E3LKMKGQR5DNQ6WPE5GUXEZ \
  | 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: e57e4dad4c51a11e8db0f59e4e9a972654ce1b9105cadabafeb9b5bf6a069008

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f9c14f374f099b8ac636e128bdbe333e8d194b6f8e9f5619221b7fa48fce655",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-28T11:24:43Z",
    "title_canon_sha256": "29f4fdcdb94f7468abfb2df00c7068229d453eefb5c38685960e80b926cb72c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.19064",
    "kind": "arxiv",
    "version": 1
  }
}