Pith Number

pith:RSB4URMC

pith:2026:RSB4URMCAZUX2F3YOOYWICXG2U

not attested not anchored not stored refs pending

LLM Evolution as an Industry-Scale Ecosystem: A Lifecycle Perspective on Continual Learning

Chong Chen, Enneng Yang, Guojie Zhu, Hao Jiang, Jiayi Li, Li Shen, Yibin Chen, Yunkun Xu, Zhao Cao, Zifu Kou

arxiv:2606.24901 v1 · 2026-06-12 · cs.LG · 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{RSB4URMCAZUX2F3YOOYWICXG2U}

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	2026-06-25T00:17:45.583937Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c83ca458206697d177873b1640ae6d52a31d24a24f6ba5ac97915d7e6d8749c

Aliases

arxiv: 2606.24901 · arxiv_version: 2606.24901v1 · doi: 10.48550/arxiv.2606.24901 · pith_short_12: RSB4URMCAZUX · pith_short_16: RSB4URMCAZUX2F3Y · pith_short_8: RSB4URMC

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/RSB4URMCAZUX2F3YOOYWICXG2U \
  | 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: 8c83ca458206697d177873b1640ae6d52a31d24a24f6ba5ac97915d7e6d8749c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94159df570dd8507bfd37133cb9fef501e786bd2712686c813871785d141ed6c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-12T13:44:48Z",
    "title_canon_sha256": "5524a89ed263c664740b6a51fc782ea3729a3dd4badf7eb50eba524dd74c78d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.24901",
    "kind": "arxiv",
    "version": 1
  }
}