Pith Number

pith:RLQ4NY3A

pith:2023:RLQ4NY3AMAUHXDESLCCGSWN6QK

not attested not anchored not stored refs pending

An Empirical Study of NetOps Capability of Pre-Trained Large Language Models

Chao Xiang, Dan Li, Dapeng Sun, Haifeng Sun, Li Chen, Qi Zhang, Xinchi Li, Xiuting Xu, Xizheng Wang, Yanyu Ren, Yu Bai, Yukai Miao, Ziqiu Luo

arxiv:2309.05557 v3 · 2023-09-11 · cs.CL · cs.AI · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RLQ4NY3AMAUHXDESLCCGSWN6QK}

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	2026-07-05T06:52:07.447971Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ae1c6e36060287b8c9258846959be82810836a029a42f2212add73f70649d53

Aliases

arxiv: 2309.05557 · arxiv_version: 2309.05557v3 · doi: 10.48550/arxiv.2309.05557 · pith_short_12: RLQ4NY3AMAUH · pith_short_16: RLQ4NY3AMAUHXDES · pith_short_8: RLQ4NY3A

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/RLQ4NY3AMAUHXDESLCCGSWN6QK \
  | 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: 8ae1c6e36060287b8c9258846959be82810836a029a42f2212add73f70649d53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3ba11dc011bc262c7a6335638d58cfc794a9aa6055ac51259c13400418d0c9d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-09-11T15:45:40Z",
    "title_canon_sha256": "834c782101130124ba40aab8846845ff261745f88a8cf1075d6e2b91592fcc26"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.05557",
    "kind": "arxiv",
    "version": 3
  }
}