Pith Number

pith:DLLN3PK3

pith:2024:DLLN3PK3HJ3VO2EQ3PXT2YEYM7

not attested not anchored not stored refs pending

Adapting Large Language Models to Log Analysis with Interpretable Domain Knowledge

Boxing Chen, Feiyu Yao, Minggui He, Shenglin Zhang, Shimin Tao, Su Chang, Weibin Meng, Xiaofeng Zhao, Xinhua Yang, Yilun Liu, Yongqian Sun, Yuhe Ji, Yuming Xie

arxiv:2412.01377 v2 · 2024-12-02 · cs.CL · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DLLN3PK3HJ3VO2EQ3PXT2YEYM7}

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	2026-07-05T11:59:09.469900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ad6ddbd5b3a77576890dbef3d609867cb701a7f95b11c1044446e3985a0dc93

Aliases

arxiv: 2412.01377 · arxiv_version: 2412.01377v2 · doi: 10.48550/arxiv.2412.01377 · pith_short_12: DLLN3PK3HJ3V · pith_short_16: DLLN3PK3HJ3VO2EQ · pith_short_8: DLLN3PK3

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/DLLN3PK3HJ3VO2EQ3PXT2YEYM7 \
  | 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: 1ad6ddbd5b3a77576890dbef3d609867cb701a7f95b11c1044446e3985a0dc93

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b1904c44b215784b2a8bf05eeaa4ece1fda411a92c4f7187c12f245ba8c677c9",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-02T11:05:31Z",
    "title_canon_sha256": "d4910c94a8fa18aeb3addec29e4f6c941c4e5cbc7bff005e4e5bc34e30f8332e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01377",
    "kind": "arxiv",
    "version": 2
  }
}