Pith Number

pith:EP4WLZNG

pith:2024:EP4WLZNG4KXSM32KEI2ZX6QNEB

not attested not anchored not stored refs pending

LogLM: From Task-based to Instruction-based Automated Log Analysis

Boxing Chen, Hao Yang, Minggui He, Shenglin Zhang, Shimin Tao, Weibin Meng, Yilun Liu, Yongqian Sun, Yuhe Ji, Yuming Xie

arxiv:2410.09352 v2 · 2024-10-12 · cs.SE · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EP4WLZNG4KXSM32KEI2ZX6QNEB}

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

Can Large Language Models Generate Observability-Aware Code?

Towards In-Depth Root Cause Localization for Microservices with Multi-Agent Recursion-of-Thought

E2E-REME: Towards End-to-End Microservices Auto-Remediation via Experience-Simulation Reinforcement Fine-Tuning

Receipt and verification

First computed	2026-07-05T09:59:00.434203Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

23f965e5a6e2af266f4a22359bfa0d2060094d4b4d90b6c1c6ddfbeadeec7a3b

Aliases

arxiv: 2410.09352 · arxiv_version: 2410.09352v2 · doi: 10.48550/arxiv.2410.09352 · pith_short_12: EP4WLZNG4KXS · pith_short_16: EP4WLZNG4KXSM32K · pith_short_8: EP4WLZNG

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/EP4WLZNG4KXSM32KEI2ZX6QNEB \
  | 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: 23f965e5a6e2af266f4a22359bfa0d2060094d4b4d90b6c1c6ddfbeadeec7a3b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bbb74018ba65c2ba218b19ccb94fdb2d44e9a584ed018d86df13081eac9c8f56",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-10-12T03:36:52Z",
    "title_canon_sha256": "9960d8282068e7785eb3760cb52d84f02c543432cd68ab857ccc31978dc8e3b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09352",
    "kind": "arxiv",
    "version": 2
  }
}