Pith Number

pith:LQMTR2Z5

pith:2024:LQMTR2Z5FEIFFR6UQE4CQJFDPS

not attested not anchored not stored refs pending

Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL

Andreas Z\"ufle, Avani Wildani, Ishan Sharma, Jos\'e Cambronero, Kaustubh Dhole, Siddharth Balyan, Vaastav Anand, Vishwanath Seshagiri

arxiv:2412.03612 v1 · 2024-12-04 · cs.DB · cs.AI · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LQMTR2Z5FEIFFR6UQE4CQJFDPS}

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

1 paper in Pith

LogCopilot: Automating Log Aggregation Analysis through Large Language Models

Receipt and verification

First computed	2026-07-05T09:44:38.974530Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c1938eb3d291052c7d481382824a37ca47dfaceef6ed46d77dba0e81220e69a

Aliases

arxiv: 2412.03612 · arxiv_version: 2412.03612v1 · doi: 10.48550/arxiv.2412.03612 · pith_short_12: LQMTR2Z5FEIF · pith_short_16: LQMTR2Z5FEIFFR6U · pith_short_8: LQMTR2Z5

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/LQMTR2Z5FEIFFR6UQE4CQJFDPS \
  | 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: 5c1938eb3d291052c7d481382824a37ca47dfaceef6ed46d77dba0e81220e69a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fcf79a1f95267b055287c4b22fe467c85edb346470c0e64148f44c8b773073ac",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.PL"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.DB",
    "submitted_at": "2024-12-04T14:06:24Z",
    "title_canon_sha256": "3fcd13641f207e837a4c251a0ef94b1c61b7c368ffa88f0952ccf350fef04195"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03612",
    "kind": "arxiv",
    "version": 1
  }
}