Pith. sign in

Paper Citation Record · LEDGER

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

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2412.03612.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.03612 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T17:11:57.862605Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 095f49d1-a6da-492b-9b71-6d2eed4f68c6 · inbound

Intent-based System Design and Operation cites this paper.

Intent-based System Design and Operation Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-08T17:11:57.862605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:11:57.862605Z digest=sha256:2751cb8930e2d1735abed2a630e8b0b3dc2ec5fc4c5c4367380468a2260169d1

Observation 0c5c8229-2531-4537-a29c-0657c2954678 · inbound

LogCopilot: Automating Log Aggregation Analysis through Large Language Models cites this paper.

LogCopilot: Automating Log Aggregation Analysis through Large Language Models Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-06-27T04:20:31.841094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-27T04:19:22.844388Z digest=sha256:db0ae3e284f07b0ebfc32db6af84a8e45bb2b58ac357f880fcc8aa0261903037

Observation ab40efd4-f028-468d-96df-fc6200d0c744 · inbound

LogNLQ: Natural-Language Log Querying with Parser-Induced and Semantically Grounded Schemas cites this paper.

LogNLQ: Natural-Language Log Querying with Parser-Induced and Semantically Grounded Schemas Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL

Reference 25

Resolution
unresolved
no resolver link, observed 2026-07-11T23:16:33.804498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T23:16:33.804498Z digest=sha256:c7c4efe43f2516ccd6530bcebb7ddc581c12c6f8224f58f05aa7497034a93249