Paper Citation Record · LEDGER

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

As of 17 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 4 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 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:34:38.955293Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:54:43.029624Z

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

61 of 61 outbound references displayed

verified exact1
verified fuzzy3
unresolved52
parse uncertain0
malformed identifier3
metadata mismatch2

External citation measurements

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

Outbound references

Observation 15c004db-43b1-4197-86d9-e0cc4286b80c · outbound

This paper cites an unresolved cited work.

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

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:34:39.988135Z

Source-reported events for the cited work

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Observation 9e1c6bc3-403e-4043-abb3-00008f44fdba · outbound

This paper cites an unresolved cited work.

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

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:38.792074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 331d1d08-6c8d-4200-b71d-cb67206d29e1 · outbound

This paper cites Language Models are Few-Shot Learners.

Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL Language Models are Few-Shot Learners

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:38.795218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc58ebf4-4484-418f-a0b2-a63ce37e26ce · outbound

This paper cites an unresolved cited work.

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

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:34:39.981308Z

Source-reported events for the cited work

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Observation 540ab364-533a-4bc8-a641-be84a2c237f1 · outbound

This paper cites an unresolved cited work.

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

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:34:39.974433Z

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Observation 1efbcba6-5b5c-41f3-ada9-32c4fd3bde16 · outbound

This paper cites an unresolved cited work.

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

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:34:39.967174Z

Source-reported events for the cited work

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Observation 63abf173-3c51-4b50-92cf-a930db58be08 · outbound

This paper cites an unresolved cited work.

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

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:34:39.959344Z

Source-reported events for the cited work

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Observation f51043c8-3e73-4376-91db-b0bae4d61f07 · outbound

This paper cites an unresolved cited work.

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

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:38.810521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a49183b1-c753-40e9-be58-1193d21b422c · outbound

This paper cites an unresolved cited work.

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

Reference 9

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Source-reported events for the cited work

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This paper cites an unresolved cited work.

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

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:34:39.951871Z

Source-reported events for the cited work

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Observation a6d1fcae-9f36-4a22-9ddb-c138c3d2f81a · outbound

This paper cites an unresolved cited work.

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

Reference 11

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Source-reported events for the cited work

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Observation 4af6c17f-2a18-4cc8-909e-e5d9453d7abb · outbound

This paper cites an unresolved cited work.

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

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:34:39.944278Z

Source-reported events for the cited work

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Observation f777d7d6-a89d-4d4a-9bff-d871965ed1d8 · outbound

This paper cites an unresolved cited work.

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

Reference 13

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Source-reported events for the cited work

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This paper cites an unresolved cited work.

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

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:34:39.936885Z

Source-reported events for the cited work

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Observation 6355d2c9-93ab-4be8-80dc-140e23501f82 · outbound

This paper cites an unresolved cited work.

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

Reference 15

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Observation 6ee02266-54e7-47ce-b878-c59d14898d3d · outbound

This paper cites an unresolved cited work.

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

Reference 16

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Source-reported events for the cited work

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Observation 996c3dc4-7d1a-403b-ac7a-1ad1a37e03e0 · outbound

This paper cites Comparing large language models and human programmers for generating programming code.

Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL Comparing large language models and human programmers for generating programming code

Reference 17

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Unavailable: canonical work link unavailable.

Observation 3774f843-4cf0-4233-82ab-b6066b692990 · outbound

This paper cites an unresolved cited work.

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

Reference 18

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Observation 742086e2-f136-4017-96ca-1c408380ae37 · outbound

This paper cites an unresolved cited work.

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

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c828c8b5-4f5c-4628-bdf3-914a72e2752b · outbound

This paper cites an unresolved cited work.

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

Reference 20

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Observation d0695585-769d-404b-9dc2-ef544f48eb42 · outbound

This paper cites an unresolved cited work.

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

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:34:39.917988Z

Source-reported events for the cited work

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Observation 00aa67ea-3814-44ae-8c6f-5d2b921d20ca · outbound

This paper cites an unresolved cited work.

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

Reference 22

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Observation 524bb76e-6ccd-42d3-8c90-9456163bcf39 · outbound

This paper cites an unresolved cited work.

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

Reference 23

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Observation 6295d44a-c7f6-45b2-b7b1-b4af7ae2815a · outbound

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

Reference 24

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

Reference 25

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This paper cites Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang.

Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang

Reference 26

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

Reference 27

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Observation ba762fa3-eea5-46dd-9043-6f0fa7cf01e2 · outbound

This paper cites an unresolved cited work.

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

Reference 28

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This paper cites an unresolved cited work.

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

Reference 29

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

Reference 30

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Observation ba7169a9-4659-48ac-9e21-d4d23fa3c487 · outbound

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Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL AI-Assisted SQL Authoring at Industry Scale

Reference 31

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

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

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Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL https://huggingface.co/ datasets/gretelai/synthetic-text-to-sql

Reference 34

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Observation e3f14282-6016-448f-8e96-72ef65cbda4c · outbound

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

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

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

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

Reference 38

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This paper cites Evaluating the Text-to-SQL Capabilities of Large Language Models.

Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL Evaluating the Text-to-SQL Capabilities of Large Language Models

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

Reference 40

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This paper cites Banerjee, Saurabh Jha, Zbigniew T.

Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL Banerjee, Saurabh Jha, Zbigniew T

Reference 41

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Observation baed9208-36a5-47ba-9c59-d466d2dda3fe · outbound

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

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

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This paper cites Enhancing LLM Fine-tuning for Text-to-SQLs by SQL Quality Measurement.

Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL Enhancing LLM Fine-tuning for Text-to-SQLs by SQL Quality Measurement

Reference 44

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Observation 7b0a69a0-e344-465e-ba72-429a37cd5903 · outbound

This paper cites an unresolved cited work.

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

Reference 45

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Observation fdd72e21-a8ba-4145-8f58-3eee1f757d3b · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL Gemma 2: Improving Open Language Models at a Practical Size

Reference 46

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

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Observation 1c138dd6-74ed-44aa-85e7-5ab1f4befe86 · outbound

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

Reference 48

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Observation 38a76fb0-c8cf-4b47-8e6d-91c619dc6ba6 · outbound

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

Reference 49

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This paper cites LLaMA: Open and Efficient Foundation Language Models.

Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL LLaMA: Open and Efficient Foundation Language Models

Reference 50

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

Reference 51

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Observation 7510a4f3-cacc-4555-8dd2-dc263cc64640 · outbound

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

Reference 52

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Observation ca9320c3-b894-45f5-9453-e1866e3784a6 · outbound

This paper cites an unresolved cited work.

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

Reference 53

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Observation 9e8a6a9c-baa6-440e-bceb-f94279a7f837 · outbound

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

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

Reference 55

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Observation dc7cc1b0-bce4-420b-aa9d-4977daede939 · outbound

This paper cites an unresolved cited work.

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

Reference 56

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Observation 4561e0c3-e717-4e69-942a-d73622528f68 · outbound

This paper cites InProceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), Lun-Wei Ku, Andre Martins, and Vivek Srikumar (Eds.).

Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL InProceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), Lun-Wei Ku, Andre Martins, and Vivek Srikumar (Eds.)

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-11T22:34:38.944899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47b544da-e329-429b-b88e-3ff2a5cb23e6 · outbound

This paper cites an unresolved cited work.

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

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:34:39.755578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7884ab30-3b4c-4559-801c-8ebb151a778c · outbound

This paper cites an unresolved cited work.

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

Reference 59

Resolution: malformed identifier; raw_fallback, observed 2026-08-11T22:34:39.747833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8cf8f0d3-dfff-4ebc-aede-b4e4ffb45c76 · outbound

This paper cites In Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers).

Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL In Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:34:39.828313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a59e01e7-74d3-4b56-937b-448e6961acab · outbound

This paper cites In Proceedings of the IEEE/ACM 46th International Conference on Software Engineering (Lisbon, Portugal) (ICSE ’24).

Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL In Proceedings of the IEEE/ACM 46th International Conference on Software Engineering (Lisbon, Portugal) (ICSE ’24)

Reference 2024

Resolution: malformed identifier; no resolver link, observed 2026-08-11T22:34:38.873540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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.

Observation 9bdbfc4b-07d3-4418-8c28-1a07c8ef28a9 · inbound

Statistical Guarantees in Synthetic Data through Conformal Adversarial Generation cites this paper.

Statistical Guarantees in Synthetic Data through Conformal Adversarial Generation Chatting with Logs: An exploratory study on Finetuning LLMs for LogQL

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T10:54:43.029624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-17T06:30:58.91139+00:00.

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.