Paper Citation Record · LEDGER

LLM-based event log analysis techniques: A survey

As of 20 August 2026, this Paper Citation Record lists 100 of 103 outbound references and 9 inbound Pith citation observations for arXiv:2502.00677.

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

pith.paper-citation-record.v1
2502.00677 v1

Coverage vector

measured 100 of 103 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T18:11:46.716984Z

measured 109 of 109 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:36:41.305365Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T05:27:40.512659Z

Reference resolution

100 of 103 outbound references displayed

verified exact9
verified fuzzy2
unresolved89
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 80695111-857e-431e-b523-ab3db57e82ac · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.259036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cebf187-caa5-4a87-8302-45f94f538e07 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.265871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d2c87fd-d174-4edb-b7a3-0aa14757d417 · outbound

This paper cites HuntGPT: Integrating Machine Learning-Based Anomaly Detection and Explainable AI with Large Language Models (LLMs).

LLM-based event log analysis techniques: A survey HuntGPT: Integrating Machine Learning-Based Anomaly Detection and Explainable AI with Large Language Models (LLMs)

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.270770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff8e951f-a30f-4ebc-845f-1aaf059dc737 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.275744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31c0844e-5848-440a-b90d-d86ff6a598cb · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.284500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 220e1a30-10b5-43f2-a523-eafe4cd88b1a · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.289172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation feb50a58-0944-4b8e-86bb-6b26a3d8e200 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.294078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f893a63-f964-473a-8058-acda4a2ab5ad · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.298670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04ec83c3-82df-426f-9a4a-4aeae02332f3 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.303465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0a7f55a-7cf0-4519-a750-51327b066331 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.308796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3beec997-c1f4-4ba9-9fbd-368dd0cbfae3 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.313063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d45864e4-59af-4eeb-b127-2d9b9580ffc3 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.317461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 326aaeaf-3cb1-44f8-a0f2-b223cf0a5124 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.322165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06a2df50-59d4-4494-86fe-b2759d5e039f · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.326298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 447df16c-9e1d-491a-b1da-b77047d68c76 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.330552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f70c422-34ba-4e24-9514-c8dc47745ee9 · outbound

This paper cites Extracting Structured Insights from Financial News: An Augmented LLM Driven Approach.

LLM-based event log analysis techniques: A survey Extracting Structured Insights from Financial News: An Augmented LLM Driven Approach

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.335057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b76362e5-3c09-4902-8172-2569b0b5d185 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.339957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53b07385-b4e8-4a7d-86ac-3e2a1764affb · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.344350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a33bd653-9f26-4303-afbf-24df2676bf90 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.348802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de56bf46-b375-4379-bb86-64ce0e772d22 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.353113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f9a984f-3d01-4fb5-9357-5f834313b85f · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.357506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d5df64a-ab62-41fe-ab0d-45d706bdde4e · outbound

This paper cites Distributed Threat Intelligence at the Edge Devices: A Large Language Model-Driven Approach.

LLM-based event log analysis techniques: A survey Distributed Threat Intelligence at the Edge Devices: A Large Language Model-Driven Approach

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-08-09T18:11:48.070065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 10937f14-2371-47b3-a7b9-372e79c65fd9 · outbound

This paper cites arXiv preprint arXiv:2406.07467 (2024).

LLM-based event log analysis techniques: A survey arXiv preprint arXiv:2406.07467 (2024)

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.361903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e4831a8-c4b6-401f-89f2-47da639bf382 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.376194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05789d80-b7f0-47a3-a00f-1a4fffcd8e28 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.371181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a075c415-3391-4798-b110-a2893a17932c · outbound

This paper cites LUNAR: Unsupervised LLM-based Log Parsing.

LLM-based event log analysis techniques: A survey LUNAR: Unsupervised LLM-based Log Parsing

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-09T18:11:48.032107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 25cfd204-734e-404a-935a-1c35cb64cb3a · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.380524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf174d16-2ce0-4e8b-875a-ea9009fb8e75 · outbound

This paper cites Towards Explainable Network Intrusion Detection using Large Language Models.

LLM-based event log analysis techniques: A survey Towards Explainable Network Intrusion Detection using Large Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.384950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eef6e464-1b81-484e-910d-3b599029e618 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 29

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T18:11:47.989832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1d9d07e7-0289-449e-a727-b38bf07bb107 · outbound

This paper cites Demystifying and Extracting Fault-indicating Information from Logs for Failure Diagnosis.

LLM-based event log analysis techniques: A survey Demystifying and Extracting Fault-indicating Information from Logs for Failure Diagnosis

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-09T18:11:48.010410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f02a5de0-76f2-4d33-bd4a-fe039963f953 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.399006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cda81d4b-0b47-435a-8106-0a95b2c2a184 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.732529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e5905778-c937-4673-8709-6461b201f204 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.407489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b75800c7-e9b4-473d-996f-e18367b7bfc0 · outbound

This paper cites LILAC: Log Parsing using LLMs with Adaptive Parsing Cache.

LLM-based event log analysis techniques: A survey LILAC: Log Parsing using LLMs with Adaptive Parsing Cache

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.412047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99e7ed2c-6e63-444b-8394-1461387c2056 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.746573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5e0b3112-7946-4186-9c22-cf285c89e289 · outbound

This paper cites Large Language Models for Anomaly Detection in Computational Workflows: from Supervised Fine-Tuning to In-Context Learning.

LLM-based event log analysis techniques: A survey Large Language Models for Anomaly Detection in Computational Workflows: from Supervised Fine-Tuning to In-Context Learning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.421669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 647f8291-7582-4aef-8c73-5563463efb87 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.673937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ac12ce3c-dc77-4672-8ffa-f6c0de6f2a9d · outbound

This paper cites Cyber Sentinel: Exploring Conversational Agents in Streamlining Security Tasks with GPT-4.

LLM-based event log analysis techniques: A survey Cyber Sentinel: Exploring Conversational Agents in Streamlining Security Tasks with GPT-4

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.430350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da61da70-4240-4490-b541-1a05ee7d44ab · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.717180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6534a11a-7378-4658-82a4-33ac22cb979a · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.701500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 458ec92c-b20d-4cb6-9636-321a10d9cee6 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.687459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9051876f-8c69-4703-8180-1e6ec2ba427f · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.605452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 35a8fa12-a7a8-4216-a784-178597d7005a · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.659517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ec0a191a-c7d3-416b-8366-2c8e05fa6545 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.645515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 90adab08-7b1f-459c-b5fe-05c07e324cad · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.631639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2c5cfa9f-e639-4da6-9a66-6c3e56cedd16 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.618671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation dc10af88-60ed-4a51-a425-2e43c59bc883 · outbound

This paper cites LibreLog: Accurate and Efficient Unsupervised Log Parsing Using Open-Source Large Language Models.

LLM-based event log analysis techniques: A survey LibreLog: Accurate and Efficient Unsupervised Log Parsing Using Open-Source Large Language Models

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.496304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d414629a-5da6-4aa1-a8a2-65da0f22c9b0 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.591523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1bde4bfe-691b-46ee-a438-00bc9d2e3ea0 · outbound

This paper cites In NeurIPS 2024 Workshop on Open-Ended Learning.

LLM-based event log analysis techniques: A survey In NeurIPS 2024 Workshop on Open-Ended Learning

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T18:11:49.577511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 977bd59b-caf5-48f0-9b32-c736bec15d6d · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.564039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 97072b68-f4c7-40f7-a48d-9c6257e9c3b5 · outbound

This paper cites What Makes Good In-Context Examples for GPT-$3$?.

LLM-based event log analysis techniques: A survey What Makes Good In-Context Examples for GPT-$3$?

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.487521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa981057-a6e6-4a77-8190-d16b94bdad7e · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.550632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 46c4a6a7-c867-407b-87ea-c6eea67cb37d · outbound

This paper cites M¨ antyl¨ a, Yuqing Wang, and Jesse Nyyss¨ ol¨ a.

LLM-based event log analysis techniques: A survey M¨ antyl¨ a, Yuqing Wang, and Jesse Nyyss¨ ol¨ a

Reference 53

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T18:11:47.724561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ddb1382f-1c85-4422-8d68-1aee4388f410 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.536852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 909e58ee-eca5-49c3-87b2-6beb284a8a42 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.523230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 331845c8-f338-4f95-b237-62a56dad85c5 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.508985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7e9a2a24-6195-42ec-8d40-a1b5354207de · outbound

This paper cites GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models.

LLM-based event log analysis techniques: A survey GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.513869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10de1cfa-400b-41b3-86e5-3269ad48d4fe · outbound

This paper cites CrashEventLLM: Predicting System Crashes with Large Language Models.

LLM-based event log analysis techniques: A survey CrashEventLLM: Predicting System Crashes with Large Language Models

Reference 58

Resolution: verified exact; local_arxiv, observed 2026-08-09T18:11:47.746809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0fbd1442-9f95-49ee-836a-ac22ff389422 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.439018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 68722751-1905-4de1-902b-18b224b5b695 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.494063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 33df5f15-33d1-4f84-8902-4f8374870f51 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.480200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cc40f7ca-f73f-460d-8213-b3e8e8ccd7ff · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.466134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3d88bde0-ea82-48b9-b831-7338928bc81f · outbound

This paper cites Byte Latent Transformer: Patches Scale Better Than Tokens.

LLM-based event log analysis techniques: A survey Byte Latent Transformer: Patches Scale Better Than Tokens

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.540034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87c0e579-c792-41e0-b034-d562aa83d725 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.452214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation babff08c-b42e-462f-836e-bd730d701057 · outbound

This paper cites Transfer Learning in Pre-Trained Large Language Models for Malware Detection Based on System Calls.

LLM-based event log analysis techniques: A survey Transfer Learning in Pre-Trained Large Language Models for Malware Detection Based on System Calls

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.580075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2330e67c-0862-4ac7-b000-a52dd15f06c5 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.425109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9d2960c3-7e04-474d-925f-887f0ba58455 · outbound

This paper cites Audit-LLM: Multi-Agent Collaboration for Log-based Insider Threat Detection.

LLM-based event log analysis techniques: A survey Audit-LLM: Multi-Agent Collaboration for Log-based Insider Threat Detection

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.593577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37b56850-0ff9-4503-b0b2-0ed3a435fdf2 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.396846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 08042239-790e-4b53-9eaa-408a9c1825c2 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.383036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fa594d78-77b3-43a0-9f1e-7729173ce4ce · outbound

This paper cites QuaLLM: An LLM-based Framework to Extract Quantitative Insights from Online Forums.

LLM-based event log analysis techniques: A survey QuaLLM: An LLM-based Framework to Extract Quantitative Insights from Online Forums

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.570858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 608f8f91-7be4-4328-9576-148c100c45cc · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 71

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T18:11:47.494606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 19a89794-d91c-4228-be61-d496886cb9f5 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.301200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ca28d883-5b1b-4cef-bef4-a95c6173353c · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.369579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8cd4b4c7-9e85-4d96-ad01-ac377bc22539 · outbound

This paper cites In Proceedings of the 33rd ACM SIGSOFT In- ternational Symposium on Software Testing and Analysis.

LLM-based event log analysis techniques: A survey In Proceedings of the 33rd ACM SIGSOFT In- ternational Symposium on Software Testing and Analysis

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T18:11:49.355657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fc7b1a29-0617-4ae0-97dd-85b9927c80a4 · outbound

This paper cites Pandora's White-Box: Precise Training Data Detection and Extraction in Large Language Models.

LLM-based event log analysis techniques: A survey Pandora's White-Box: Precise Training Data Detection and Extraction in Large Language Models

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.631628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e19ad5c8-4656-4d56-b81e-6e70dc629455 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.341957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c172194b-c4f6-4c29-aee8-7eec29c92056 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.328405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 50fad3d9-dd08-41ab-9716-081d3e25488b · outbound

This paper cites Reinforcement Learning in the Era of LLMs: What is Essential? What is needed? An RL Perspective on RLHF, Prompting, and Beyond.

LLM-based event log analysis techniques: A survey Reinforcement Learning in the Era of LLMs: What is Essential? What is needed? An RL Perspective on RLHF, Prompting, and Beyond

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.606183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c5d038a-b335-49cf-b86b-709cf9adb373 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.314572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4fabc1d7-8301-46cf-b492-2ce2b05b407f · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.257130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 138d49dc-f8ee-42d3-b173-aa09ca185648 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.287286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 915425bb-a731-4196-95c4-a69bec79c16f · outbound

This paper cites HELP: Hierarchical Embeddings-based Log Parsing.

LLM-based event log analysis techniques: A survey HELP: Hierarchical Embeddings-based Log Parsing

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.663326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 662993f9-be22-463a-9f48-9eac91eda84d · outbound

This paper cites Using Large Language Models for Template Detection from Security Event Logs.

LLM-based event log analysis techniques: A survey Using Large Language Models for Template Detection from Security Event Logs

Reference 83

Resolution: verified exact; local_arxiv, observed 2026-08-09T18:11:47.115440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f8533741-6726-4887-bb16-70e5f0be0389 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.215076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6196d35a-6e18-4601-8993-e838e50bb2d8 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.272764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4c869465-504d-4e51-b109-47e47852a8d9 · outbound

This paper cites A Survey on Large Language Models for Recommendation.

LLM-based event log analysis techniques: A survey A Survey on Large Language Models for Recommendation

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.640617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 831366fe-bb62-48a1-9ace-1e2fa0a74b72 · outbound

This paper cites Log Parsing using LLMs with Self-Generated In-Context Learning and Self-Correction.

LLM-based event log analysis techniques: A survey Log Parsing using LLMs with Self-Generated In-Context Learning and Self-Correction

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.645155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc2a8e64-8c2c-4e84-90ba-72447de8bab3 · outbound

This paper cites Stronger, Cheaper and Demonstration-Free Log Parsing with LLMs.

LLM-based event log analysis techniques: A survey Stronger, Cheaper and Demonstration-Free Log Parsing with LLMs

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.649633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e57a6853-0573-4024-b280-c59eb794c709 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.158615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e1e1eafd-a979-4e97-947d-68f2800450cd · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.242359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d5b587d6-69d7-4521-a2de-58367cec94f3 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 91

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.145150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 61cb2f00-c7a5-421c-8e61-60ce8c09777c · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 92

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.228988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c9b6a435-a58e-4336-9c0d-6c322272ce9f · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.115258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a43b2c5d-4977-41eb-9a05-a129df35ffe9 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 94

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.201124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8770387c-cef4-43fe-b81b-640abb4fe88f · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.188017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4bed74d8-d6da-4678-a939-ce8bed649ef7 · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 96

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.174196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 31d496de-8859-44a8-8805-8169377ce17a · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 97

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T18:11:47.018858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b8b8dad1-8dc5-4f52-9692-a72fae36e138 · outbound

This paper cites Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely.

LLM-based event log analysis techniques: A survey Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:46.699831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80590843-2735-4382-8529-3aeee3852d3e · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 101

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:49.130854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0c8ff38c-d8c9-41e7-8cf6-336ad20bb96b · outbound

This paper cites an unresolved cited work.

LLM-based event log analysis techniques: A survey Unresolved cited work

Reference 103

Resolution: unresolved; raw_fallback, observed 2026-08-09T18:11:48.990188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

Observation 839c1276-78cd-4a53-8d90-6272e1c631ab · inbound

Evaluating Language Models For Threat Detection in IoT Security Logs cites this paper.

Evaluating Language Models For Threat Detection in IoT Security Logs LLM-based event log analysis techniques: A survey

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T20:36:41.305365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1c95569-e142-4a2c-9ced-a72d110ca7ba · inbound

KRONE: Scalable LLM-Augmented Log Anomaly Detection via Hierarchical Abstraction cites this paper.

KRONE: Scalable LLM-Augmented Log Anomaly Detection via Hierarchical Abstraction LLM-based event log analysis techniques: A survey

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-16T07:00:43.042790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d333a4fe-5191-467a-bae8-2289209ee597 · inbound

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis cites this paper.

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis LLM-based event log analysis techniques: A survey

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-15T08:25:19.181250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation da8b604b-3d11-4d47-9f68-aca2136838d1 · inbound

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis cites this paper.

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis LLM-based event log analysis techniques: A survey

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-21T10:04:06.638389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 07a8e6a6-e759-43cb-b39d-354279d92976 · inbound

Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations cites this paper.

Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations LLM-based event log analysis techniques: A survey

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-12T09:21:25.916382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c228e492-9d9a-4e93-8f5c-f625e2c73cdc · inbound

Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations cites this paper.

Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations LLM-based event log analysis techniques: A survey

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-12T01:51:14.417373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4562a0e1-9728-4984-870b-8fde1c13caec · inbound

Fine-Tuning Small Language Models for Solution-Oriented Windows Event Log Analysis cites this paper.

Fine-Tuning Small Language Models for Solution-Oriented Windows Event Log Analysis LLM-based event log analysis techniques: A survey

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:21:13.423552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 362c7d4f-c75e-48dc-89da-df14375d2f8e · inbound

Benchmarking and Exploring the Capabilities of LLMs for Attack Investigations cites this paper.

Benchmarking and Exploring the Capabilities of LLMs for Attack Investigations LLM-based event log analysis techniques: A survey

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-07-03T05:27:40.514259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ca87fe2a-b60f-41b9-97c2-92bf93618f89 · inbound

Motif: Discovering and Automating Personal Web Workflows cites this paper.

Motif: Discovering and Automating Personal Web Workflows LLM-based event log analysis techniques: A survey

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-14T11:01:52.613585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.