Paper Citation Record · LEDGER

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning

As of 10 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 3 inbound Pith citation observations for arXiv:2502.15727.

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

pith.paper-citation-record.v1
2502.15727 v2

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T00:49:15.401352Z

measured 26 of 26 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 2026-08-06T17:17:30.920702Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T18:41:22.403108Z

Reference resolution

23 of 23 outbound references displayed

verified exact0
verified fuzzy11
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c94fa800-0791-435b-8e59-af5fcad57ae7 · outbound

This paper cites Electronics 12(13), 2904 (2023).

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning Electronics 12(13), 2904 (2023)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:49:15.741626Z

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.

Observation d525881f-22dc-42c1-8ecd-5d9e019d1668 · outbound

This paper cites In: 2023 IEEE International Conference on Sensors, Electronics and Computer Engineering (ICSECE), pp.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning In: 2023 IEEE International Conference on Sensors, Electronics and Computer Engineering (ICSECE), pp

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:49:15.727840Z

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.

Observation 9367a8a0-d312-4e68-b570-b1d22da55a2b · outbound

This paper cites In: 32nd USENIX Security Symposium (USENIX Security 23), pp.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning In: 32nd USENIX Security Symposium (USENIX Security 23), pp

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:49:15.711533Z

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.

Observation cb08fb5a-7500-4edf-80dd-41ffcb81a905 · outbound

This paper cites In: 31st USENIX Security Symposium (USENIX Security 22), pp.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning In: 31st USENIX Security Symposium (USENIX Security 22), pp

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:49:15.696809Z

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.

Observation 5e71d62f-924e-4f13-8420-01a0406a4b67 · outbound

This paper cites In: Proceedings of the 22nd ACM Workshop on Hot Topics in Networks, pp.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning In: Proceedings of the 22nd ACM Workshop on Hot Topics in Networks, pp

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:49:15.682717Z

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.

Observation ec47ba15-2a0f-4219-ba7b-0dcd0313c162 · outbound

This paper cites Unleashing the Power of LLM to Infer State Machine from the Protocol Implementation.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning Unleashing the Power of LLM to Infer State Machine from the Protocol Implementation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T00:49:15.319686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84dfcfbc-ae15-44d3-9306-44230cb9c76a · outbound

This paper cites In: Proceedings of the 31st Annual Network and Distributed System Security Symposium (NDSS) (2024).

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning In: Proceedings of the 31st Annual Network and Distributed System Security Symposium (NDSS) (2024)

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:49:15.667908Z

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.

Observation bd214ddf-6596-4c0c-8b65-9e89702b10dd · outbound

This paper cites Augmenting Greybox Fuzzing with Generative AI.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning Augmenting Greybox Fuzzing with Generative AI

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T00:49:15.330633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84e85470-eb8f-4361-9c21-9b0ea25c8340 · outbound

This paper cites ACM Computing Surveys (CSUR) 48(3), 1–26 (2015).

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning ACM Computing Surveys (CSUR) 48(3), 1–26 (2015)

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:49:15.653050Z

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.

Observation 1d2ebe69-9472-4f59-9f9b-720b11e4340e · outbound

This paper cites Advances in Neural Information Processing Systems 33, 9459–9474 (2020).

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning Advances in Neural Information Processing Systems 33, 9459–9474 (2020)

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T00:49:15.340600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ffdd0fd-3aa5-4e3a-96bd-a1e8fd9dec6f · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning ReAct: Synergizing Reasoning and Acting in Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T00:49:15.345141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abeeb904-8a94-4de0-b16c-fd93bed9af7e · outbound

This paper cites Harnessing Large Language Models for Seed Generation in Greybox Fuzzing.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning Harnessing Large Language Models for Seed Generation in Greybox Fuzzing

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T00:49:15.351020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9fe5b79-a1d3-4dca-954d-666ba9c549ea · outbound

This paper cites In: 14th USENIX Workshop on Offensive Technologies (WOOT 20) (2020).

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning In: 14th USENIX Workshop on Offensive Technologies (WOOT 20) (2020)

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:49:15.629603Z

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.

Observation b9c96a64-3b25-4546-a431-4253b70d3171 · outbound

This paper cites IEEE Access (2024).

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning IEEE Access (2024)

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:49:15.615436Z

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.

Observation 8ff31c4d-501f-4c2b-b384-e89dfc00c94b · outbound

This paper cites In: 2022 IEEE Symposium on Security and Privacy (SP), pp.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning In: 2022 IEEE Symposium on Security and Privacy (SP), pp

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:49:15.601540Z

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.

Observation 0f3f2f1c-bf5e-448d-9ba5-afed18818d7e · outbound

This paper cites Advances in Neural Information Processing Systems (2017).

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning Advances in Neural Information Processing Systems (2017)

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T00:49:15.369129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a6971c0-cdcf-4a02-9192-9845af02dbb6 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning Evaluating Large Language Models Trained on Code

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T00:49:15.373416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8658f8dd-9f2c-43ed-a44a-2887fd1ac838 · outbound

This paper cites LMRPA: Large Language Model-Driven Efficient Robotic Process Automation for OCR.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning LMRPA: Large Language Model-Driven Efficient Robotic Process Automation for OCR

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T00:49:15.377901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb4fcb2d-317b-48c0-b303-4db0ce6f28e8 · outbound

This paper cites LMV-RPA: Large Model Voting-based Robotic Process Automation.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning LMV-RPA: Large Model Voting-based Robotic Process Automation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T00:49:15.382171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf2fe7a7-acbc-47da-b9ba-40ec9ac17521 · outbound

This paper cites LLM-DaaS: LLM-driven Drone-as-a-Service Operations from Text User Requests.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning LLM-DaaS: LLM-driven Drone-as-a-Service Operations from Text User Requests

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T00:49:15.386210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f38bf5ff-3ed5-4aa3-b097-6019abdf350d · outbound

This paper cites In: Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), pp.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning In: Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), pp

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:49:15.577955Z

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.

Observation d9ac6831-87e5-478d-8c41-aa4f02d640d5 · outbound

This paper cites LLM-SEM: A Sentiment-Based Student Engagement Metric Using LLMS for E-Learning Platforms.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning LLM-SEM: A Sentiment-Based Student Engagement Metric Using LLMS for E-Learning Platforms

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T00:49:15.396659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0136d469-3dc0-4b32-9af6-961f7fa492a1 · outbound

This paper cites RIRO: Reshaping Inputs, Refining Outputs Unlocking the Potential of Large Language Models in Data-Scarce Contexts.

Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning RIRO: Reshaping Inputs, Refining Outputs Unlocking the Potential of Large Language Models in Data-Scarce Contexts

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T00:49:15.401352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 365fff6b-aeef-4678-83bc-4cf0e5201475 · inbound

An Agentic Flow for Finite State Machine Extraction using Prompt Chaining cites this paper.

An Agentic Flow for Finite State Machine Extraction using Prompt Chaining Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T17:17:30.920702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1dfae0f6-9020-406c-9ec9-fa8f9c8b37a6 · inbound

Pixels to Play: A Foundation Model for 3D Gameplay cites this paper.

Pixels to Play: A Foundation Model for 3D Gameplay Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-05T18:41:22.472072Z

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.

Observation 4d7f24b4-5def-45a8-b907-80f3d0ec9f6e · inbound

MultiFuzz: A Dense Retrieval-based Multi-Agent System for Network Protocol Fuzzing cites this paper.

MultiFuzz: A Dense Retrieval-based Multi-Agent System for Network Protocol Fuzzing Retrieval Augmented Generation Based LLM Evaluation For Protocol State Machine Inference With Chain-of-Thought Reasoning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T18:42:11.447745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.