Paper Citation Record · LEDGER

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection

As of 8 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2505.19059.

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

pith.paper-citation-record.v1
2505.19059 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:24:44.469928Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

17 of 17 outbound references displayed

verified exact0
verified fuzzy7
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1ed7261f-a8d7-4e20-bb57-4928843b856c · outbound

This paper cites an unresolved cited work.

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:24:44.991370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d1f108a1-9ba2-45c3-9705-2f8888c3d47c · outbound

This paper cites an unresolved cited work.

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:24:44.957715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 991c20e0-8993-40c1-b5f7-794dc69a079f · outbound

This paper cites Evaluation of ChatGPT Model for Vulnerability Detection.

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection Evaluation of ChatGPT Model for Vulnerability Detection

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:44.358751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e602801-8a2e-4a5d-9d04-f638b12b4fa8 · outbound

This paper cites In: Fundamentals of Software Engineering: 8th International Conference, FSEN 2019, Tehran, Iran, May 1-3, 2019, Revised Selected Papers 8, pp.

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection In: Fundamentals of Software Engineering: 8th International Conference, FSEN 2019, Tehran, Iran, May 1-3, 2019, Revised Selected Papers 8, pp

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:44.929005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 14b86301-da05-48a4-8279-b3c3772460b2 · outbound

This paper cites In: 2018 14th European Dependable Computing Conference (EDCC), pp.

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection In: 2018 14th European Dependable Computing Conference (EDCC), pp

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:44.906872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e2e42b8b-c00c-4bb0-967a-87c91ff74ff0 · outbound

This paper cites In: 2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE), pp.

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection In: 2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE), pp

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:44.880321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 68fe6a29-ed79-47c0-a43a-480bb6bb5077 · outbound

This paper cites In: 2017 32nd IEEE/ACM International Conference on Automated Software Engineering (ASE), pp.

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection In: 2017 32nd IEEE/ACM International Conference on Automated Software Engineering (ASE), pp

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:44.853824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e787d973-d4e6-4d2e-a6ed-8b259923d251 · outbound

This paper cites In: International Conference on Learning Representations (2019).

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection In: International Conference on Learning Representations (2019)

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:44.830150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 296c417a-acff-4f17-b7d1-8c37df7cb967 · outbound

This paper cites Journal of artificial intelligence research 16, 321–357 (2002).

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection Journal of artificial intelligence research 16, 321–357 (2002)

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:44.405575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f05a9738-334e-424a-9313-765b9d38247e · outbound

This paper cites Qwen2.5-Coder Technical Report.

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection Qwen2.5-Coder Technical Report

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:44.413905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fb75967-cb1c-4891-b4d0-7737d9a7846c · outbound

This paper cites the Journal of machine Learning research 12, 2825–2830 (2011).

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection the Journal of machine Learning research 12, 2825–2830 (2011)

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:44.426437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73828976-47a1-47fa-b7b3-3eef6eca41cb · outbound

This paper cites Information and Software Technology 135, 106552 (2021).

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection Information and Software Technology 135, 106552 (2021)

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:44.754203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2ef7506b-32d6-497c-9d08-0dbe94a6e55a · outbound

This paper cites Neurocomputing 568, 127063 (2024).

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection Neurocomputing 568, 127063 (2024)

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:44.439261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 337cb6ee-9794-413f-a0e1-37ad10cd801d · outbound

This paper cites In: 2021 36th IEEE/ACM International Conference on Automated Software Engineering (ASE), pp.

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection In: 2021 36th IEEE/ACM International Conference on Automated Software Engineering (ASE), pp

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:44.685667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bec6bfbd-d9ff-455f-b38c-43954cf782f9 · outbound

This paper cites Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning.

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning

Reference 15

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T14:24:44.594109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 739575a8-a84f-4b78-8e53-b72f732c5133 · outbound

This paper cites Textbooks Are All You Need II: phi-1.5 technical report.

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection Textbooks Are All You Need II: phi-1.5 technical report

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:44.461793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18d819b6-30c0-4bc6-937a-c36e4bd06a62 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

An Initial Exploration of Fine-tuning Small Language Models for Smart Contract Reentrancy Vulnerability Detection Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:44.469928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.