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Paper Citation Record · LEDGER

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

As of 11 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 2026-08-11T06:34:44.6726+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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T14:24:44.345680Z digest=sha256:357da4bca0c00f3a4b824d729603697dd323530d695ddeea74c735bc4c163051

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T14:24:44.351405Z digest=sha256:3edb51f4573cd2f47701708000a64958a296c760ab68285b50fab2e1485a25a9

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.

source=pdf_text observed=2026-08-07T14:24:44.358751Z digest=sha256:5df70ef86cbd8b93b8c4ef9bdeb29f204f0a9af13397c7bc2c16c4eb3a59c132

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T14:24:44.366100Z digest=sha256:6ccaf6f128e5798eb88d17e568109a5b7fa452c83363f938b033f7e0918cbd1c

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T14:24:44.374013Z digest=sha256:625b246745b1d64478cf91e6a8491d75d61cfae330dc84e05914bc5ec77f3bc2

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T14:24:44.379899Z digest=sha256:4d98b7e14454e73610ad9c73061cba919389605e889334d5910420be2314938f

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T14:24:44.390420Z digest=sha256:274f81312182c9cc9279dfe146df8f1ae450500fe71c430ab6005954a9effaa1

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T14:24:44.398282Z digest=sha256:ddbb83788558a169ea759076cd581ce995dd35f5aff01a45f8240fdac0795f74

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.

source=pdf_text observed=2026-08-07T14:24:44.405575Z digest=sha256:6d0cd178f1260eb0b3e7b4174acca9b0e6f4be0cfce8b0d920e8d0bd3ce246f6

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.

source=pdf_text observed=2026-08-07T14:24:44.413905Z digest=sha256:98f12add4fcfc81eb25c028bd2b70cc694448e87a46efe8b896098ccdd36bcf1

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.

source=pdf_text observed=2026-08-07T14:24:44.426437Z digest=sha256:66ecd297ea671e5db0e91f9293b1568530cea81833dfe0c8ca36f0d69e540ffa

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T14:24:44.433131Z digest=sha256:815062b186f1343944ba5c8d4a1702178bad0714b0c34521d7d319a81bf45e61

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.

source=pdf_text observed=2026-08-07T14:24:44.439261Z digest=sha256:94bb6324d34d75ebc1609e4cf4a1f7d9a3113eb15e3dbd3db81d32e131cf66ba

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T14:24:44.449653Z digest=sha256:63fff98f748457775ecda2c463db654be10a7562ac814097b9bf004c8e417312

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T14:24:44.454992Z digest=sha256:da22a914ca5d138f6b2992b903cf9aab9b606765d4aac0a903bea4fb77b7b034

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.

source=pdf_text observed=2026-08-07T14:24:44.461793Z digest=sha256:187281b82ac02e884f7fc728dfc0ba44548da5c3ebf11a5d44405e298b3d4978

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.

source=pdf_text observed=2026-08-07T14:24:44.469928Z digest=sha256:1caeb766893c3b7617285cb19d7abff88eee4ace54ab17479abec7174b0319a9

Pith citing papers

No inbound Pith citation observations are available.