Paper Citation Record · LEDGER

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation

As of 3 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 1 inbound Pith citation observation for arXiv:2604.23509.

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

pith.paper-citation-record.v1
2604.23509 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-08T06:05:24.395798Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T12:07:43.713584Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

43 of 43 outbound references displayed

verified exact11
verified fuzzy1
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e0d56f6c-85e5-4657-9adc-b08bebeaaeba · outbound

This paper cites LangChain.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation LangChain

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:17:54.101432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 4392d36d-05db-4eac-874d-288c5a4ac9ca · outbound

This paper cites System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation System Test Case Design from Requirements Specifications: Insights and Challenges of Using ChatGPT

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:16:26.386046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 61603fe2-b367-4140-ada2-e37948693c72 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.036628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b8371c93-6a55-44d0-899b-4e72b8a33a46 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.082805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 713288e0-114f-42d4-b836-d70c257c8197 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.018569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 7d5e816d-6f3b-4404-b328-91fd0290a291 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.059682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f40b9cf4-c2fe-4d4c-9c64-42d6dbf27e07 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.078889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation c4135a7e-5ae9-4d7a-b8ba-a19a87777368 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.044600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation ff1ed816-389e-43d8-b73a-18ccc3ff2fc1 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.074611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 60ee6ec9-b9d1-46e5-82af-1466fda789e1 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.023973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 39244202-7598-4b5d-a62f-6e76b15838d8 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.097791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation ca18b1d7-8af5-4fcd-b2a1-d04f27beb793 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.000526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 0293d038-db51-44ee-a92c-24194aeebce4 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.124614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 19eb7fae-d5c5-4c06-8639-870c507a59df · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.032697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 19714fc3-e76c-4efe-b07c-3a347ab77559 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.094413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 1d88ea0e-3087-4af3-ae40-604ada2e7c81 · outbound

This paper cites From Requirements to Test Cases: An NLP-Based Approach for High-Performance ECU Test Case Automation.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation From Requirements to Test Cases: An NLP-Based Approach for High-Performance ECU Test Case Automation

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:16:26.281411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation c7d78e24-d934-4b74-bb67-45f907cd846d · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.013814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 273cdaa9-b894-454e-b4ed-028a5fe2b98d · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.090960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 3e893d4a-d31f-4c83-ab8b-8337908c0a19 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.052863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 7da82c1e-09b4-4d67-a124-5bae4346e567 · outbound

This paper cites Reliable Mining of Automatically Generated Test Cases from Software Requirements Specification (SRS).

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Reliable Mining of Automatically Generated Test Cases from Software Requirements Specification (SRS)

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-04T17:21:28.187374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 9a99ba79-82f9-4156-8871-6827c920ae23 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.108443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f4d3c0e1-2036-43f4-b8a4-a1a1f8ef94e4 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.116967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 41c3749d-cfd9-4dcd-a446-c3dd964f4bc0 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.112346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 622b8da7-17f6-47ac-a476-7445290db276 · outbound

This paper cites Seed-Coder: Let the Code Model Curate Data for Itself.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Seed-Coder: Let the Code Model Curate Data for Itself

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:16:26.304021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 93de007e-67f0-4aec-a5b2-462a41cb700f · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.004843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation c0ecaeb9-12e9-4512-91a8-2a6f96584a48 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.028916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 52d2e472-fff5-44cf-bc0d-39e238cf6fb2 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.063234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation ddd86367-972b-455f-ba2a-12fd7ce81866 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.056227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation ffdc4e5c-f75d-4fae-826a-65bf00dd1479 · outbound

This paper cites HITS: High-coverage LLM-based Unit Test Generation via Method Slicing.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation HITS: High-coverage LLM-based Unit Test Generation via Method Slicing

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:16:26.322988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 06a9fb58-9050-484f-87b3-d82c0c60165a · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.104798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 8b31b47c-51df-4c79-b514-282e12c61f16 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.009568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b96d044a-1783-4ea3-a9f8-1f93bdc2af45 · outbound

This paper cites ChatUniTest: A Framework for LLM-Based Test Generation.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation ChatUniTest: A Framework for LLM-Based Test Generation

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:16:26.273835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 5c8df0a0-b862-4713-b049-9c186c44e75f · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.070763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 289ddd77-31a2-49a3-be02-af3ec53f17e6 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.040757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation e7da4bcb-44df-48a3-b00a-d03603746f79 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.048796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 33e6066e-b4d3-4f51-bdfb-8b702c810642 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.121040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 1a3d8419-69a4-47d7-af4b-9f947f08f139 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.067148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation ad1da605-6f66-499a-9bb2-14d2aed2d6b2 · outbound

This paper cites an unresolved cited work.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-05-26T19:17:54.087346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 05417907-f2da-432f-b8b2-a88ad85d1293 · outbound

This paper cites Enhancing LLM's Ability to Generate More Repository-Aware Unit Tests Through Precise Contextual Information Injection.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Enhancing LLM's Ability to Generate More Repository-Aware Unit Tests Through Precise Contextual Information Injection

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:16:26.255961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 78ceafa8-50d3-484f-9aef-12cc080b97af · outbound

This paper cites What You See Is What You Get: Attention-based Self-guided Automatic Unit Test Generation.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation What You See Is What You Get: Attention-based Self-guided Automatic Unit Test Generation

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:16:26.361725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b05aaaca-8a5f-4d94-a53c-c4e5b8302b5b · outbound

This paper cites No More Manual Tests? Evaluating and Improving ChatGPT for Unit Test Generation.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation No More Manual Tests? Evaluating and Improving ChatGPT for Unit Test Generation

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:16:26.314047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation cd377962-0706-48f3-9a47-0efa70e187c2 · outbound

This paper cites Less is More: On the Importance of Data Quality for Unit Test Generation.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Less is More: On the Importance of Data Quality for Unit Test Generation

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:16:26.267699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 6670e63d-9671-4c8d-9767-bf7981bc9be6 · outbound

This paper cites Towards Semantics Lifting for Scientific Computing: A Case Study on FFT.

Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation Towards Semantics Lifting for Scientific Computing: A Case Study on FFT

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:16:26.341666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Pith citing papers

Observation 6e5bc723-d903-4cc2-8e60-a3f2814719a1 · inbound

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation cites this paper.

Context Matters: Improving the Practical Reliability of LLM-Based Unit Test Generation Uncovering Business Logic Bugs via Semantics-Driven Unit Test Generation

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-01T12:07:43.713584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.