Paper Citation Record · LEDGER

Improving LLM-Driven Test Generation by Learning from Mocking Information

As of 13 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2604.19315.

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

pith.paper-citation-record.v1
2604.19315 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T03:05:00.106333Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

35 of 35 outbound references displayed

verified exact2
verified fuzzy32
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b425473c-926f-4a81-8fe6-7f71c950423e · outbound

This paper cites an unresolved cited work.

Improving LLM-Driven Test Generation by Learning from Mocking Information Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-05-22T18:15:02.284636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 59e18f7e-633b-4395-b342-0303359bbcbd · outbound

This paper cites Software testing research: Achievements, challenges, dreams.

Improving LLM-Driven Test Generation by Learning from Mocking Information Software testing research: Achievements, challenges, dreams

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.286984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7a1c7fed-9458-47c8-8d0a-14010851e982 · outbound

This paper cites An orchestrated survey of methodologies for automated software test case generation.

Improving LLM-Driven Test Generation by Learning from Mocking Information An orchestrated survey of methodologies for automated software test case generation

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.289530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9f7821da-9bcb-4ba1-961f-fb523356c94a · outbound

This paper cites Sbft tool competition 2023 - java test case generation track.

Improving LLM-Driven Test Generation by Learning from Mocking Information Sbft tool competition 2023 - java test case generation track

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.281903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c307d5fb-c492-48eb-a866-9997c3872fc9 · outbound

This paper cites Understanding llm-driven test oracle generation.

Improving LLM-Driven Test Generation by Learning from Mocking Information Understanding llm-driven test oracle generation

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.292344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bb6d47c7-0e98-46ae-86b5-cc24890daa30 · outbound

This paper cites Large-scale, independent and comprehensive study of the power of llms for test case generation.

Improving LLM-Driven Test Generation by Learning from Mocking Information Large-scale, independent and comprehensive study of the power of llms for test case generation

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.274138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3af95eb5-bd79-4e6a-9a8f-5f36461e69d5 · outbound

This paper cites The future of ai-driven software engineering.

Improving LLM-Driven Test Generation by Learning from Mocking Information The future of ai-driven software engineering

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.262341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 42b97379-1955-412e-b239-35eb3d938ee6 · outbound

This paper cites An empirical evaluation of using large language models for automated unit test generation.

Improving LLM-Driven Test Generation by Learning from Mocking Information An empirical evaluation of using large language models for automated unit test generation

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.272096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3a8db7e8-7735-4e42-a563-1f9aad68f1d6 · outbound

This paper cites Software testing with large language models: Survey, landscape, and vision.

Improving LLM-Driven Test Generation by Learning from Mocking Information Software testing with large language models: Survey, landscape, and vision

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.268055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e5a8014b-987b-469a-bd16-be5b4741131c · outbound

This paper cites Meszaros,xUnit test patterns: Refactoring test code.

Improving LLM-Driven Test Generation by Learning from Mocking Information Meszaros,xUnit test patterns: Refactoring test code

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.270969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b4d644e2-3350-4429-8e9f-344730f7e138 · outbound

This paper cites An empirical study on the usage of mocking frameworks in software testing.

Improving LLM-Driven Test Generation by Learning from Mocking Information An empirical study on the usage of mocking frameworks in software testing

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.273744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c60b8d81-08e6-4072-8a36-ba0ba95f237d · outbound

This paper cites Mock objects for testing java systems: Why and how developers use them, and how they evolve.

Improving LLM-Driven Test Generation by Learning from Mocking Information Mock objects for testing java systems: Why and how developers use them, and how they evolve

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.276430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fe3c0166-78b0-4317-9958-6dbe2ae897c7 · outbound

This paper cites Use of test doubles in android testing: An in-depth investigation.

Improving LLM-Driven Test Generation by Learning from Mocking Information Use of test doubles in android testing: An in-depth investigation

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.294491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 76ad40ac-4d4c-4048-a6bd-d52d6b942c22 · outbound

This paper cites Understanding and characterizing mock assertions in unit tests.

Improving LLM-Driven Test Generation by Learning from Mocking Information Understanding and characterizing mock assertions in unit tests

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.239692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8ffe15b7-b5a8-431d-b100-92ce4e9ffd6f · outbound

This paper cites Feedback-directed random test generation.

Improving LLM-Driven Test Generation by Learning from Mocking Information Feedback-directed random test generation

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.242143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 16cad902-c11b-4f9f-ac42-6d0f05df8fcc · outbound

This paper cites MockMill Replication Package.

Improving LLM-Driven Test Generation by Learning from Mocking Information MockMill Replication Package

Reference 16

Resolution: verified exact; doi, observed 2026-05-10T03:08:58.992994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f9870ca2-c26c-4dc4-9ee7-0863c15926c0 · outbound

This paper cites Mockito javadoc.

Improving LLM-Driven Test Generation by Learning from Mocking Information Mockito javadoc

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.267745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fb855564-73b3-4338-a66a-a802419e7ace · outbound

This paper cites Mutation testing advances: an analysis and survey.

Improving LLM-Driven Test Generation by Learning from Mocking Information Mutation testing advances: an analysis and survey

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.257026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bdeb77fe-ba4d-4499-98a3-fad43aba8e46 · outbound

This paper cites Language models are few-shot learners.

Improving LLM-Driven Test Generation by Learning from Mocking Information Language models are few-shot learners

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.276133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 94921925-9915-4336-a278-1ec50d01fd1c · outbound

This paper cites Mutation-Guided LLM-based Test Generation at Meta.

Improving LLM-Driven Test Generation by Learning from Mocking Information Mutation-Guided LLM-based Test Generation at Meta

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:46:03.385636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d39d770a-8bc3-4f91-9df1-f0a557553b01 · outbound

This paper cites Llmloop: Improving llm-generated code and tests through automated iterative feedback loops.

Improving LLM-Driven Test Generation by Learning from Mocking Information Llmloop: Improving llm-generated code and tests through automated iterative feedback loops

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.261522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 98f7bd82-8a7f-4320-87ec-af0b6fa282a3 · outbound

This paper cites Do automatically generated unit tests find real faults? an empirical study of effectiveness and challenges.

Improving LLM-Driven Test Generation by Learning from Mocking Information Do automatically generated unit tests find real faults? an empirical study of effectiveness and challenges

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.287328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 89250674-4d4f-4444-9b81-e861b8b44301 · outbound

This paper cites Evolutionary improvement of assertion oracles.

Improving LLM-Driven Test Generation by Learning from Mocking Information Evolutionary improvement of assertion oracles

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.289884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e88f0f0e-e60c-4859-8198-c47429c27eb1 · outbound

This paper cites Junit 5: The next generation of junit.

Improving LLM-Driven Test Generation by Learning from Mocking Information Junit 5: The next generation of junit

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.285045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 726dfc0a-d364-4566-9605-9c30ac489241 · outbound

This paper cites Mockito: Tasty mocking framework for unit tests in java.

Improving LLM-Driven Test Generation by Learning from Mocking Information Mockito: Tasty mocking framework for unit tests in java

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.282134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4e4e693a-57e4-49e3-85f6-6453dda1e9ea · outbound

This paper cites Measauring Software Testability Modulo Test Quality.

Improving LLM-Driven Test Generation by Learning from Mocking Information Measauring Software Testability Modulo Test Quality

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.278082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a176f9d2-3bc3-41c8-8983-e5dee3a3317c · outbound

This paper cites Pit: State of the art mutation testing for java.

Improving LLM-Driven Test Generation by Learning from Mocking Information Pit: State of the art mutation testing for java

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.249208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 160911e8-9d6a-4bb1-8f23-0373ff700df8 · outbound

This paper cites Jacoco: Java code coverage library.

Improving LLM-Driven Test Generation by Learning from Mocking Information Jacoco: Java code coverage library

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.279190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e3f424d5-de34-4b34-9a21-6de476d4e4af · outbound

This paper cites Evosuite: automatic test suite generation for object-oriented software.

Improving LLM-Driven Test Generation by Learning from Mocking Information Evosuite: automatic test suite generation for object-oriented software

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.269912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f8058b50-fcd7-4187-9399-4657b6057947 · outbound

This paper cites Mseqgen: object-oriented unit-test generation via mining source code.

Improving LLM-Driven Test Generation by Learning from Mocking Information Mseqgen: object-oriented unit-test generation via mining source code

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.240309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 47735b0c-7166-4b82-a53e-2d9951892804 · outbound

This paper cites Exploiting common object usage in test case generation.

Improving LLM-Driven Test Generation by Learning from Mocking Information Exploiting common object usage in test case generation

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.242570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8aa9b218-6152-482d-8711-052376e01732 · outbound

This paper cites Mocksniffer: Characterizing and recommending mocking decisions for unit tests.

Improving LLM-Driven Test Generation by Learning from Mocking Information Mocksniffer: Characterizing and recommending mocking decisions for unit tests

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.237950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 444b8327-ecfc-4e52-b6b2-54e7e9a95dc2 · outbound

This paper cites Stubcoder: Automated generation and repair of stub code for mock objects.

Improving LLM-Driven Test Generation by Learning from Mocking Information Stubcoder: Automated generation and repair of stub code for mock objects

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.244784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a9af0af0-972b-4a05-9840-9dd929cc8eaf · outbound

This paper cites Mimicking production behavior with generated mocks.

Improving LLM-Driven Test Generation by Learning from Mocking Information Mimicking production behavior with generated mocks

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.263471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e0a1ba08-8c65-46cf-869e-9221770ee110 · outbound

This paper cites Automatically removing unnecessary stubbings from test suites.

Improving LLM-Driven Test Generation by Learning from Mocking Information Automatically removing unnecessary stubbings from test suites

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-22T18:15:02.296488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.