Paper Citation Record · LEDGER

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception

As of 7 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2506.06764.

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

pith.paper-citation-record.v1
2506.06764 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:53:18.464930Z

measured 29 of 29 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

29 of 29 outbound references displayed

verified exact0
verified fuzzy20
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 618bd57a-05fc-4679-b70f-48fadb9b086c · outbound

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

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Evosuite: automatic test suite generation for object-oriented software,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.756947Z

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 8f94e76a-a64c-49fe-9700-728dc0b98061 · outbound

This paper cites Using large language models to generate junit tests: An empirical study,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Using large language models to generate junit tests: An empirical study,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.749500Z

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 673e3e8f-7f3a-4358-a8b2-6d626926d650 · outbound

This paper cites Chatgpt vs sbst: A comparative assessment of unit test suite generation,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Chatgpt vs sbst: A comparative assessment of unit test suite generation,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.741951Z

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 2152132a-6462-47bf-b3a6-036a708cb390 · outbound

This paper cites Chatunitest: A framework for llm-based test generation,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Chatunitest: A framework for llm-based test generation,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T05:53:18.401605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a74df7df-8e5a-4e13-b003-b26a2dfb4cc9 · outbound

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

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Software testing with large language models: Survey, landscape, and vision,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T05:53:18.404567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d880cd1-c137-4098-aff2-e5bb4c2c9af8 · outbound

This paper cites Llms and prompting for unit test genera- tion: A large-scale evaluation,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Llms and prompting for unit test genera- tion: A large-scale evaluation,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.726895Z

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 65386202-797e-4b7b-8457-94e5e75eecec · outbound

This paper cites On the evaluation of large language models in unit test generation,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception On the evaluation of large language models in unit test generation,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.720244Z

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 65a70746-1f1a-47c2-81cd-ab6f221090c2 · outbound

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

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Large-scale, independent and comprehen- sive study of the power of llms for test case generation,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T05:53:18.412125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30302c07-ddcc-4787-b23c-2c16b7f32d78 · outbound

This paper cites A complexity measure,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception A complexity measure,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.713703Z

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 57358375-6dde-479b-967e-b69ee8f9976a · outbound

This paper cites Cognitive complexity: A new way of measuring under- standability,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Cognitive complexity: A new way of measuring under- standability,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.707202Z

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 9f914983-e735-4ae1-aa7e-76f90e23c740 · outbound

This paper cites Improving the Readability of Automatically Generated Tests using Large Language Models.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Improving the Readability of Automatically Generated Tests using Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T05:53:18.419223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d93c4ea-8b5c-49cf-ae6d-10e6531e550e · outbound

This paper cites Leveraging Large Language Models for Enhancing the Understandability of Generated Unit Tests.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Leveraging Large Language Models for Enhancing the Understandability of Generated Unit Tests

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T05:53:18.422072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0b1e9a7-a9de-454c-a26d-265a7707150c · outbound

This paper cites Investigating the readability of test code,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Investigating the readability of test code,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.700325Z

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 bec0f165-2438-446e-8974-256ae3d0e671 · outbound

This paper cites Modeling readability to improve unit tests,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Modeling readability to improve unit tests,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.693829Z

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 631124b4-9894-4071-b32b-6777d2cd76c2 · outbound

This paper cites A comprehensive model for code readability,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception A comprehensive model for code readability,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.686455Z

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 75d40d74-b9f0-474e-8b20-b1201bba7e73 · outbound

This paper cites Reassessing java code readability models with a human- centered approach,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Reassessing java code readability models with a human- centered approach,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.679345Z

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 1bc71d33-9dc2-4c5c-8a2c-ed9a669dd742 · outbound

This paper cites Defects4j: A database of existing faults to enable controlled testing studies for java programs,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Defects4j: A database of existing faults to enable controlled testing studies for java programs,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.672316Z

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 0fdcc997-c73a-4eda-be85-5f3b0550986e · outbound

This paper cites Automated test case generation as a many-objective optimisation problem with dynamic selection of the targets,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Automated test case generation as a many-objective optimisation problem with dynamic selection of the targets,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.665125Z

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 e7e5ac94-2cf5-4fad-bce8-bea22fa04636 · outbound

This paper cites PMD An extensible cross-language static code analyzer.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception PMD An extensible cross-language static code analyzer

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.658028Z

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 93d010f0-3df6-43f2-91b2-91a554b7ef8f · outbound

This paper cites GPT-4o System Card.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception GPT-4o System Card

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T05:53:18.440866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 698bc109-8929-404e-bc50-813ed761012b · outbound

This paper cites A metric for software readability,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception A metric for software readability,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.650884Z

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 669edb1d-6006-48fc-8cfd-8b6110d35f64 · outbound

This paper cites Learning a metric for code readability,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Learning a metric for code readability,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.643771Z

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 ce24cc2d-c802-4261-8120-8bd6904d6c4d · outbound

This paper cites A simpler model of software readability,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception A simpler model of software readability,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.636331Z

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 ce740e78-eea7-4dfe-9a27-6b616bdd9122 · outbound

This paper cites A general software readability model,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception A general software readability model,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.628889Z

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 557c2bce-348a-41cb-a913-fa0689cac4a9 · outbound

This paper cites Towards using visual, semantic and structural features to improve code readability classification,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Towards using visual, semantic and structural features to improve code readability classification,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.621802Z

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 4c1b6066-0a89-4a9c-9ea0-3eb35167285c · outbound

This paper cites How do annotations affect java code readability?.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception How do annotations affect java code readability?

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:18.614134Z

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 71ff0c14-8529-465a-8cea-829baa18862d · outbound

This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception CodeBLEU: a Method for Automatic Evaluation of Code Synthesis

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T05:53:18.459066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7eac43e5-a359-492b-825b-bd81a62a32a0 · outbound

This paper cites An empirical validation of cognitive complexity as a measure of source code understandability,.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception An empirical validation of cognitive complexity as a measure of source code understandability,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T05:53:18.461826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c85d14b4-81df-4bb8-80c8-8b1d86836109 · outbound

This paper cites Do We Need Improved Code Quality Metrics?.

Rethinking Cognitive Complexity for Unit Tests: Toward a Readability-Aware Metric Grounded in Developer Perception Do We Need Improved Code Quality Metrics?

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T05:53:18.464930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.