Paper Citation Record · LEDGER

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach

As of 11 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2501.13480.

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

pith.paper-citation-record.v1
2501.13480 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T15:57:28.897242Z

measured 35 of 35 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

35 of 35 outbound references displayed

verified exact4
verified fuzzy24
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f21964eb-4c7f-4cb1-8a1a-2f11137b3244 · outbound

This paper cites Google ai overview,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Google ai overview,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.329508Z

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.

Observation 9daba3bd-4288-40d5-8594-51ee34b00a90 · outbound

This paper cites Perplexity ai search engine,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Perplexity ai search engine,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.321383Z

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.

Observation 0af4072a-52f5-4d7f-9845-f77e2834a410 · outbound

This paper cites Duolingo max with gpt-4,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Duolingo max with gpt-4,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.313480Z

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.

Observation 60879544-7caf-43dc-9d16-21008aedc984 · outbound

This paper cites LARP: Language-Agent Role Play for Open-World Games.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach LARP: Language-Agent Role Play for Open-World Games

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T15:57:28.798640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb67897d-4bb6-4444-91b2-828a33ae05d7 · outbound

This paper cites [Online].

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach [Online]

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.305595Z

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.

Observation 3468f8bb-2af3-421c-859c-0a991b438a8c · outbound

This paper cites Ai dungeon,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Ai dungeon,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.297876Z

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.

Observation d0dea566-4e0f-49f5-acfd-a900e95cd2d9 · outbound

This paper cites Github copilot,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Github copilot,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.289995Z

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.

Observation 4fa0d9a7-ae83-4634-8559-334f977a9940 · outbound

This paper cites An Empirical Study on Challenges for LLM Application Developers.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach An Empirical Study on Challenges for LLM Application Developers

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T15:57:28.811241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c955b56-3082-4787-ac6a-0084017cdc43 · outbound

This paper cites Demystifying Issues, Causes and Solutions in LLM Open-Source Projects.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Demystifying Issues, Causes and Solutions in LLM Open-Source Projects

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-10T15:57:29.096391Z

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.

Observation 668c43b7-2512-4fcc-8e4e-fcdab5bd36e9 · outbound

This paper cites Langchain prompt template,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Langchain prompt template,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.282068Z

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.

Observation 1f50c581-4dde-42fb-b742-ca4da59800e0 · outbound

This paper cites SPADE: Synthesizing Data Quality Assertions for Large Language Model Pipelines.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach SPADE: Synthesizing Data Quality Assertions for Large Language Model Pipelines

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T15:57:28.820612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e121041d-7bf0-49f7-ad0e-064d05d46d07 · outbound

This paper cites Who Validates the Validators? Aligning LLM-Assisted Evaluation of LLM Outputs with Human Preferences.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Who Validates the Validators? Aligning LLM-Assisted Evaluation of LLM Outputs with Human Preferences

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T15:57:28.824032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33872efb-d661-4e9e-ba42-2b723d333edd · outbound

This paper cites Adaptive Random Testing,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Adaptive Random Testing,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.274129Z

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.

Observation 7bcb7fc1-6451-491d-b3b0-5bfb60d7eb79 · outbound

This paper cites Adaptive Random Testing with Q-grams: The Illusion Comes True.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Adaptive Random Testing with Q-grams: The Illusion Comes True

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-10T15:57:29.058707Z

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.

Observation 5bd44723-31e1-46fd-a3fd-09902560b015 · outbound

This paper cites Clustering by compression,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Clustering by compression,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.266046Z

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.

Observation d29a1024-eecb-41a2-a7f1-81c811e2bbb1 · outbound

This paper cites A Software Engineering Perspective on Testing Large Language Models: Research, Practice, Tools and Benchmarks.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach A Software Engineering Perspective on Testing Large Language Models: Research, Practice, Tools and Benchmarks

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-10T15:57:29.044353Z

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.

Observation 7ade91b6-cd37-4024-a02e-5b577088b1da · outbound

This paper cites Deepeval dataset generation,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Deepeval dataset generation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.257328Z

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.

Observation ef1c7bc9-7c1c-44c5-90d8-28fe75304bf2 · outbound

This paper cites Promptfoo dataset generation,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Promptfoo dataset generation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.248664Z

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.

Observation b0fe5a7b-196d-440b-bfb7-35c0e34f1b24 · outbound

This paper cites Promptfoo,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Promptfoo,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.239969Z

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.

Observation d53ba1f1-d5f6-4617-89a6-2706aea0a028 · outbound

This paper cites Trulens,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Trulens,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.231449Z

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.

Observation 417b8292-1745-4dfb-a164-20cbce5dc399 · outbound

This paper cites Langsmith,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Langsmith,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.223720Z

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.

Observation 506681a9-b979-4fef-ae24-8595a1bf2b9e · outbound

This paper cites Giskard,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Giskard,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.215567Z

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.

Observation 67b17a01-152d-4a10-abfe-e348054600d4 · outbound

This paper cites Deepeval,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Deepeval,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.207708Z

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.

Observation 394fc7ea-bf8c-48c4-8c76-46399f12bd3c · outbound

This paper cites ChainForge: A Visual Toolkit for Prompt Engineering and LLM Hypothesis Testing,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach ChainForge: A Visual Toolkit for Prompt Engineering and LLM Hypothesis Testing,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T15:57:28.861471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56e93d47-d235-4f07-bd28-e8135b4c2da6 · outbound

This paper cites Adaptive random testing,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Adaptive random testing,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.199353Z

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.

Observation 3c962ea1-ac68-41ff-8cd5-4e0243ab5247 · outbound

This paper cites Adaptive random testing: An illusion of effectiveness?.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Adaptive random testing: An illusion of effectiveness?

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.190620Z

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.

Observation b6604366-554f-4c85-a6a7-69d2dd829a65 · outbound

This paper cites Test Set Diameter: Quantifying the Diversity of Sets of Test Cases.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Test Set Diameter: Quantifying the Diversity of Sets of Test Cases

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-10T15:57:28.955348Z

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.

Observation 8a0c217e-0cee-4068-8976-7066d10851f1 · outbound

This paper cites Comparing white-box and black-box test prioritization,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Comparing white-box and black-box test prioritization,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.181532Z

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.

Observation ca9cce61-3c49-4d0e-8e04-bef67b544ed6 · outbound

This paper cites A comparison of coverage-based and distribution-based techniques for filtering and prioritizing test cases,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach A comparison of coverage-based and distribution-based techniques for filtering and prioritizing test cases,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.171539Z

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.

Observation cef3105a-9bc4-4282-b616-02151044eb43 · outbound

This paper cites Adaptive random testing: The art of test case diversity,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Adaptive random testing: The art of test case diversity,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.162191Z

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.

Observation be5bb4b6-fd4f-4e69-9f89-70d457fa39e0 · outbound

This paper cites Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T15:57:28.884092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 505143c0-61ff-4a3a-ae60-55a537e0cc20 · outbound

This paper cites Multitask prompted training enables zero-shot task generalization,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Multitask prompted training enables zero-shot task generalization,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.151386Z

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.

Observation b33829a6-30a8-4ad5-81a8-70d36eac7ad2 · outbound

This paper cites On the use of mutation faults in empirical assessments of test case prioritization techniques,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach On the use of mutation faults in empirical assessments of test case prioritization techniques,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.140166Z

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.

Observation f939b754-e6e2-464c-821f-5c2285b73290 · outbound

This paper cites Augmenting test suites effectiveness by increasing output diversity,.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Augmenting test suites effectiveness by increasing output diversity,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:57:29.129273Z

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.

Observation 01d375d5-a7da-428e-b6fb-338aac9cdbeb · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

Adaptive Testing for LLM-Based Applications: A Diversity-based Approach Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T15:57:28.897242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.