Paper Citation Record · LEDGER

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead

As of 14 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 1 inbound Pith citation observation for arXiv:2412.08581.

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

pith.paper-citation-record.v1
2412.08581 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T17:48:33.465216Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:49:32.630354Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T23:49:32.716181Z

Reference resolution

48 of 48 outbound references displayed

verified exact0
verified fuzzy2
unresolved46
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cb6605e4-a558-4082-b5cc-05e83b76bac0 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:35.259535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation eda38cfe-0297-4952-8e2c-663d05951e8f · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:35.244061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation fea837c2-7cc1-4734-b56f-1865f7cefa3d · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:35.225729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f38aaed8-1b57-4acd-b5f6-dc4bbd5b4eee · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:32.917347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f57a46a3-9919-4383-97bb-27a4379b507d · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:32.965327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49571176-e001-4c6d-b03e-8be74446ac4a · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:35.045063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ba9ec8e8-bd0c-467f-ae1d-8f3d86601d82 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.947351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7ed58875-f102-4417-a391-b0d298d416e4 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.931302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 46029660-05f2-4ae7-a825-ace9320feb0a · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.914577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation aa862a24-4954-4529-ace7-596f7dcc8c08 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.897803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation acd57c8e-e70d-47ed-bab8-051cc5d691cc · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.881524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3f95cb3b-b8f6-4744-8bfa-1d371c68d809 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.864374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1152aaa3-8933-454d-bf3f-7c69098a20e8 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.846190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b2efdd45-cdae-447e-8d2b-1ca435a962af · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.650445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation fe28d8f7-ab45-46d9-a23b-13d36039cc63 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.545475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dfeced78-e658-45cb-a792-0f391898023e · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.528760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation faa6b733-5252-4a9b-9edc-05140b84a91f · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.511046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 98708dc5-dd2b-4510-a614-68868aecf849 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:33.210963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc8a183f-02c5-4fb8-8519-4914b0ef2135 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.483999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d045d745-2233-45c1-a754-e5b9ef94b985 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.468193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b2535265-ac0e-4f77-87b7-08ad0ea0c2c4 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:33.226430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6eba3ade-1454-4bde-87ee-acf3cc0c1eb6 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.361001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 34edd925-5ac0-41f6-a511-a63999357bdd · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.238938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c4c46823-94dc-4cf5-afcb-e7b387258e2a · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.223295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d2825c1c-28d0-4daa-a5a4-bbb794e80715 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.206776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2b8c501a-733a-49ed-a85a-da854d69d88f · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.189358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 42cb6812-f4d3-468e-8f0c-cd4622a5df4f · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.172360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e37dca04-5a03-43bd-bb74-d905e4c51f79 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:33.259121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46caeeb2-63da-46ed-b5d1-70c30490ca7e · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:34.062048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6ec48432-b552-4135-8037-2e98e1c5da7b · outbound

This paper cites What is it like to program with artificial intelligence?.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead What is it like to program with artificial intelligence?

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:33.268723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55a1a7db-c25d-43c0-8eaa-659ad1622d11 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:33.955213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 68d5c505-3d1e-4d31-a827-5d22140811d4 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:33.815350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8d0937ec-ed51-4c53-8120-dd7968eaa934 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:33.772878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 922a32e0-bff4-44a5-b49b-5935e87111b8 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:33.757446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 70128b62-812f-4f5a-a04f-9fc0c4206b53 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:33.293040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79e1d859-0096-4d02-a420-52d4ae45983c · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:33.729935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2e417f38-766a-4e3c-8924-9cec9e13b7ae · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:33.713244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 98b2d449-81f4-4548-bb2d-69aef175b2db · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:33.307043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78104a08-5303-49b0-a9c2-c24ab6959d66 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:33.315723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8aa9a0f-9bfd-4c3e-ae9c-0021676eeca1 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:33.676626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1baff59f-5e3c-4128-9c5f-35d1a76183c6 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:33.660367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 207bc56d-9494-47b7-ace6-fd0b71cd3253 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:33.643939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7766bc6b-2eff-42d9-92c4-ecd509736e28 · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:33.405594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f11543f1-b6e2-43e2-bb3c-69eaeb356c4e · outbound

This paper cites Responsible Task Automation: Empowering Large Language Models as Responsible Task Automators.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Responsible Task Automation: Empowering Large Language Models as Responsible Task Automators

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:33.443780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c3229c1-3f70-4d04-81d4-7aac3785948b · outbound

This paper cites an unresolved cited work.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:33.616581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6a855607-ef6a-4786-8767-e90c3beaa484 · outbound

This paper cites In Proceedings of the ACM/IEEE 42nd International Conference on Software Engineering.

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead In Proceedings of the ACM/IEEE 42nd International Conference on Software Engineering

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:48:35.133546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation fe2809f8-9f42-4e8e-99b6-841077c4b5f2 · outbound

This paper cites In 2021 IEEE/ACM 43rd International Conference on Software Engineering: Companion Proceedings (ICSE-Companion).

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead In 2021 IEEE/ACM 43rd International Conference on Software Engineering: Companion Proceedings (ICSE-Companion)

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:48:34.805047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a09b4871-7a03-4c26-a7a9-6e1bcfc3bdf7 · outbound

This paper cites In Proceedings of the 32nd ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA 2023).

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead In Proceedings of the 32nd ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA 2023)

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:33.419653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation feee25c2-6bdb-4aac-8b52-42c3b9523900 · inbound

Seeing is Fixing: Cross-Modal Reasoning with Multimodal LLMs for Visual Software Issue Fixing cites this paper.

Seeing is Fixing: Cross-Modal Reasoning with Multimodal LLMs for Visual Software Issue Fixing Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead

Reference 93

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:49:32.723328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.