Paper Citation Record · LEDGER

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation

As of 17 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 3 inbound Pith citation observations for arXiv:2508.14104.

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

pith.paper-citation-record.v1
2508.14104 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:26:08.221825Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:54:15.891464Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-05T07:20:46.358831Z

Reference resolution

46 of 46 outbound references displayed

verified exact0
verified fuzzy7
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aa6923ec-448b-49de-8873-0cba8a64d4fc · outbound

This paper cites , " * write output.state after.block = add.period write newline.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.049040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea30f826-8784-4f62-ad75-bd56994bdbe7 · outbound

This paper cites write newline.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.054868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9899ef16-3ca0-4be8-9479-d7226dec022d · outbound

This paper cites Software and systems engineering — Software testing — Part 1: General concepts.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Software and systems engineering — Software testing — Part 1: General concepts

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:26:08.711998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e6bdf41c-7d27-4115-a01b-1ab4d4a3ac4f · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.701593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ac01c2a4-a50f-4e20-aeb5-f586f8af69e4 · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.690916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3518aba8-1924-47a9-ad3c-0464e00e5d86 · outbound

This paper cites Qwen2.5-VL Technical Report.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Qwen2.5-VL Technical Report

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.071084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99eed6be-816d-4de1-8782-5f1452435c55 · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.679817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 085b954a-9730-4d95-a030-c04c884a70ca · outbound

This paper cites MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.079346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7879b88-ede0-4aa5-9d8a-e8062cd9fbb6 · outbound

This paper cites SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.083671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ea05756-ef39-42f4-8e58-eb92ecd8dc53 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.087827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f2d356a-26b7-41ca-b1e7-92dbc5e0be98 · outbound

This paper cites DeepSeek-V3 Technical Report.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation DeepSeek-V3 Technical Report

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.092101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d47cc2b-6514-45c3-bf22-eac0c4980225 · outbound

This paper cites K.; Nallapati, R.; Bhatia, P.; Roth, D.; et al.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation K.; Nallapati, R.; Bhatia, P.; Roth, D.; et al

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:26:08.669688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1d76528e-a2c4-435b-a0c4-52b3bfaa5c91 · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.658763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9b53b602-4f76-4f8b-9595-c5561314c6ac · outbound

This paper cites WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.104803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f95afe1-3cfc-469b-bc9c-0361d9de91da · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.646118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 965bde92-4807-4562-ab09-efb02a4473aa · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.635956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c405e526-4ce0-4f1e-9c48-7d57b2b9f148 · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.624289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1c5a955a-d4b2-4f6f-90b0-ea6d7062567b · outbound

This paper cites E.; Yang, J.; Wettig, A.; Yao, S.; Pei, K.; Press, O.; and Narasimhan, K.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation E.; Yang, J.; Wettig, A.; Yao, S.; Pei, K.; Press, O.; and Narasimhan, K

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:26:08.613423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 238086dd-1ce7-4024-8235-8d2f0437c759 · outbound

This paper cites From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.121061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6002296f-7e16-4a4a-87f8-a7c72c8a8a5e · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.602559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9ccf21be-9bf9-4206-8d02-99184854ed21 · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.592247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 77feb7a7-2dc9-4893-87f6-5d5430867ed5 · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.581856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d9abbae3-57bc-42fb-a308-de1a18356a09 · outbound

This paper cites WebGen-Bench: Evaluating LLMs on Generating Interactive and Functional Websites from Scratch.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation WebGen-Bench: Evaluating LLMs on Generating Interactive and Functional Websites from Scratch

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.136791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7cdd977-5080-45f7-85de-9e26eff1379c · outbound

This paper cites SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.140510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b61bc99-2b50-4ea4-9e25-b0f980ab309f · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.571498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7c567283-70dd-41e2-9333-0ce81f5a37a8 · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.559912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2eb220f3-8cca-4c0a-8566-15033455ff6b · outbound

This paper cites UI-TARS: Pioneering Automated GUI Interaction with Native Agents.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation UI-TARS: Pioneering Automated GUI Interaction with Native Agents

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.150673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4afafbba-86bf-49ea-ab51-a5318f4be351 · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.548326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b63e1628-2bc7-4e19-a4a8-7fba0a8fcf06 · outbound

This paper cites Kimi K2: Open Agentic Intelligence.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Kimi K2: Open Agentic Intelligence

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.157992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65eab1fc-c883-47b4-9928-470926ca432d · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.536895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ab6c1b17-4a46-4236-8dd9-68647deaf0bc · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.524424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 090e0e48-5d2c-4ad5-9999-060ebcf4a1bf · outbound

This paper cites Qwen3 Technical Report.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Qwen3 Technical Report

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.168279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07c63da2-3c0f-40f6-a1d0-9322f460064a · outbound

This paper cites N.; Chiang, W.-L.; Tang, K.; and Manolache, L.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation N.; Chiang, W.-L.; Tang, K.; and Manolache, L

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:26:08.512054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation abd72ab6-b29e-4bee-9fbe-6292fb4ff2ab · outbound

This paper cites Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.176971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7841c22f-8a65-4e02-a62a-5e02a5fd5a1b · outbound

This paper cites F.; Tang, X.; Zhuge, M.; Pan, J.; Song, Y.; Li, B.; Singh, J.; Tran, H.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation F.; Tang, X.; Zhuge, M.; Pan, J.; Song, Y.; Li, B.; Singh, J.; Tran, H

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:26:08.501710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a002abf0-3abb-44ba-b749-a1b50ab347d5 · outbound

This paper cites T.; and Ni, L.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation T.; and Ni, L

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:26:08.489964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 91963287-4976-40cb-beab-2b41b0ea12b6 · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.477662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8bb36341-b55b-49fd-b7d3-55d9efe398b1 · outbound

This paper cites Web-Bench: A LLM Code Benchmark Based on Web Standards and Frameworks.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Web-Bench: A LLM Code Benchmark Based on Web Standards and Frameworks

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.193637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bf73a0e-fc60-4a6b-a159-d2e43727c20b · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.465349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6c2539f4-6f52-40ac-8e3b-8bb3d04d8f20 · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.453731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 181d965f-f216-4419-8517-ddaceaac2432 · outbound

This paper cites Commit0: Library Generation from Scratch.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Commit0: Library Generation from Scratch

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.203822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb20716c-52aa-4a43-afae-b5220cbaa76e · outbound

This paper cites E.; and Stoica, I.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation E.; and Stoica, I

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:26:08.442863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c12e7f2f-e747-4bcc-9714-94eab2fd7226 · outbound

This paper cites an unresolved cited work.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:26:08.432342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6f3ab3a2-7879-4800-8818-98df075ace08 · outbound

This paper cites FrontendBench: A Benchmark for Evaluating LLMs on Front-End Development via Automatic Evaluation.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation FrontendBench: A Benchmark for Evaluating LLMs on Front-End Development via Automatic Evaluation

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.213374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51c4ca0e-8e3a-4ca7-b2b5-8a112d73cf19 · outbound

This paper cites Agent-as-a-Judge: Evaluate Agents with Agents.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation Agent-as-a-Judge: Evaluate Agents with Agents

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.217656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94efa96e-e3d8-4c31-8f21-37cbaa5e1fd5 · outbound

This paper cites BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions.

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T17:26:08.221825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 8a7745ce-185e-4858-80a9-96c97d038cc6 · inbound

CityRAG: Stepping Into a City via Spatially-Grounded Video Generation cites this paper.

CityRAG: Stepping Into a City via Spatially-Grounded Video Generation You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-05T07:20:46.360807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation da0b99c6-e7b7-47a1-89b3-d0f294e71f42 · inbound

PlayCoder: Making LLM-Generated GUI Code Playable cites this paper.

PlayCoder: Making LLM-Generated GUI Code Playable You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-11T13:16:17.895250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8f0a7d6b-99c0-4a2c-b756-71b7039f06df · inbound

DataSpace: Benchmarking Data Agents for Verifiable Analytics over Heterogeneous Workspaces cites this paper.

DataSpace: Benchmarking Data Agents for Verifiable Analytics over Heterogeneous Workspaces You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T14:54:15.891464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.