Paper Citation Record · LEDGER

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment

As of 13 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2606.06301.

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

pith.paper-citation-record.v1
2606.06301 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T00:10:33.518301Z

measured 42 of 42 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

42 of 42 outbound references displayed

verified exact2
verified fuzzy0
unresolved40
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7856a22e-80a2-43af-a2bf-1a6b5145b23d · outbound

This paper cites MoocTest.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment MoocTest

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae6e3969-1bc3-453e-b99a-28c35a311532 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ff3651e-885a-477a-ba45-e8b42f20faf1 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f20836a0-361d-4d8d-96cf-a796164a51bf · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 987d1156-6c48-4dba-941f-301433a64e96 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e872261f-2126-4739-baec-d7b33d7866cf · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33098604-8486-4460-b578-d4b46bd10bb2 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ab24f3a-64e2-4abb-9410-b23942d059c9 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6c6b430-77d3-460f-8213-5f06c9a4bc68 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9742200-d968-4bda-8715-78e75889c8fb · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d6d26a2-7316-47e0-81f3-ef986edd010e · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed9897f8-fbf4-4699-8a70-7b7f0ba68209 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a2c9b12-a374-4b8d-a7bb-8672f0c4dbc8 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6603df97-6cf6-42bc-9ff2-66871aec7de3 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccd4693d-c64d-47e4-b455-ec7c35f12026 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 523b6790-0364-4043-8403-d9745d037d83 · outbound

This paper cites Using Generative AI and Multi-Agents to Provide Automatic Feedback.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Using Generative AI and Multi-Agents to Provide Automatic Feedback

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-02T14:47:04.258563Z

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 f701579e-0119-4358-8963-3788e2b5f476 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4326a6a8-5039-4702-a4b9-908f1b83bbad · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db7e997d-9ab4-4420-894c-6328508fa6a5 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0774acb2-3ee5-448c-a5c4-6d39c3dd68cd · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf008b8c-c106-4d14-9ff8-275dd1939978 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 791b0198-2f34-42a8-b49f-70b72b538078 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c670ba8-fd61-4bc5-915a-2efafd374503 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bed21b2-54ed-4bd4-badd-812543c15625 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a01a910a-aa99-4548-a7fb-652bb1853d9c · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fbbf449-6d98-4fd0-bb05-1a29f18a09b6 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbea8384-2129-46fd-89fa-efb86065a71e · outbound

This paper cites Ai-powered code review with llms: Early results.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Ai-powered code review with llms: Early results

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-07-02T14:47:04.259719Z

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 e0c5b25c-c3bd-481d-9768-3fe1b2fe682b · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bf3abf8-e583-47b9-9b92-ffd67ec4a875 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7bf9f7d-7e07-4d4c-8162-e4d3975e1c9c · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cebee5bf-c42f-4b67-8f61-cb0480e8a514 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d3858e6-467a-405d-b546-abb92e8d5064 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c582400-9e97-47bb-8b54-2c6748707154 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9e9546a-64dc-4d44-aaa7-c3e38e76242d · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 318ba78b-eba9-4180-b83f-9743d824166d · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6e3f7b2-3427-499c-9175-ba46d87ec963 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f982d870-faba-4cad-b75a-79463b1ba941 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed53e652-d228-4f87-89cc-b9a3fbdb1f1d · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b33ef10d-969d-4910-b6cf-7c2461b7ddb7 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73d2230a-66f9-4906-9cda-290946e8cb20 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26820366-1bba-47e5-aeab-0dfbea003b67 · outbound

This paper cites Xing, Hao Zhang, Joseph E.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Xing, Hao Zhang, Joseph E

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c28500c9-9bda-4280-8fdd-27a6a9b7ae24 · outbound

This paper cites an unresolved cited work.

More than a Judge: An Empirical Study of Agent-Human Interaction in Crowdsourced Testing Assessment Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-28T00:10:33.518301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.