Pith. sign in

Paper Citation Record · LEDGER

Towards Automated Crowdsourced Testing via Personified-LLM

As of 6 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 1 inbound Pith citation observation for arXiv:2603.24160.

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

pith.paper-citation-record.v1
2603.24160 v2

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-15T00:51:34.260667Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-11T04:13:09.768648Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-11T04:17:46.129901Z

Reference resolution

64 of 64 outbound references displayed

  • verified exact9
  • verified fuzzy2
  • unresolved53
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 44379866-e742-4739-ac2d-79af68bb7bbd · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.244139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:bb57377b2d42366975c6f64bbe704f3dec1f68b32de9648d2ab654908dbc26e2

Observation 27c26e8d-4cca-44f6-a043-11c298f4acee · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.238696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:f6d1aa924ec5460817df0ccba2be1de37b0a885a4382e49693c71397ea731be9

Observation ac3cccf3-cad9-430d-b760-c04b5de41d59 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.240506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:61ab878c6a24b375647fcc7dd62adc25b6a9d23fd3fcf6c03cd36c06d83a9076

Observation 191e412e-37ba-4641-bf81-1b2fefdd3e6e · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.231583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:73c6f0d05383d6c89cb0541c166ed62ce5ac81c3d1b30250408f8571d906759e

Observation 7acec807-b490-4f55-b4b7-53cf6f47e36d · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.233283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:d68971ff57bd3ae0602c53712d91dd7836c4088bc9cf2cd718ef1dd2acbff1ac

Observation 4592a1f4-4f6e-42ae-81e3-a96fe28c48c7 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.229908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:a8037686469648d4ed6ba57eca42fa7e2325b35e47c2127dabbd82010fc6dced

Observation 2c3658d9-e41c-4fd1-a6f3-5ea1450f6b4f · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.235211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:011ab7b689a367d255643c36b92716f27d14b1f03ff73ad05ddebb043b9f239a

Observation e2333f0a-1ce1-4b72-a30a-04ae25eef0a4 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.226201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:e3811b56c08a7c768c0b78c59048387291e7260dc2d43613fdef7acf5cd09795

Observation 53fca2bf-f08c-463e-af0d-fb1e613b09dc · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.222494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:7d5d8e7deba917ceec4bd6a01c929bd7fac91dc8a75970531050b4b71d59778a

Observation 0d94fcb4-fddf-4715-aeda-c38767a3beed · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.224411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:bdb0acc573b76b5f182fa0f06c77bd0f983247f7a94e23c3b48b17558c37596b

Observation ffbfcf41-6c9c-4302-bb73-db121bba875f · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Towards Automated Crowdsourced Testing via Personified-LLM DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-05-15T00:53:24.722439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:1f538ffcfe8f30149bbd83d7a5a8069b3b4a9a4098df643086c9bc9b0eb95086

Observation e8f17ae9-a030-4fa8-9fd6-9cc232744719 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.228190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:1a27a5619f9f67a096855277e1507b1a9648649f0d898a84468d39b93ea19514

Observation f7a17515-2743-44d4-8f16-ec8fa2a17423 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.237105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:d5160dec18515c2327d575041a7d36e78a238a0ebec6b966c1cfee1c6476bb6c

Observation 9474d45e-fd33-4a94-a7ee-91fae66bd290 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.242381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:f4ad54c06b3f2eb78b07d07ed30c132b976d22930e67230dcb9a99c9507b73c5

Observation 62e59e79-6ed5-4f75-bf29-2f6fb897e573 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.245845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:305cc5ea45f2266ee9c5b33d26a69028acb190b53fc9c478601dfd860a510d28

Observation 08d906e9-2f8f-4a84-8bf0-d24e31a6f5f7 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.301804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:5cad63bc3fbd319f7235617e4162ce439732b1ac33fd729d117b130c3b888dd4

Observation 1fbb02bb-c28a-41eb-a8ec-24da11a40f35 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.267278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:a0d73ffb249e9da467ec98f316452dc851f0358f9c8de9e4bb2bde66059a3368

Observation 3875e26e-816c-4273-8ab0-f9b834bad5df · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.314705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:f9985bcbb02d7446c59b913c111fba2021f1d6864220da98da0343dfd80e630b

Observation 13e2db22-ab46-478c-aa79-b785b712fded · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.247732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:bac3963c00de1660818eb34737c33d748babff1b3be44690431ed3081693bf38

Observation 7aaaafbe-6773-4c4a-be8d-635e9da868eb · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.249693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:180fe227dfca3718e2dd55fed015bc6dc48cdad4decdbc0719c1f26b47a1220e

Observation cb38a875-5333-4977-9ef9-71cb0c1992a3 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.255079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:00a9b08beef31134419a5cfaa8bae9225f37b60d5614f94d8f89fe14c83dae69

Observation 47e73a8d-2c1d-4cc1-9166-0a04335dccef · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.312919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:406251f443316b3ab30efcef5d1f0b8983063de01c518a358e03660c0d1611a6

Observation 9617c0ad-998b-434e-a2d6-9cb2439dc42d · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.258476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:a2d8fcd0dff8914c8a60328f253ff06935be5a478375209bece9ca5078401484

Observation 8604bf47-45c9-4c81-bfa5-c8fd7284dbde · outbound

This paper cites PersonaMath: Boosting Mathematical Reasoning via Persona-Driven Data Augmentation.

Towards Automated Crowdsourced Testing via Personified-LLM PersonaMath: Boosting Mathematical Reasoning via Persona-Driven Data Augmentation

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-15T00:53:24.728139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:7d45499fa88c4d69785fc813718535236bfb7ffab274e8db04484854256597ce

Observation 791b541d-9d85-49c7-b524-eddc6970dc5a · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.269109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:59925be3db11ab4f18260e3b5ae93dbd46adadb25c4e2e42504edaca657f09dd

Observation 1024e922-0a5e-486d-a474-6bae7c384290 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.316465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:31e0ebbf23078346584b8a262c96d96bbc0cec760343f366b6349971601d05d2

Observation dd4b5242-2f43-4a62-8fde-9b16f6105a5b · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.256847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:388db44f0972437652a0d1dc2a231146d7856a2ff5d5123085007371c8e38232

Observation 736a8aa2-38bf-4d04-b09c-897aad5b8a2c · outbound

This paper cites Generative Agents: Interactive Simulacra of Human Behavior.

Towards Automated Crowdsourced Testing via Personified-LLM Generative Agents: Interactive Simulacra of Human Behavior

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-05-15T00:53:24.719625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:009bbf42b95bad951b4322c1a9a0e273bfb3dd1824e90954c21c2e03603ea71a

Observation 02c19521-14fa-4c88-bc65-1ce4060cb176 · outbound

This paper cites ChatDev: Communicative Agents for Software Development.

Towards Automated Crowdsourced Testing via Personified-LLM ChatDev: Communicative Agents for Software Development

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-05-15T00:53:24.730716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:82e09c78785ee65a19c3aa39f880cdbe87038bac4b0a65708da8e82f44ca5c29

Observation 623bd561-9428-459c-bc13-dfd6f7b4ff1c · outbound

This paper cites Sentence- BERT : Sentence Embeddings using S iamese BERT -Networks.

Towards Automated Crowdsourced Testing via Personified-LLM Sentence- BERT : Sentence Embeddings using S iamese BERT -Networks

Reference 30

Resolution
verified exact
doi, observed 2026-05-15T00:53:24.297945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:95b532e968b8b959e79fcd6cd38fd6149bc2c7954af3d8d59bf59fe31ee64456

Observation 5efa2367-dc18-4fc0-b27e-c738274ca44f · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.251461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:5799b9fd9424f2d48d2ae46a8e873af42dea1ccd106a052ee67fc010114a1bc9

Observation 5eaa50d9-60b4-4cae-b4db-26c64702858b · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.253172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:750e0fa06d9b46a14f8d31311eb067321ecc2b17dc171bcd9aa06a7b0040f9b2

Observation 8ad13f33-e4e3-41e7-8c31-df9e038387d1 · outbound

This paper cites InProceedings of the 2017 11th joint meeting on foundations of software engineering.

Towards Automated Crowdsourced Testing via Personified-LLM InProceedings of the 2017 11th joint meeting on foundations of software engineering

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T00:53:25.311148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:3bf3d0cba89e474b7d70c448180d64f7d53a18031bf4bac7e121050d06a7bd11

Observation dfd58a99-7e52-4664-9abd-69b7bbbee8f2 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.307546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:4ab4c2e37c51e06529ae2cbee71ce20f0356773677db5628e74edc74df876ede

Observation ff6fbde1-a5dd-4813-85f5-18c9a73ddbd4 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.318362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:9313665aacf996050ea18e3853739575be690f6cf5641b30e6e9c935810a0eeb

Observation 5964536d-c539-4aba-ad8d-981a9ea3f58a · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.305203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:a0bce3335f96468edf522475b3c18f42531c78e982b0fefcc5bf36129789b8ca

Observation 041dfc87-17f1-4bd6-a631-fb405a5f7e4f · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.300013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:190d3297a4241e0b150f8ae9734f560ed2b7f1f06195fca4a8c9e367899db671

Observation d6814ef4-dbbe-470b-bf0b-33a954e29684 · outbound

This paper cites Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization.

Towards Automated Crowdsourced Testing via Personified-LLM Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-15T00:53:24.725326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:f273549b34a0b28ac42554317dc1baa43642c396decc1e0ee2b4f4b869145c4d

Observation 1c865e27-53fc-4cf0-b0fb-c7ff482eb207 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.296373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:778090148000696a9a84a557257db77f0836b23bcce3b59474f6f9b8a79bdb79

Observation 61d0611a-0a36-40ee-9856-d2f165dd160e · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.303458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:4bed666a96bc3de7019444dd58dd97548eacc8c012a960eaedfacb4aa45d4547

Observation c8f65ea5-5967-4c2d-af97-59036da91728 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.294603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:a19b29a32811e0f64525066681a73f46a81501a86a6bda80e97f5d28b7278dbd

Observation d609cd74-a13e-43e4-b691-26f9f3d2f70b · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.260135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:df781f2c6f287be45fc8cf8e427b5f44abb138bb264a579f3f3c4bb8ec3e4542

Observation 8938fdb3-0e15-4b69-b6c7-ff43d99bddfc · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.298156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:a7cf89fa274a59df0827dd414e0d8dbaad7e87c7926d63a68c028a004bcdffb2

Observation dff4c744-e280-4b52-9f6c-39fe4d5b9018 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.320160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:e654f49070a072765f26bceab8af7eda5a1d00b7c24dde83b85a68d4909b9247

Observation e48e957f-771c-42fe-968d-b961a3f1b030 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.287028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:58be140c909e139df5841f6dd1d26289265c44ae95611f3dbac22aecd18b5ec8

Observation c712a974-2428-43e5-a2ff-dba3af315508 · outbound

This paper cites 2022.Intelligent Crowdsourced Testing.

Towards Automated Crowdsourced Testing via Personified-LLM 2022.Intelligent Crowdsourced Testing

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-15T00:53:25.288781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:21848309ac728913e0c4aee9a0c33bb819ede01bc60d332b2f3095f5dddeafb5

Observation 74ed3cc9-42c8-4204-b8bb-a73b4f4f1990 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.285227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:694d654e945a6564437c475aacd9c49394dd2d37b82b733e5e3e302754f31878

Observation 8fd1678c-a131-4d12-b461-11c22f360676 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.277941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:086f7403b8fbbf9357e5fa4b5a1cbd935d408fab260f1935f8560474ef8e8bc9

Observation 29b2d94b-aefd-4fc3-a0a2-0787fe04643d · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.279935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:70db43ee0640aca0792601b423bfe09fc965d3226aaa9524fab0283cb0936419

Observation e92cb0aa-5ffa-4370-b26a-e4b3a2afb753 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.281666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:0bbe08d50195cdc8d9912aa92580ac32559123022653b5e1416869c13494df5d

Observation a7c845cc-abe0-4ca2-9511-a6d587386423 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.283329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:5e462398811b946ee4fadfa662e9c8fb574f2d846d8c3c7dda6cc1bc87774b9e

Observation 12ca1643-71e8-472d-b5d7-b94068eacfcb · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.290621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:35125f52661ced5ab064bbcbf51f7bc0345ea09182b19115db7e734a0fad6d4a

Observation 18ce2224-e7df-4771-9987-a94a29aaf3c0 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.274328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:c04ba103167f53563e2b0a17e3817f810c0bc18f808a6d8c36ed025a1a81bb74

Observation a736f5f1-c364-4734-97d8-cdbc9de04907 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.276084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:6efb06e950cd6c36265f9fac50735fe7c000391d93fa307268d6ba51135b2742

Observation 82ba1648-26dd-4394-baa0-bf447641562c · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.292668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:11f0efea5911753c42646d1d47216438b81a1c5284b634b3e4ece6c1346f34a4

Observation 177f4072-2564-4b0a-843b-37f41d6e2c8f · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.309252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:f2a1203f58f277960f1c2528a999c6823369dc3af361ca15f5f7617c17d57706

Observation b74ab78b-a0a7-4c65-9eb0-1e9a1bdce7f7 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.270874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:a9e5215cc9b1b53de5362164766eaa691fcc34cb1d942223b6bcfc3f6f00faa0

Observation d4f458d5-1baf-445a-a724-5b1684777b2c · outbound

This paper cites 2025 , publisher =.

Towards Automated Crowdsourced Testing via Personified-LLM 2025 , publisher =

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-05-15T00:53:24.737099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:a011b734c64337c245958f249d37ccf1a5fb6b03bbfebf681c66f2262d6333bf

Observation 8405ad7b-d4e8-47d9-8634-e2d7150da410 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.263653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:2ca537df2ebe6dba491ca7ede1b4bce18e36c9de7d473b24b603df0dae3c444f

Observation 695022e6-c762-4cf2-9122-0261db6307cc · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.261869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:2ecb17cc42fd4aec71349451e8fd4b133d8fa3ea3111d5f2282a647c232d9fe9

Observation e62e8f51-0643-4d85-a6a1-12a780325ce5 · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.265394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:a29307683f5ed83c1f1321bc31368e0f142f8e3de54f347dfd91dfc6015ace06

Observation 0b3e5e4a-a20d-4b60-9b27-00c9c1b9a6db · outbound

This paper cites Scenario-Guided LLM-based Mobile App GUI Testing.

Towards Automated Crowdsourced Testing via Personified-LLM Scenario-Guided LLM-based Mobile App GUI Testing

Reference 62

Resolution
verified exact
local_arxiv, observed 2026-05-15T00:53:24.733914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:13f983a030f24338af9275a4331209dfa09d47501c352e9ea7765a0f9ed7e415

Observation 2929414d-e92a-4a2d-8bcf-70636c1fd9f0 · outbound

This paper cites GUI Test Migration via Abstraction and Concretization.

Towards Automated Crowdsourced Testing via Personified-LLM GUI Test Migration via Abstraction and Concretization

Reference 63

Resolution
verified exact
arxiv_id, observed 2026-05-15T00:53:24.739639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:3409e3b82fd0c5261ed66632c4e498475b4ce3f624dbe895442c8774ce85a629

Observation ac1c978a-0b61-4155-89c7-efd24f84c9af · outbound

This paper cites an unresolved cited work.

Towards Automated Crowdsourced Testing via Personified-LLM Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-05-15T00:53:25.272668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:fb08eeadec8e975f408dcc21c9a067d1587bd1dc3e8de917017770fbc1580c5c

Pith citing papers

Observation d45b28c2-6aec-4d80-8000-fc7c0ca5818f · inbound

Agents with Feelings? Personality and Emotion in Multi-Agent Software Teams cites this paper.

Agents with Feelings? Personality and Emotion in Multi-Agent Software Teams Towards Automated Crowdsourced Testing via Personified-LLM

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-07-11T04:17:46.132060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-07-11T04:13:09.768648Z digest=sha256:5984adc633add012da8e2aa1d2b0363cc0323ac3563e14fd378ae122045fa86a