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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:c353897a80dcc699dd75732fd38c47d7bebc2b6eadb0bdde4240317a01de09de

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:9d93b2965a79bd35ebf1d2a52feef8e134429a74b527cf38a749d9404fe71731

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:7293ff6fa6bbe068321b945ea3b90eebd449fe990fee8ba4448b50c86f748007

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:847082230b13fca2a2af83e90e44e96b12f360f2a3fb38f05afb88e136e1bc4c

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:d4d98b39993bcdeb4e050f24a684427a29c4c33cd1f6d8cc30a1f182f9ebb237

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:7abc565e9087cc95d9d5e51a5643915bc0582d7a2e267691bb3e7874005794f0

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:c99585e5faf523d9c5b90378bbedba554f6144258d0e5b70e32516aca817132a

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:a29b65128e3ae1669c97ef0fba9f926b8528d525f676ddb2daf5281316d52f22

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:06530685c41f44cd1625e6fda268dae31947e2137ee75a3e17e8154bd9daef25

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:c7040be2a2490e1a4f52e1556c5c9897af934b82dad45d104a87a4182d97809b

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:9acb2f87c4511f3b7f975f7e609c49310acfa65659d5caef9e2a8de45dfc35a9

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:7a0b138cfdc347e8e69d3bd23608195b761f74f093465b7207213b45cb37e92a

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:f5e23e5200bbf8c1a35ebd06e2a5c4bd7edbe5832baced1cdb617376f53acd3a

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:225c2aa832a519279c3a521de79f44b979f461673c6be2d9d45e912406e8368b

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:2cdc17cc0382a08151af81a28794ccb9597d5a9392dda1d1817ef86352738a91

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:f09ffefa656c3f1ecce20dd1ee5323b30e4a69ec98673bb2f55a0766702e971b

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:6d87f119ec35dbe68fa74ec33cce7d4e949aa0d6cd95a48d3272b23507125a0b

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:202aad6e7f378fd92ea2aac83fbd75d9bc98609e0056570c74e1ba723575db1a

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:dfb3aa3ccef14a27f24d2ffd460287331b309d5ccbcb349833639c3e5208ed90

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:83884c49fba167e14404be60d7176c4c108829b6136fd59d3a888dfc76b76ea2

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:2ba1fc530df542d65ea5570ea940849c7179949848aae5fc7e5432c7d93d8fa0

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:cbd351af05455f099e2aeeb06c150a7ba1621c88638c3efa04ff3c51fed99e4e

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:780528f0f892c119edfd170391a043bf28d957e6d4f9f702c8384887f4f5f69f

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:20bd0d38f9131d02a7663e07e857c8121440fc4a6420ac8268f77cdb42c8b0ff

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:3de6958860abda3549fca1ffd2c639531c5e8e7fca294be5b8b77e69d7483e86

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:06671054c1034825801f9cf4c1a881e02281fc117450a48bfd2bed7312e5ed47

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:f56ce421a795dd3f207e68486f795fd08bf03d46efe8c9acb59531c248781541

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:e8bdc971cdd7cb1b76f987263675662d798d00e628c6ea6e1e42ea5aeadc7965

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:2380e08a51fe084f52b5a7b79a5ca03a1d510d8904fa5a56f4fe51de5fca8cc6

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:b5ca470dd6aa2654d1ed83b27bd10857721585a42afe949420ae37d6139c08cc

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:c07c06eb435ada3f5e4a2941407b29934f4152c85eef73992b80d452ee9066ec

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:040f1bd672ac9e51d74474a16a14aa36be85d3c68d181d018a069082f5f238c0

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:5b84d3931d9d147fd0a46d13a3e5d627130530ef46e9d503c6be096364ffed5d

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:928fafd48a14983e5e8772e6ad1680bf2838f0ca1c4517012173c58ddd46481b

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:df4c991c3bdd49f8ebbf6bfd7f0604b56a8e5474881612e5deeec0a6477aeb53

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:7a6842b41cdb4b7807539eeee22a2f4f24ac49ebb6ce783efe83e0cb4302d004

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:a47c3253dfeb8da30a656131fb163a67e6ccbea1d7cfdb9ccda9347b0de80084

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:bf882fe58d8a76d822c6042e96c0826373a09fe929ebaa9b84a02bda62bb039a

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:afedcfbb6c6e4275bf51f633f5a0f2c25a55e401fba0e9a0ed683e9e3d41b6dc

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:7153d48c177cae5c1df36e168f231eee3744b2877f9f6e464aa1c1b90d1c9fc8

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:db75862df757931afd2dae8ea970de2b293bc2a5da9e291ee447906b0d8ec84a

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:bf3bcf66a9aba8aa1efe1d8ce34a282815f942d30e9b1c724b5aaef0ca2cfe55

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:0db3cdfe07455aa28dce8c024443a0059c0c5bd758b39dc2ad9459ad470cad6c

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:f4d16b7f2d55196c51726e62c27ef621a1754c381957906f273d8dceade852ff

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:69c81f563c929e9ca6bdd20f0d725eb099defc7c8c5b9c29d179cf158d42dc10

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:e37a47d2a7de74e344e0cbfb242628573174950e083c0fbda75b396a013496b4

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:d35007e3f9f14ec2b3ad16fbcf04cada48f5f2ddfab5caca4495c959591b3b84

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:f9e5dc5358f47b144ebe75df30684f6154efc08c3c8e6b0c1ea2dd8eb6320ee0

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:a1759aa71d8828b8b2f3fe9e1feb498ea6855278fcd2a025686d03ceed9098b8

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:bbd28cc194bb256ba9eca031ff4cc309f8652e483469e685d8fbaf8e4a87a56b

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:bbecf84cdd2e5e245926e07964e103d066158c5ba66dbe26c03c15af26a108ef

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:ab4b0d7d010c0f2db9a805ce6ccb85c4387e4be68eecdd9acb16745ebf74c699

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:3af0b7d679ad3e75f2d054140ff56b1b0f875732ce9e604f301349c75cd5eee0

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:d04fac59c6ba358595dc2bfc99cd485ff66d437bf784e4ae0f8973b7fd815a4d

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:1b456563c25dce510f6a31e7b5c7aa112744a4441fadf1b3bf62c1b786fd158b

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:44dad84c47e32e5531f0194578d6e2a83dcf435c460189cec605405a8e3cd785

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:e385e89d5e984b1f0d08d809d536fbf86644e36a0d366a05e2d59df92ce799ff

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:49f38de3b67f8c17d2d5bd1280532a0289212a63c177d6969db64cdb56b9733e

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:ed8aa0bc25d489a0ce0e15e34745fd83de56d032c82db0d9922d8f83ffa5aab1

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:a0bf919274bd340dab5305bfde00aea7dda9ab762d8f60e6e23eb0ad58470dcd

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:e1fcbb9a34af3c3076bb88444bb739dc50000e89f3755ce5426ef366d8538014

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:4b6b024e50a0fe3aec3e6eb92acba7c3700639b1fcbd675f4d7a7d7058fdaea4

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:a627368fb1665fa342f159773e87ade905d615379c4bf4f4d96179a38c5cc0db

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T00:51:34.260667Z digest=sha256:383ac9b7e4621b47d30d3204f75b6aee5d2557471618db442be4dc0754e4b104

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-07-11T04:13:09.768648Z digest=sha256:11526678a34b823ddd8136e8bfd7afca389de596219c09f9d6b510a65b722de9