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Paper Citation Record · LEDGER

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features

As of 8 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2507.12064.

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

pith.paper-citation-record.v1
2507.12064 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:58:38.115782Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

41 of 41 outbound references displayed

  • verified exact9
  • verified fuzzy9
  • unresolved21
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a7783e29-b4a4-4279-89b1-598c508aabd0 · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:58:44.621518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:33.201411Z digest=sha256:f293a8c13242658adfba821ea9f508d5c99b8c94b209100dbdf73677cf990cee

Observation 6e78b118-3562-4a44-a416-a5d40074526b · outbound

This paper cites De Angelis, F.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features De Angelis, F

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:58:44.365427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:33.278609Z digest=sha256:b60bad44f061eb5b9c59d0b58f105da75d3c1400a1145e6929b438870027a817

Observation 5e57f178-378d-40ac-af72-78f766f82acb · outbound

This paper cites Voight-Kampff.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Voight-Kampff

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:58:44.121683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:33.426446Z digest=sha256:eb30e7a34f996848b61ea773e8eff8c419a96620cc2114d7d0632b82afec49c3

Observation 2fba382a-d0e6-458a-a9b5-60aaa702ef6a · outbound

This paper cites Bevendorff, D.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Bevendorff, D

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:58:43.982592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:33.547477Z digest=sha256:19937aa30941825ca2ba3b4518bae2f72976df8399a9abb9994dff0c714a6252

Observation bdcca4f7-5f31-4748-82bf-fe291879dbf0 · outbound

This paper cites Crothers, N.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Crothers, N

Reference 5

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T16:58:40.164929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:33.657991Z digest=sha256:e9a8393d51f1ad9f38b810be2c5f981a9bc1d7db0afa73b23ecba01a5c262935

Observation 5319fcf2-633a-495d-87eb-2a1fb9867812 · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T16:58:33.767008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:58:33.767008Z digest=sha256:64f753bb11b4f9bc120198060505cce77f9ecd27877ee86d117d0e056c44c179

Observation 432012dd-3770-4622-a7b7-8d2c071a1556 · outbound

This paper cites Voight-Kampff.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Voight-Kampff

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:58:43.719783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:33.903859Z digest=sha256:50b376fa8d70b89979e7074a6633f71ea734d0c0b1be792bc575704a7186b393

Observation e3928d9d-48fd-4f44-abdb-ab33fd863dcd · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:58:43.452379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:34.009674Z digest=sha256:eb48e01bcc6dcd28bd20c96d047d0dcf55de04d30e74d815ea3ab761e97e5f3a

Observation 8fde4a13-c6e7-4479-9e6a-d0380c580629 · outbound

This paper cites Miralles, A.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Miralles, A

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:58:43.233651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:34.172984Z digest=sha256:421aa5aad1919a3abb7e2aab6c95bd1616f9b55775ad8e9d17f144ef385915ad

Observation 2db7f34b-e99b-42ac-9080-ab35349ba161 · outbound

This paper cites Yadagiri, D.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Yadagiri, D

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:58:43.010060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:34.322454Z digest=sha256:79fa291156c5977c42a6dd0e7801ad29f6d079420ab8f853dbad030001db0758

Observation 9c471cf1-9d3a-460c-8865-dc2c9d6b4f4b · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:58:42.848405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:34.479408Z digest=sha256:bf6cea1c9db79eea4e210b8a579a9b8b22eb895c563f4f930dc3520fc48b593c

Observation dc461b89-0e83-4f50-997b-ecb40994a6b8 · outbound

This paper cites Lorenz, F.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Lorenz, F

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:58:42.645393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:34.614164Z digest=sha256:18edb2f2f9da4603579ab0d9246a3eeaa88cb8587c86aa4a5b236a406073691f

Observation 5135e956-2978-4177-b553-723b86779450 · outbound

This paper cites Opara, StyloAI: Distinguishing AI-Generated Content with Stylometric Analysis, in: A.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Opara, StyloAI: Distinguishing AI-Generated Content with Stylometric Analysis, in: A

Reference 13

Resolution
verified exact
doi, observed 2026-08-06T16:58:42.450650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:34.773663Z digest=sha256:a7de2f0c153de8f4c74ae526a48b0443e3ef3632355a40e886ec982d8dc611dc

Observation 999d48db-1f43-4b45-a082-953b98c10dcb · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 14

Resolution
verified exact
doi, observed 2026-08-06T16:58:39.295849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:34.852806Z digest=sha256:ff09ee95e1eab7c458f490770fc5330206f6607587d7680faf80a7875851589a

Observation 0c71f584-eff9-4f9a-a224-497923260d66 · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:58:42.165558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:34.952776Z digest=sha256:3d5058027706bfc82aecbfa96de1d46d23ba3709c11e78be51e9514af1e7c666

Observation a000950a-0fce-4e4e-9508-6dd0a1e87a01 · outbound

This paper cites Stiff, F.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Stiff, F

Reference 16

Resolution
verified exact
doi, observed 2026-08-06T16:58:39.129582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:35.048997Z digest=sha256:22ac12e6d57de0fa10c04f57832206252fff64f830bcf521ec4e2936a8651572

Observation 12bb7c16-4ad1-4315-8d5e-3416dfb35346 · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:58:41.859088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:35.198274Z digest=sha256:59e41ada9aaa11eeca2522b8a3186089b0f628fab05911f9a2a78b1bf45037db

Observation d01e3aba-5722-4255-8a1a-5c953c198283 · outbound

This paper cites Crothers, N.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Crothers, N

Reference 18

Resolution
verified exact
raw_fallback, observed 2026-08-06T16:58:39.948876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:35.296424Z digest=sha256:6907f12b4e413d20e151c454fdcd10c81832452c242ac31a57dfed4358b94abc

Observation c32aef70-e29c-41a5-b342-fe8ac1b97820 · outbound

This paper cites How Close is ChatGPT to Human Experts? Comparison Corpus, Evaluation, and Detection.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features How Close is ChatGPT to Human Experts? Comparison Corpus, Evaluation, and Detection

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T16:58:35.456372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:58:35.456372Z digest=sha256:939844d4d9ffef7c3ae2e782b57e4a8e3bbb09e7f506a11ab66425121a8eeeba

Observation aaf00455-02a2-4067-9ea8-f0d2fd63983f · outbound

This paper cites On the Detectability of ChatGPT Content: Benchmarking, Methodology, and Evaluation through the Lens of Academic Writing.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features On the Detectability of ChatGPT Content: Benchmarking, Methodology, and Evaluation through the Lens of Academic Writing

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T16:58:35.641269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:58:35.641269Z digest=sha256:b0ec279ccc9fe65131d048e5ed43a7923bbbf754749ab099ed8e2fec8f123a3f

Observation 5ec954e7-3f86-4ca4-8a10-0f378904e25e · outbound

This paper cites Przystalski, J.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Przystalski, J

Reference 21

Resolution
verified exact
doi, observed 2026-08-06T16:58:38.881682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:35.765609Z digest=sha256:d109d2e1401adc98bdeef75cb00de7510fd5032380bc1e634be98f424e3cf12a

Observation ebb8cc15-e977-4840-8e9e-9d062a860459 · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T16:58:35.876353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:58:35.876353Z digest=sha256:a38242a95d6ee03ff7edbecef5a11d1e93d989fa80d28d9cc31d10a9de690f1a

Observation df238c6f-1abf-4173-a146-534b3a714813 · outbound

This paper cites Przystalski, J.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Przystalski, J

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:58:41.683340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:36.002275Z digest=sha256:772c08cf7ae86cd21fd1ec2d3c548796793afafe5e53518580b877d8135810f7

Observation 50a268bf-ad64-482d-971b-73ee9e6932f6 · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:58:41.379945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:36.127471Z digest=sha256:734d51a4160aa8f558b1c80db62163e0af7c8bf4c7d16a51b3f2c14595b8a3ad

Observation 80717981-66d4-4443-85f7-e12a1d8f6efd · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 25

Resolution
verified exact
doi, observed 2026-08-06T16:58:38.702570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:36.291056Z digest=sha256:01a422c043c5465983029a477338dcf89535ad530e417d6152b6570d1f926089

Observation 2e7aae3c-fe92-43ac-8b85-30b9703921b0 · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:58:41.160671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:36.388114Z digest=sha256:84a51e913444b4a7e644948b6ec4b877dbe253f86ba4c6e3f031b7a189829358

Observation f41d1734-583f-4aa8-b216-57980c3c4454 · outbound

This paper cites Mikros, A.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Mikros, A

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:58:40.926740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:36.512860Z digest=sha256:5a60a6ec5a3f67d916f30b252cdfbb849f0d4adb9bb7932366dcec52a6a1f8ab

Observation 0f717643-9df1-4330-99ff-319bb53712dc · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 28

Resolution
verified exact
raw_fallback, observed 2026-08-06T16:58:39.652233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:36.654244Z digest=sha256:3808ffb7f6f93c84d3a08dfb0bb2ec40283c764f031aaad59e7b39682e67fbfe

Observation 3f1990dd-70a6-4833-aeac-f1edcf849f51 · outbound

This paper cites HC3 Plus: A Semantic-Invariant Human ChatGPT Comparison Corpus.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features HC3 Plus: A Semantic-Invariant Human ChatGPT Comparison Corpus

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T16:58:36.759924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:58:36.759924Z digest=sha256:7788d762499450c5512a5eda07f8856f6c8075dc91dc5f178da70a3e745a24f7

Observation e2047a4d-af83-4025-893d-fd01188bad08 · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T16:58:36.889590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:58:36.889590Z digest=sha256:2c972bcae1a97450a6b4ec9741b37f89ddd23be04dbe10057281f09de6be5204

Observation 98f7e332-564a-4f34-8571-728c307d3f9d · outbound

This paper cites Macko, R.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Macko, R

Reference 31

Resolution
malformed identifier
no resolver link, observed 2026-08-06T16:58:37.024024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:58:37.024024Z digest=sha256:1c342aa13ac005349aca7e8be0b9ba911534f500940eed5269cc06e159ab338d

Observation 4dc6ec45-da10-4bf9-871d-a048cc61c419 · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:58:40.737439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:37.177452Z digest=sha256:e8ffbc4a7bd6fe94f758ad4d5d4a2e19a3b42ebc6127e54940c5481b38ad85e3

Observation d67589dd-79e7-4f84-b4ee-87b72644e595 · outbound

This paper cites StyloMetrix: An Open-Source Multilingual Tool for Representing Stylometric Vectors.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features StyloMetrix: An Open-Source Multilingual Tool for Representing Stylometric Vectors

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T16:58:37.283930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:58:37.283930Z digest=sha256:308b82ceb3af7ef5d22faa406c637aaef9e80e9486ed9929bef435ac47d5b0cd

Observation 78c290a1-74e5-4eb0-a2c5-85acdab4e750 · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 34

Resolution
verified exact
doi, observed 2026-08-06T16:58:38.480671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:37.368289Z digest=sha256:a89bf735f11fb9ae11b6a840ef2ad5bd7fd1fa277635e01e5c469f145df193cf

Observation f19e3012-4d2f-4a61-9b18-31b51f31428f · outbound

This paper cites Montani, M.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Montani, M

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T16:58:37.477549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:58:37.477549Z digest=sha256:d728a0bab6edd29731832524c7ba7f61bbd1336941ab2082f5f7e6c7ebd1ab9f

Observation 91fd7199-7c58-4d91-b5a1-555eb08209cb · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:58:40.555398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:37.580163Z digest=sha256:365e28488bb82688005f4796aec12237381ef404d3165bebf66f10e27a90241c

Observation 19319683-fb1b-4316-8a58-a58c107e8fda · outbound

This paper cites Pedregosa, G.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Pedregosa, G

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T16:58:37.681330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:58:37.681330Z digest=sha256:8a7e752f2511fb71550b8725b4f86933b6798a693978b65aa43cf9bd0114e6f1

Observation 9640fe0b-bfe3-4e03-a0f9-3d4efec8fc33 · outbound

This paper cites Fröbe, M.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Fröbe, M

Reference 38

Resolution
verified exact
doi, observed 2026-08-06T16:58:38.309124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:37.773603Z digest=sha256:292aa6849d1a2bdaa3f3cb82c5c5cbc09fc586c0d513063ebfb704869487dbd9

Observation a3b2d9fe-9a1b-4601-884d-ce2f3edbe0b8 · outbound

This paper cites Macko, mdok of kinit: Robustly fine-tuned llm for binary and multiclass ai-generated text detection, 2025.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Macko, mdok of kinit: Robustly fine-tuned llm for binary and multiclass ai-generated text detection, 2025

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T16:58:37.882657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:58:37.882657Z digest=sha256:aa8bf5ae53b26abd407d18c743041c93cfb9ca80053cce0d1f3e6d94ea53bc5d

Observation 8e84c87d-a2dd-48b0-ab9d-abc297c4fd24 · outbound

This paper cites Burrows, ‘Delta’: A Measure of Stylistic Difference and a Guide to Likely Authorship, Literary and Linguistic Computing 17 (2002) 267–287.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Burrows, ‘Delta’: A Measure of Stylistic Difference and a Guide to Likely Authorship, Literary and Linguistic Computing 17 (2002) 267–287

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T16:58:37.992067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:58:37.992067Z digest=sha256:276a3349a9a40c11e0928d2f15d6fc29a0fc7db50bd12e98f9ee4c358e6ff90a

Observation 0d3fa24e-d59f-4c26-89c5-34ce12d5d48e · outbound

This paper cites an unresolved cited work.

StylOch at PAN: Gradient-Boosted Trees with Frequency-Based Stylometric Features Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:58:40.339995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T16:58:38.115782Z digest=sha256:39334881dc7845df39cb367d808a8d0f050d611f28b57198c5732d6ce4a27b63

Pith citing papers

No inbound Pith citation observations are available.