Paper Citation Record · LEDGER

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

As of 18 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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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.

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.

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 2026-08-17T06:30:58.91139+00:00.

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.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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.

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.

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.

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 2026-08-17T06:30:58.91139+00:00.

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.

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 2026-08-17T06:30:58.91139+00:00.

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.

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 2026-08-17T06:30:58.91139+00:00.

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.

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 2026-08-17T06:30:58.91139+00:00.

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.

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.

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 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

No inbound Pith citation observations are available.