Pith. sign in

Paper Citation Record · LEDGER

The Limitations of Stylometry for Detecting Machine-Generated Fake News

As of 15 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:1908.09805.

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

pith.paper-citation-record.v1
1908.09805 v2

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T11:05:00.526927Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

59 of 59 outbound references displayed

  • verified exact1
  • verified fuzzy4
  • unresolved54
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a39f22ed-d740-4bd4-ad86-36fe82588923 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

The Limitations of Stylometry for Detecting Machine-Generated Fake News , " * write output.state after.block = add.period write newline

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-14T11:05:00.293587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:05:00.293587Z digest=sha256:258213ae3cb7cf02c2f7fc2e4a69e06362333326b9bc3a78c933b12141ea497e

Observation 96f840c2-8612-44af-920d-186491ce557b · outbound

This paper cites write newline.

The Limitations of Stylometry for Detecting Machine-Generated Fake News write newline

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-14T11:05:00.299173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:05:00.299173Z digest=sha256:548aeba4dfd4f3f0e13561a6e720964b00ea9e9c7fbeda68cb259268da2da914

Observation 1108c1fb-39a1-4171-8952-b2b6361b7245 · outbound

This paper cites doc product medical q&a with deep language models.

The Limitations of Stylometry for Detecting Machine-Generated Fake News doc product medical q&a with deep language models

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:05:01.238204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.303893Z digest=sha256:39a8936e3f9a61942567bd0100e83332747a835b66aba8109a4e8d969bde85fd

Observation e67c4630-63fc-4395-bb3d-443ea5919d81 · outbound

This paper cites list of hoaxes on wikipedia.

The Limitations of Stylometry for Detecting Machine-Generated Fake News list of hoaxes on wikipedia

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:05:01.225704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.308157Z digest=sha256:49a454ee294a144b05751146848f365d0cb7d774cb4f1617d748a9a8f03c78fd

Observation 91213a7b-f872-40ff-971f-23871ea2507b · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.214282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.312770Z digest=sha256:146046c6028041c8846f4c669bdfc248b27014fa2bf30d6564d0213220fa2362

Observation 04c579b6-6dae-4714-b112-016bd352d7d7 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.203012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.317210Z digest=sha256:7b26218ebed6c15e4d756b26bb5f6c2565938ba78c2f9d19911a0d9e4e20c9a8

Observation 082a6be1-02d6-48b7-a83c-952a60237ead · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.191411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.321707Z digest=sha256:414862b5eb3e1d791df83b6d0f1645534c69e2ac011bffc6332b434ca6ea114e

Observation 1abce3b7-926d-4cde-bd1c-b3919bee5d16 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.179349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.325694Z digest=sha256:0a77437eb3a0cf7db539a691abc42da39d4e8442e2e4d201e6391b1595ccc6cf

Observation 506ed13e-b63a-46e7-b23b-c6c64a52e486 · outbound

This paper cites Real or Fake? Learning to Discriminate Machine from Human Generated Text.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Real or Fake? Learning to Discriminate Machine from Human Generated Text

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-14T11:05:00.329552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:05:00.329552Z digest=sha256:14646504f23b119063bb58a74f7bcbc4cfe6826da95d16df9ad051e5c98d75ca

Observation d50b9fc0-af41-418a-a6dd-2aeb06ac5508 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.167181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.333830Z digest=sha256:ddc998a425d31206244d0b4fec6fe17b1c5a6451089fe088669240599e9b8b8f

Observation 80833dca-2f8b-4897-8aba-a2f6df2a8f54 · outbound

This paper cites and Adrienne Y.

The Limitations of Stylometry for Detecting Machine-Generated Fake News and Adrienne Y

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:05:01.155512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.337865Z digest=sha256:1dda11b6b1e7600cc34b0b1296803ae7b33c337c167650eee0f9e087446cd9af

Observation 43d0bda4-39b5-4073-9a2a-93ea35fe7f24 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.144776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.342576Z digest=sha256:38744df07df7300e7a811b76f099e8ffd9ec7d30a1d8e94b2af338008d008fdf

Observation 5a6f6ff5-03f6-4877-b5f6-783d70a52f19 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.134119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.346380Z digest=sha256:5ee5867afe95fbdc455cd243a05ab9e888a0416ac19c0113bf329ca282287316

Observation abdb9b42-2633-4ac2-bb8a-9028cd226023 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.122495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.350664Z digest=sha256:23b92cc0c9f9370c4323f8560ccf5cd943f618707240cfe97ecaa1eacd656b53

Observation 56a3509b-83ff-4448-881c-fca980cf323a · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.110111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.354669Z digest=sha256:f8c3c78920f15cd85f771bf93eebfacb565872b6754c2e23fe50bfe2d2e51159

Observation 08559e0b-8e93-44d1-bff8-b6ee49d120af · outbound

This paper cites Training Optimus Prime, M.D.: Generating Medical Certification Items by Fine-Tuning OpenAI's gpt2 Transformer Model.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Training Optimus Prime, M.D.: Generating Medical Certification Items by Fine-Tuning OpenAI's gpt2 Transformer Model

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-14T11:05:00.592330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.358955Z digest=sha256:1ec0da7da11f764c7efb8b95dbd4ed3232cbff95ff758ba9175cc5161feabf1a

Observation cc60ea70-622f-4fb7-974e-6aadfe0517c1 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.098732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.363156Z digest=sha256:ff0855a733cc430dd7d3f7159fb65d49b2edd292d39e1e880dc1537698ecb274

Observation 8a1cd25e-694a-4add-860d-b9791ce51207 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.085319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.367090Z digest=sha256:eac2cf4963c1154c344f3d8366ec96d46d968e5470487dee4ab90804bbdc56fe

Observation 07748881-a165-4c24-a2df-d1b795ace5da · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.072606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.371052Z digest=sha256:9a416086ad1e8d11ba45cabc8290b1fa5afa425e5f86f79ca841e3e4b7bad7bb

Observation bf012de4-9fd0-4360-b53f-50c82a8f563e · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.059427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.376029Z digest=sha256:1d51230398d78bcd5f4cc7ae506495c9cf29a9aa0dbd78a09d2fdfd1bb30ef78

Observation 797d4bba-4fbe-4cbe-9221-a74db044258c · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.048190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.379727Z digest=sha256:7072626811dfe6c4fb109ab7222797be04a4e3a6479f4c5da377cc17dd0631e1

Observation 3d61ced9-efac-4458-8ccb-8fd7b76ce03b · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.035665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.383545Z digest=sha256:fbd7c86f8c949727073dd3d637ce38e98f30aa52b0555a67982a74296c7a602c

Observation 2576514a-816f-43bc-97e9-8d5be30bdbe9 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.023314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.387452Z digest=sha256:94c49f26660b3bf95bc5c03d07d3108865941ffbb6007f33acd87c58a65452a1

Observation a8804981-2c52-4b5c-9668-a2ae60d839d9 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:01.011401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.391175Z digest=sha256:1dc1ed4a8a3ecab13556ea6e26600c6b4d4a49804e48b2304bafd7a81038f4e3

Observation ee037c2b-852c-4d99-8e5d-60ff79e47b2f · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.998630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.395213Z digest=sha256:efb827270c968277abea046c7ad8d151fdb536a3f57ab2a234174541eb3d1f0f

Observation ed045a25-e54f-455f-988d-eec50ea1e862 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.984833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.398822Z digest=sha256:ccb02a837dc489e96f2bf3659e1e50c4de8039a8fcaf6641db2ce3a2e8e31444

Observation 80f8f991-4f7c-4242-a083-913a9a9836ed · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.971179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.402318Z digest=sha256:b56608846655d5419bf23175ae293000e26f3839856a5d2d5ae0ea24c1e9cf91

Observation b16a4c0f-8a16-481f-933b-c8f0176e9240 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.958135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.406356Z digest=sha256:1cbdce12e6b6ee296b32f2595aed23cd4832f3034c85b13b9ed6b9e80423fdd8

Observation f8a2c422-a78f-4a26-abb2-edfc7523028a · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.946084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.410113Z digest=sha256:22cdd165e31883ef0f771bfaa7e80338c40b89261c52991946bf85d61dd36793

Observation 9f45f29e-bb13-43e9-95c1-b61efd2b385b · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.934696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.413765Z digest=sha256:2a37f95f53e4b4e1564d627ee841fd8ec2b207d0a0fefd9892fc8eceac28d3c3

Observation 51f6e1ad-1c32-4b23-bcf1-a2480ca9e89f · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.922971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.418084Z digest=sha256:8174cff01e5cf225fdf9b03ad092d62e4d2cb006b7a6f9833855b942b6bce996

Observation 5f81835d-06ef-434b-bfaf-890a54a3436c · outbound

This paper cites Mitchell.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Mitchell

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:05:00.911510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.421717Z digest=sha256:4bec6f3bcfccb2cfdfd6bb72b5b98f409d688ea674015771bee7b80202d49cc8

Observation df9373d5-6bdf-4fcd-b8a6-22fafc9ccbae · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.899964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.425848Z digest=sha256:be91ad7a83796ad6afb26b0fff31921da352d131d6c2ea140fc9d3e25dbee72a

Observation fc4d4b37-9538-4d66-9374-efcddc7f5aaf · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.888655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.429748Z digest=sha256:582becccc8cb2f07afacfa96815451798a85f61d9014ef93e5fde9227db24975

Observation cd626718-41b6-4c9c-9dda-67f31f09e6f4 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.875282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.433647Z digest=sha256:43014fb55d38804bb2ff256ea92fcd02b388b69393ffbf5046497068e24e7716

Observation b3d69994-29e1-4b53-8988-039d417f505f · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.863239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.437928Z digest=sha256:9745344d6fad3458e0c0bf8b510dcea0a5ceb9be0454aacce3f9719f2d206989

Observation e8d5a8bd-3d8f-412e-895c-2fd66faf9be7 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.852689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.441730Z digest=sha256:462a12adf1b9e17a963a5402c99dae89570d4d8b7cccba011869953cfdd0f9a5

Observation cfdc3c5d-e3fe-4bd9-925f-0384433613af · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.841963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.445431Z digest=sha256:15942066b33beb1a4d0516f69f9d0f1c7d5c4fc7aa98fd8bef512340c4d99a18

Observation 7b21bbc1-4c10-4e43-b5ec-dfd7eac9d5f1 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.831113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.449061Z digest=sha256:d71471a4a517db6ded864162315f14beae715889e261ea16dd49a369a772e647

Observation a0a8a4fc-825c-488d-9f59-bfb60d3c4fda · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.820525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.452565Z digest=sha256:ab33220188f5ba4bb5e2b90d3a6f20d60c5bc7ffc35b1bf33af79699ce822a0a

Observation 4acd8a60-65cc-471d-872d-254784725c4c · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.808291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.457274Z digest=sha256:8b4dde4e235400ee8802bee25bdfb0fb2f490ccbedb3a868c4e356c2eaa5b006

Observation c271daec-f274-4e9f-bada-47cc3a7239a9 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.795793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.460956Z digest=sha256:ce29ce5cc5e8a07ba9d9f25ccd80743d75ab7dcc3b8d2185b64d15c51e7034d3

Observation 3a294dad-a1f8-4668-9762-e2b48382d2ef · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.783300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.464521Z digest=sha256:9cfc9cb70129404cac6e512519932d19bcf15a8a74eb24e859c3c43a31a12ec6

Observation bd051b8f-97b5-4652-b92f-f262596be82c · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.770571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.468293Z digest=sha256:41e557c863183cd202b580ed9df08212f2f0bdb13154781919a65134c88591db

Observation 51c7f68a-2052-4e61-ab59-f5bcecfb080b · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.758423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.471820Z digest=sha256:f7166e674132375c9dc4929e09e7981a388ea0443831141e690e433a9dbe36f8

Observation 6d61ecbb-2d8b-4636-b48d-70ac5523f27a · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.746625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.475710Z digest=sha256:1ca6f858d715140143155e7021729ded38b2647951ca498ad482c87197af3ca3

Observation e2bd3ca5-9a91-40ce-9900-b5735309b2f4 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.735172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.479433Z digest=sha256:8d6187fc7de1b366ed956782826a6100f06f98b979907dcf7d24cd48f211c092

Observation 1c018d5a-5e9a-4043-964f-6bd489d3d861 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.723988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.483439Z digest=sha256:c083711b037a4537177f5c7da1e2e7ef246a9ce07e91322fcb66a48c1a3bd618

Observation 6afd4c2d-a9f6-4c32-9571-8902312646a4 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.713529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.487498Z digest=sha256:2a1ad1a260428f81182fe06175590b50cec923ce42eada95858bce12b11781db

Observation 234f0a5c-1b87-4dc2-835c-882a33fa0150 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.702877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.491411Z digest=sha256:47f6d20aa76e3bab3ba91b45bb083bee51d41399ef73d4c92be53473c4339096

Observation a4be9304-acdf-4030-8725-ec0e6f5c8822 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.692275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.495348Z digest=sha256:5178084eba526c216c39a3b9c8dd5abb847bf78c835cdf99cf63ced21f34f4f1

Observation 9aadae71-6cf1-4270-b58d-e4e162919a08 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.679304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.499731Z digest=sha256:1fe1e9a098ea58fadf37be0faf9b2109b6c33cfb64fbbee61e6ef301a47c87e0

Observation 18c5eb4a-1cc8-4509-977e-dad77591fe09 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.665556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.503532Z digest=sha256:510139ab27f1a526fc0055b25be58714cb736ed5ac617a0ab4e147c187621126

Observation 4149e574-1228-4acd-9fd9-58eb0bdebcd2 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.653002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.507247Z digest=sha256:56c362545a66ae4c3545c04520dbe6ffa93cfce142715200269fc68565616767

Observation 6fe0c4a6-fd81-42fc-acf2-2fafaa599516 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.640612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.511293Z digest=sha256:32b9d28f30996b0cf54b73a1dbf6fe6593294a12d28f75caf2b7f13e3e6f42a3

Observation 940c43e7-7b63-4a0b-abf6-42e5a7bc9b30 · outbound

This paper cites HuggingFace's Transformers: State-of-the-art Natural Language Processing.

The Limitations of Stylometry for Detecting Machine-Generated Fake News HuggingFace's Transformers: State-of-the-art Natural Language Processing

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-14T11:05:00.515424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:05:00.515424Z digest=sha256:72b7f579705e9e76e1580deb707c7501b0ebad0a0305ae59c59fb4a0f6023c32

Observation acbfc491-3be9-43b7-acea-a3476ab3931e · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.627441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.519483Z digest=sha256:8362c4472497974d21a73d2d55a677ce25dc50a240b848709447fdcbaf46f375

Observation adab6400-7080-415e-b971-57db666e1064 · outbound

This paper cites an unresolved cited work.

The Limitations of Stylometry for Detecting Machine-Generated Fake News Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:05:00.615275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T11:05:00.523128Z digest=sha256:73e8a211d1e521e41b28684891ecd7543dcb93e5ab1642c054d41f7107aa946a

Observation e01e26e6-47e9-400f-9959-1a7506e2fab2 · outbound

This paper cites A Survey of Fake News: Fundamental Theories, Detection Methods, and Opportunities.

The Limitations of Stylometry for Detecting Machine-Generated Fake News A Survey of Fake News: Fundamental Theories, Detection Methods, and Opportunities

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-14T11:05:00.526927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T11:05:00.526927Z digest=sha256:9c96ce1db251d3421ee5efa0ed1b0e1be155fe02f0e12ff5af61b536349def7b

Pith citing papers

No inbound Pith citation observations are available.