Paper Citation Record · LEDGER

Echoes of Automation: The Increasing Use of LLMs in Newsmaking

As of 9 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2508.06445.

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

pith.paper-citation-record.v1
2508.06445 v3

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-18T23:58:10.667370Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

21 of 21 outbound references displayed

verified exact4
verified fuzzy11
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ce3013e2-cece-42d4-b0bd-f18c7c63287d · outbound

This paper cites an unresolved cited work.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-05-19T00:01:57.291793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 857268e7-2a99-4d57-9c6a-d203bccf8258 · outbound

This paper cites Are We in the AI-Generated Text World Already? Quantifying and Monitoring AIGT on Social Media.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking Are We in the AI-Generated Text World Already? Quantifying and Monitoring AIGT on Social Media

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-19T00:01:56.449552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8cd5be9d-cfc2-491c-bc06-420ff1d0b8bc · outbound

This paper cites an unresolved cited work.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-05-19T00:01:57.269524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation acc7f324-1c28-47f7-b79e-38bf0264188b · outbound

This paper cites The ethics of ChatGPT in medicine and healthcare: a systematic review on Large Language Models (LLMs).

Echoes of Automation: The Increasing Use of LLMs in Newsmaking The ethics of ChatGPT in medicine and healthcare: a systematic review on Large Language Models (LLMs)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:01:57.273385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dd2cd867-818c-46da-a7d1-55579b9f205a · outbound

This paper cites R., Ekström, B., Rödl, M.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking R., Ekström, B., Rödl, M

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:01:57.265856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 31889c4a-fc34-4cbd-acaa-41d8dbde260e · outbound

This paper cites of the ACM (CACM), Vol.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking of the ACM (CACM), Vol

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:01:57.285040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f3adcb62-e902-4f83-a669-b3708e868335 · outbound

This paper cites an unresolved cited work.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-05-19T00:01:57.281139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ae95774b-4208-4425-bf35-df914a7cc549 · outbound

This paper cites Applied Sciences 13(9), 5783 (2023), 10.3390/app13095783.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking Applied Sciences 13(9), 5783 (2023), 10.3390/app13095783

Reference 8

Resolution: verified exact; doi, observed 2026-05-19T00:01:55.728901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 91f86095-1425-4dfd-a7f1-5db95c003d1b · outbound

This paper cites et al., Spotting LLMs With Binocu- lars: Zero-Shot Detection of Machine-Generated Text, ICML 2024.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking et al., Spotting LLMs With Binocu- lars: Zero-Shot Detection of Machine-Generated Text, ICML 2024

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:01:57.277322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fc3499d9-9d2e-4dfd-9870-e282767a22d7 · outbound

This paper cites et al., Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature, ICLR 2024.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking et al., Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature, ICLR 2024

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:01:57.298538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5275b5c4-1f21-4aa4-85e3-a772c9c80480 · outbound

This paper cites an unresolved cited work.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-05-19T00:01:57.294987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c787d89a-e2d5-4d06-b299-7d8b8f75878f · outbound

This paper cites (2023).https://openai.com/chatgpt.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking (2023).https://openai.com/chatgpt

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:01:57.288640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a308f85e-255b-40c7-87b3-ff8d5cf4833d · outbound

This paper cites an unresolved cited work.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking Unresolved cited work

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-19T00:01:56.454444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 288bd89c-9268-4762-abf6-c8520736b98e · outbound

This paper cites (2024).https://www.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking (2024).https://www

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:01:57.313475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f6470981-257e-4643-9619-c6c10c5552a5 · outbound

This paper cites an unresolved cited work.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking Unresolved cited work

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-19T00:01:55.724597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d68f6434-4067-4843-8d0a-850e152c140d · outbound

This paper cites on Machine Learning and Prin- ciples Practice of Knowledge Discovery in Databases (ECML-PKDD), Würzburg, Germany, September 2019.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking on Machine Learning and Prin- ciples Practice of Knowledge Discovery in Databases (ECML-PKDD), Würzburg, Germany, September 2019

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:01:57.309572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 95a12ef0-9368-450b-9b3d-661ab34e0c74 · outbound

This paper cites an unresolved cited work.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-05-19T00:01:57.302080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1ffc516d-ca38-479f-9220-53ea84f52069 · outbound

This paper cites In: Métais, E., Meziane, F., Sugumaran, V., Manning, W., Reiff-Marganiec, S.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking In: Métais, E., Meziane, F., Sugumaran, V., Manning, W., Reiff-Marganiec, S

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:01:57.305668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5d9812f2-e202-46c3-a02a-44aebd8806f3 · outbound

This paper cites No Starch Press, San Francisco, CA (2020).

Echoes of Automation: The Increasing Use of LLMs in Newsmaking No Starch Press, San Francisco, CA (2020)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:01:57.316836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1e42a1ba-492d-4be2-8c0e-c40bdd4bbfe6 · outbound

This paper cites Slatkine, Genève, Switzerland (1978).

Echoes of Automation: The Increasing Use of LLMs in Newsmaking Slatkine, Genève, Switzerland (1978)

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T00:01:57.320072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 87df44da-a28d-42e4-b8dc-6da342404d80 · outbound

This paper cites an unresolved cited work.

Echoes of Automation: The Increasing Use of LLMs in Newsmaking Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-05-19T00:01:57.323367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.