Paper Citation Record · LEDGER

Does Writing with Language Models Reduce Content Diversity?

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 20 inbound Pith citation observations for arXiv:2309.05196.

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

pith.paper-citation-record.v1
2309.05196 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 20 of 20 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 20 of 20 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T04:54:50.824906Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

18
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 354c82d9-8399-46c0-bb0a-40064856b603 · inbound

Measuring Diversity in Synthetic Datasets cites this paper.

Measuring Diversity in Synthetic Datasets Does Writing with Language Models Reduce Content Diversity?

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-08T04:54:50.824906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 615ffea9-b81f-4771-befc-7e5e46cb20d9 · inbound

Redefining Research Crowdsourcing: Incorporating Human Feedback with LLM-Powered Digital Twins cites this paper.

Redefining Research Crowdsourcing: Incorporating Human Feedback with LLM-Powered Digital Twins Does Writing with Language Models Reduce Content Diversity?

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T12:41:40.574555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 154dd7d4-b206-449b-a375-7d6fe64d7a28 · inbound

The Anatomy of Speech Persuasion: Linguistic Shifts in LLM-Modified Speeches cites this paper.

The Anatomy of Speech Persuasion: Linguistic Shifts in LLM-Modified Speeches Does Writing with Language Models Reduce Content Diversity?

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T23:20:14.124351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b09203e-3d78-459d-8434-028cb237ab54 · inbound

A Penalty Goes a Long Way: Measuring Lexical Diversity in Synthetic Texts Under Prompt-Influenced Length Variations cites this paper.

A Penalty Goes a Long Way: Measuring Lexical Diversity in Synthetic Texts Under Prompt-Influenced Length Variations Does Writing with Language Models Reduce Content Diversity?

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T15:46:27.812945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a242223-d336-452d-9b8a-ddb1b0fa37d1 · inbound

The Basic B*** Effect: The Use of LLM-based Agents Reduces the Distinctiveness and Diversity of People's Choices cites this paper.

The Basic B*** Effect: The Use of LLM-based Agents Reduces the Distinctiveness and Diversity of People's Choices Does Writing with Language Models Reduce Content Diversity?

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T11:20:34.713391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2163ede4-d52a-41e7-8815-17c97486c2d1 · inbound

Value Drifts: Tracing Value Alignment During LLM Post-Training cites this paper.

Value Drifts: Tracing Value Alignment During LLM Post-Training Does Writing with Language Models Reduce Content Diversity?

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-04T07:21:36.946254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d032bce8-8fa9-40aa-932f-759464a1ad94 · inbound

Less is Enough: Synthesizing Diverse Data in LLM Feature Space with Sparse Autoencoders cites this paper.

Less is Enough: Synthesizing Diverse Data in LLM Feature Space with Sparse Autoencoders Does Writing with Language Models Reduce Content Diversity?

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T01:17:11.768945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b5cd43f-b90e-4aa1-b8d1-b1246c6f8a49 · inbound

Quality-constrained Entropy Maximization Policy Optimization for LLM Diversity cites this paper.

Quality-constrained Entropy Maximization Policy Optimization for LLM Diversity Does Writing with Language Models Reduce Content Diversity?

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-03T01:05:26.339411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bfc19ff-dcf3-4ac9-839e-b0e2a5e05e69 · inbound

Human Thinking under Plural LLM Assistance: Mathematical Problem Solving and Open-Ended Writing cites this paper.

Human Thinking under Plural LLM Assistance: Mathematical Problem Solving and Open-Ended Writing Does Writing with Language Models Reduce Content Diversity?

Reference 70

Resolution: verified exact; arxiv_id, observed 2026-05-13T19:18:09.220131Z

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.

Observation d16f8425-7146-4195-8b40-a50581d428a9 · inbound

Annotations Mitigate Post-Training Mode Collapse cites this paper.

Annotations Mitigate Post-Training Mode Collapse Does Writing with Language Models Reduce Content Diversity?

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:46:51.875587Z

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.

Observation 1664eeb6-133f-486a-935a-a600f877eafc · inbound

AI-Associated Lexical Shifts Across 34 Languages: Cross-Lingual Convergence and Diachronic Uptake in News Writing cites this paper.

AI-Associated Lexical Shifts Across 34 Languages: Cross-Lingual Convergence and Diachronic Uptake in News Writing Does Writing with Language Models Reduce Content Diversity?

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-06-29T23:04:02.177225Z

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.

Observation edb87146-832d-4831-85eb-575c036d1b24 · inbound

Double-Edged Sword or Sharp Tool? Designing and Evaluating Triadic LLM-Teacher Collaboration for K-12 Writing at Scale cites this paper.

Double-Edged Sword or Sharp Tool? Designing and Evaluating Triadic LLM-Teacher Collaboration for K-12 Writing at Scale Does Writing with Language Models Reduce Content Diversity?

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:23:12.417336Z

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.

Observation c27dc68e-8712-4872-9b31-14a0b373f31a · inbound

Before and After Temperature: A Distributional View of Creative LLM Generation cites this paper.

Before and After Temperature: A Distributional View of Creative LLM Generation Does Writing with Language Models Reduce Content Diversity?

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-06-28T17:12:25.062973Z

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.

Observation 0875b48b-2c5e-4c7f-861a-242903c14974 · inbound

"I've Seen How This Goes": Characterizing Diversity via Progressive Conditional Surprise cites this paper.

"I've Seen How This Goes": Characterizing Diversity via Progressive Conditional Surprise Does Writing with Language Models Reduce Content Diversity?

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:56:20.779850Z

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.

Observation 6f05324b-8bc4-4756-a239-0059dddff7be · inbound

Four Types of LLM Reliance and Their Predictors Among Undergraduate Writers: A Mixed-Methods Study at a Minority-Serving R1 University cites this paper.

Four Types of LLM Reliance and Their Predictors Among Undergraduate Writers: A Mixed-Methods Study at a Minority-Serving R1 University Does Writing with Language Models Reduce Content Diversity?

Reference 42

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T08:54:28.761132Z

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.

Observation b42dd685-ad3b-4839-9b94-992d5c59a3c5 · inbound

A framework for single and multi-agent human-AI curiosity ecosystems cites this paper.

A framework for single and multi-agent human-AI curiosity ecosystems Does Writing with Language Models Reduce Content Diversity?

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-07-08T13:24:54.389773Z

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.

Observation 2b9378ec-477d-4776-b684-38c181bba048 · inbound

A framework for single and multi-agent human-AI curiosity ecosystems cites this paper.

A framework for single and multi-agent human-AI curiosity ecosystems Does Writing with Language Models Reduce Content Diversity?

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T08:22:16.026109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 037546a6-f3fb-41db-be79-b15e5fc7b632 · inbound

The One-Word Census: Answer-Choice Conformity Across 44 Language Models cites this paper.

The One-Word Census: Answer-Choice Conformity Across 44 Language Models Does Writing with Language Models Reduce Content Diversity?

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T06:23:48.054184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b9d9555-815c-428a-9f02-f1cdd6875391 · inbound

More Is Not More: What Matters for Diversity in LLM Opinions? cites this paper.

More Is Not More: What Matters for Diversity in LLM Opinions? Does Writing with Language Models Reduce Content Diversity?

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-02T14:33:35.378333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 673ae0f9-0809-4d7f-bcfc-37612f9bc258 · inbound

Language Models Agree With Each Other, Not With Readers cites this paper.

Language Models Agree With Each Other, Not With Readers Does Writing with Language Models Reduce Content Diversity?

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T10:20:12.873427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.