Paper Citation Record · LEDGER

Unequal Voices: How LLMs Construct Constrained Queer Narratives

As of 22 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 3 inbound Pith citation observations for arXiv:2507.15585.

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

pith.paper-citation-record.v1
2507.15585 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:32:55.384954Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:05:36.162562Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-17T00:31:24.624720Z

Reference resolution

42 of 42 outbound references displayed

verified exact3
verified fuzzy3
unresolved34
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f56ee1ea-e2af-489c-b598-12b30632dd8d · outbound

This paper cites online" 'onlinestring :=.

Unequal Voices: How LLMs Construct Constrained Queer Narratives online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.265385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f699806-af9f-493b-8649-1ea5e8c6ddb9 · outbound

This paper cites write newline.

Unequal Voices: How LLMs Construct Constrained Queer Narratives write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.268856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f71e08e4-1046-4db1-a005-12061c965d82 · outbound

This paper cites Friedler, Carlos Scheidegger, and Suresh Venkatasubramanian.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Friedler, Carlos Scheidegger, and Suresh Venkatasubramanian

Reference 3

Resolution: verified exact; doi, observed 2026-08-06T15:32:55.500886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a13b021c-fab1-48ef-bc78-3e57d4e8f4dd · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:32:56.332934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a6df27f6-2b82-4cb4-bf77-92fa6605218f · outbound

This paper cites Ansara and Israel Berger.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Ansara and Israel Berger

Reference 5

Resolution: verified exact; doi, observed 2026-08-06T15:32:55.491613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 736daaa1-3a2e-487d-9d6c-4bff2f3bce08 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:32:56.326070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation de61f0d3-3670-48c7-abab-986c58cb5418 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:32:56.318667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 22649109-d621-484e-9aec-6398361b9196 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:32:56.311203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1213c2f4-cf94-4625-8d5c-6ea970317086 · outbound

This paper cites O'Reilly Media, Inc.

Unequal Voices: How LLMs Construct Constrained Queer Narratives O'Reilly Media, Inc

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:32:56.303942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d12dece8-c593-4e60-ba63-cf580a61ed0c · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.291959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed833b6c-b0db-4adc-92ac-1d9118899bd0 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.294838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 874fd7d0-1cbb-4b22-a4b3-32d627801d97 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.297594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1022e467-7f02-47d0-b891-b0d9e87f0313 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:32:56.296151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5bfa66e7-d896-403e-9ae3-6be641fdc2d4 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:32:56.288898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a0858af1-c744-440a-b5f5-0e2881b565dc · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.305393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d758cab9-cdb4-42dc-91a8-cb12a2938348 · outbound

This paper cites i wouldn’t say offensive but.

Unequal Voices: How LLMs Construct Constrained Queer Narratives i wouldn’t say offensive but

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.307957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 537a99ab-7663-4251-98fb-ff9f5a9028ef · outbound

This paper cites I Don’t See Myself Represented Here at All.

Unequal Voices: How LLMs Construct Constrained Queer Narratives I Don’t See Myself Represented Here at All

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:32:56.281388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e9f07d20-c1e4-405a-88ce-dc35bb59815b · outbound

This paper cites The Llama 3 Herd of Models.

Unequal Voices: How LLMs Construct Constrained Queer Narratives The Llama 3 Herd of Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.312859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1be581a-53f5-4706-b11f-3e054bd53451 · outbound

This paper cites Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMs.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMs

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.315849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1cc39fb-d715-4c39-bc3e-d6ea07860d6c · outbound

This paper cites Heinz, Daniel M.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Heinz, Daniel M

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.321306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10518a68-575b-4196-a506-9f8721d248cd · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.323725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfb58b94-4b72-4671-8af3-c1b2488e739f · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:32:56.273695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 08efd69c-b345-4c18-86dc-ff4ed6749f49 · outbound

This paper cites SeeGULL: A Stereotype Benchmark with Broad Geo-Cultural Coverage Leveraging Generative Models.

Unequal Voices: How LLMs Construct Constrained Queer Narratives SeeGULL: A Stereotype Benchmark with Broad Geo-Cultural Coverage Leveraging Generative Models

Reference 24

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T15:32:56.050618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3d509cd9-6bb2-4481-8984-90c3ed6d51ac · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.332437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63db771a-e5d0-440f-8d26-2552bcbb91b9 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.335130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5faa1ab8-f85c-4aa7-b9d7-b7704f5e8a7c · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.338044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fccfa37-4b5b-4c1b-a52e-b3f65a6659e3 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:32:56.265210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1a090989-aa61-418d-8595-0d01d866c098 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 29

Resolution: verified exact; doi, observed 2026-08-06T15:32:55.445738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7ffaedbe-4c6e-493f-b1c0-a65eba66eb94 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:32:56.257321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d2242dfb-4c9b-4aab-a5ea-70e6220bba53 · outbound

This paper cites Generative Agents: Interactive Simulacra of Human Behavior.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Generative Agents: Interactive Simulacra of Human Behavior

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.352835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f6c0059-a241-4958-8776-19c3ebb59441 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.355703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b47c805-9f38-4609-a495-23f8f856b89a · outbound

This paper cites Qwen2.5 Technical Report.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Qwen2.5 Technical Report

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.358460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0394e82c-366b-4490-8a38-dc112741bca6 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:32:56.249241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a92c9bdb-e35b-4471-9050-e11c35149e4f · outbound

This paper cites Perkins, Natalie Joseph, Michael K Paasche-Orlow, and Timothy Bickmore.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Perkins, Natalie Joseph, Michael K Paasche-Orlow, and Timothy Bickmore

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.364729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91916932-e037-4472-a162-41bcc60e8a48 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.367161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be56663b-a2b7-4630-9463-46a310deb06c · outbound

This paper cites Gemma 3 Technical Report.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Gemma 3 Technical Report

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.369692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 028a855c-ef0e-4825-80b0-bcba50c65233 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 38

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T15:32:55.734042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0b42448b-acc2-40d2-af51-fda5111179c6 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.375072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5443c08d-3d99-4055-ac3c-1dfd26bfe595 · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:32:56.241041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f92fe3cd-add5-4103-942c-3881674a322b · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.380172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8e70986-25d5-4f67-be88-7eefea974b6c · outbound

This paper cites an unresolved cited work.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:55.382487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ed0805f-fd25-4639-87f4-d67830d2a8c6 · outbound

This paper cites Gonzalez, and Ion Stoica.

Unequal Voices: How LLMs Construct Constrained Queer Narratives Gonzalez, and Ion Stoica

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:32:56.233117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation 49003c95-d3ba-4924-ae1d-a6386de04308 · inbound

LLM Harms: A Taxonomy and Discussion cites this paper.

LLM Harms: A Taxonomy and Discussion Unequal Voices: How LLMs Construct Constrained Queer Narratives

Reference 77

Resolution: verified exact; arxiv_id, observed 2026-05-17T00:31:24.627107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8364f4b2-2ae0-44f7-b2d4-af3b87ced8fe · inbound

LLM Harms: A Taxonomy and Discussion cites this paper.

LLM Harms: A Taxonomy and Discussion Unequal Voices: How LLMs Construct Constrained Queer Narratives

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-03T18:19:17.880903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4c636e4-16bd-4953-99ce-21f9f160864b · inbound

Do Language Models Know Their Slang? Queer Slang Understanding in User-Generated Content cites this paper.

Do Language Models Know Their Slang? Queer Slang Understanding in User-Generated Content Unequal Voices: How LLMs Construct Constrained Queer Narratives

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T15:05:36.162562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.