Paper Citation Record · LEDGER

Epistemic diversity across language models mitigates knowledge collapse

As of 19 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 2 inbound Pith citation observations for arXiv:2512.15011.

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

pith.paper-citation-record.v1
2512.15011 v3

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T15:57:18.245316Z

measured 61 of 61 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T18:14:19.141287Z

measured 1 of 1 external citation measurements

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

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

Reference resolution

59 of 59 outbound references displayed

verified exact13
verified fuzzy0
unresolved41
parse uncertain0
malformed identifier4
metadata mismatch1

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 8460d057-b06d-4f33-bf5f-3b3120c7d4bf · outbound

This paper cites Self-Consuming Generative Models Go MAD.

Epistemic diversity across language models mitigates knowledge collapse Self-Consuming Generative Models Go MAD

Reference 1

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Observation 7f4b01a0-d086-441b-86c2-248ca119567e · outbound

This paper cites an unresolved cited work.

Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-08-03T15:59:08.284512Z

Source-reported events for the cited work

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Observation feedd63c-362f-4d24-b562-52f7a4c1d6c2 · outbound

This paper cites Ang, and Nabil Abou Baker.

Epistemic diversity across language models mitigates knowledge collapse Ang, and Nabil Abou Baker

Reference 3

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Observation f51061b4-3998-4365-90a2-661171f8af35 · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Epistemic diversity across language models mitigates knowledge collapse Constitutional AI: Harmlessness from AI Feedback

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T15:57:13.900806Z

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Observation a50f251e-757c-4baa-b816-9e6764c5ca0c · outbound

This paper cites On the Stability of Iterative Retraining of Generative Models on their own Data.

Epistemic diversity across language models mitigates knowledge collapse On the Stability of Iterative Retraining of Generative Models on their own Data

Reference 5

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Observation 59616693-c11b-403d-b19c-6d6ea3a5e25a · outbound

This paper cites an unresolved cited work.

Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T15:57:14.085729Z

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Observation ef440f29-e45e-4260-b417-ace07be4cf1b · outbound

This paper cites Creel, Ananya Kumar, Dan Jurafsky, and Percy S.

Epistemic diversity across language models mitigates knowledge collapse Creel, Ananya Kumar, Dan Jurafsky, and Percy S

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T15:57:14.187040Z

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Observation 8f69569c-b713-48c9-878f-bac6ad083715 · outbound

This paper cites Strong Model Collapse.

Epistemic diversity across language models mitigates knowledge collapse Strong Model Collapse

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T15:57:14.257493Z

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Observation 5ba5c347-1fcf-4d4a-a25e-036dae4e4507 · outbound

This paper cites A Tale of Tails: Model Collapse as a Change of Scaling Laws.

Epistemic diversity across language models mitigates knowledge collapse A Tale of Tails: Model Collapse as a Change of Scaling Laws

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T15:57:14.328485Z

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Observation aee76299-9dfe-4959-b427-025e3b7f99fb · outbound

This paper cites an unresolved cited work.

Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 10

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Observation b10e743a-3548-417b-8a18-b7b8abbaca6a · outbound

This paper cites 2019.PyTorch Lightning.

Epistemic diversity across language models mitigates knowledge collapse 2019.PyTorch Lightning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T15:57:14.496570Z

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Observation 77b9a2b5-5634-48ea-9e28-2842f1d45f9f · outbound

This paper cites an unresolved cited work.

Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 12

Resolution: verified exact; doi, observed 2026-08-03T15:59:08.072459Z

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Observation aa047bd0-bc4a-4dd8-949e-c4162b4ae2be · outbound

This paper cites Modular Pluralism: Pluralistic Alignment via Multi-LLM Collaboration.

Epistemic diversity across language models mitigates knowledge collapse Modular Pluralism: Pluralistic Alignment via Multi-LLM Collaboration

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T15:57:14.656637Z

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Observation 30e63d64-4a89-4d1d-879f-e95b0ab69bc2 · outbound

This paper cites Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification.

Epistemic diversity across language models mitigates knowledge collapse Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T15:57:14.739114Z

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Observation d8405bc9-1d88-4c44-8bf4-04681ddec96f · outbound

This paper cites Political Neutrality in AI Is Impossible- But Here Is How to Approximate It.

Epistemic diversity across language models mitigates knowledge collapse Political Neutrality in AI Is Impossible- But Here Is How to Approximate It

Reference 15

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Observation b6a71468-75c0-40e9-8ddf-0666e8842891 · outbound

This paper cites A Theoretical Perspective: How to Prevent Model Collapse in Self-consuming Training Loops.

Epistemic diversity across language models mitigates knowledge collapse A Theoretical Perspective: How to Prevent Model Collapse in Self-consuming Training Loops

Reference 16

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Observation 0f152134-e2aa-4494-a533-fed2a09a0f0b · outbound

This paper cites an unresolved cited work.

Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 17

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Observation 94f4a34e-cb54-4d59-ac3c-15dec3bc8821 · outbound

This paper cites Roberts, Diyi Yang, David L.

Epistemic diversity across language models mitigates knowledge collapse Roberts, Diyi Yang, David L

Reference 18

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Observation c33f932a-9308-4469-a789-a66258bf50be · outbound

This paper cites an unresolved cited work.

Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 19

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Observation 7d914cc9-f6fd-407d-96aa-3bfd97831cd0 · outbound

This paper cites Collapse of Self-trained Language Models.

Epistemic diversity across language models mitigates knowledge collapse Collapse of Self-trained Language Models

Reference 20

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Observation ddc6d6a2-bf48-496d-9fcf-3e507a1688c8 · outbound

This paper cites an unresolved cited work.

Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 21

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Observation 826f84f6-87af-4dd4-ba3d-4ad541d90472 · outbound

This paper cites an unresolved cited work.

Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 22

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Observation 3a9368d5-01a6-4059-a7a7-9fa97c0792fe · outbound

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Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 23

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Observation 7e072c2b-a128-458a-a586-0732ee00f85e · outbound

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Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 24

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Observation 8b2c6d8f-050d-465d-9deb-db08c699929c · outbound

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Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 25

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Observation fb0c28c3-01af-4587-9421-fd7ba656d67e · outbound

This paper cites Manning, and James Zou.

Epistemic diversity across language models mitigates knowledge collapse Manning, and James Zou

Reference 26

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Observation 2cf928b6-9f6f-4388-a569-f4feef1322d6 · outbound

This paper cites 1990.Science as social knowledge: Values and objectivity in scientific inquiry.

Epistemic diversity across language models mitigates knowledge collapse 1990.Science as social knowledge: Values and objectivity in scientific inquiry

Reference 27

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Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 28

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Observation 36292294-d314-4c9b-ad23-75fd5263abef · outbound

This paper cites Pointer Sentinel Mixture Models.

Epistemic diversity across language models mitigates knowledge collapse Pointer Sentinel Mixture Models

Reference 29

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Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 30

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Observation 24b5bec3-d679-4b46-bdf6-f0ad11927cdd · outbound

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Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 31

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Observation 3803388f-3e7d-453a-a351-6366d6dac3f4 · outbound

This paper cites an unresolved cited work.

Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 32

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Observation 16b1b2f8-979a-4fc3-917c-331eb652d622 · outbound

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Epistemic diversity across language models mitigates knowledge collapse Peterson

Reference 33

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Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 34

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Observation b2b12617-04ef-42b9-8686-5e53840f8f84 · outbound

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Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 35

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Observation 3a13708d-22a1-4e26-976e-575376dc8986 · outbound

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Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 36

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Observation 647c1ded-3f5a-4ac9-a88f-50648ffdd890 · outbound

This paper cites Position: Model Collapse Does Not Mean What You Think.

Epistemic diversity across language models mitigates knowledge collapse Position: Model Collapse Does Not Mean What You Think

Reference 37

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This paper cites Synthetic Eggs in Many Baskets: The Impact of Synthetic Data Diversity on LLM Fine-Tuning.

Epistemic diversity across language models mitigates knowledge collapse Synthetic Eggs in Many Baskets: The Impact of Synthetic Data Diversity on LLM Fine-Tuning

Reference 38

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Observation 1f81dbc7-cdec-4745-8c37-694d35a138a0 · outbound

This paper cites an unresolved cited work.

Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 39

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This paper cites an unresolved cited work.

Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 40

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Observation efb598e6-9365-49f9-a162-c16faf6afc93 · outbound

This paper cites Beyond neural scaling laws: beating power law scaling via data pruning.

Epistemic diversity across language models mitigates knowledge collapse Beyond neural scaling laws: beating power law scaling via data pruning

Reference 41

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Observation 95195e42-f7a9-43b8-94d0-6efd0eb7eb63 · outbound

This paper cites The Shrinking Landscape of Linguistic Diversity in the Age of Large Language Models.

Epistemic diversity across language models mitigates knowledge collapse The Shrinking Landscape of Linguistic Diversity in the Age of Large Language Models

Reference 42

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Observation f3c6bc45-ab3f-420f-9150-087a29c27bb3 · outbound

This paper cites Ethics is not neutral.

Epistemic diversity across language models mitigates knowledge collapse Ethics is not neutral

Reference 43

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Observation 91dde486-fac1-4237-8d11-251ddf708f00 · outbound

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Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 44

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Observation 677f307a-2b75-4a1d-80ff-af055048e1ed · outbound

This paper cites an unresolved cited work.

Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 45

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Observation f3812f6e-78a9-4166-996d-2df8892faceb · outbound

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Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

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Observation a3d4a6c4-1ed7-430e-86c8-0b94f75d678c · outbound

This paper cites LLM Web Dynamics: Tracing Model Collapse in a Network of LLMs.

Epistemic diversity across language models mitigates knowledge collapse LLM Web Dynamics: Tracing Model Collapse in a Network of LLMs

Reference 47

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Source-reported events for the cited work

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Observation 8d0ff6d3-a10d-46f2-b71e-a1844d4c0b7e · outbound

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Epistemic diversity across language models mitigates knowledge collapse HuggingFace's Transformers: State-of-the-art Natural Language Processing

Reference 48

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Observation aa57fa02-22ab-4110-ba08-e82b3b7e78b1 · outbound

This paper cites an unresolved cited work.

Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 49

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Observation 73393b3d-3cd7-48ab-8ee4-feef552d33fb · outbound

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Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 50

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Observation a6948ed4-54bf-43ff-8be8-7ffc04e654e4 · outbound

This paper cites an unresolved cited work.

Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

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Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 52

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Observation 4f16333d-9f8d-425c-83f0-6cb1151127a9 · outbound

This paper cites an unresolved cited work.

Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 53

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Observation c7c77a18-81c7-4c5f-83b4-9dc20d22db7a · outbound

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Epistemic diversity across language models mitigates knowledge collapse OPT: Open Pre-trained Transformer Language Models

Reference 54

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Observation 7a666be3-aca9-4c44-94e7-8e4deeced3a1 · outbound

This paper cites Generating on Generated: An Approach Towards Self-Evolving Diffusion Models.

Epistemic diversity across language models mitigates knowledge collapse Generating on Generated: An Approach Towards Self-Evolving Diffusion Models

Reference 55

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This paper cites What Matters in LLM-generated Data: Diversity and Its Effect on Model Fine-Tuning.

Epistemic diversity across language models mitigates knowledge collapse What Matters in LLM-generated Data: Diversity and Its Effect on Model Fine-Tuning

Reference 56

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Observation 22ee48ec-4d73-480b-95be-f9664c22f3e1 · outbound

This paper cites an unresolved cited work.

Epistemic diversity across language models mitigates knowledge collapse Unresolved cited work

Reference 57

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Observation f6167c0d-28b1-45f8-a846-c857f477c9d9 · outbound

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Epistemic diversity across language models mitigates knowledge collapse Is Model Collapse Inevitable? Breaking the Curse of Recursion by Accumulating Real and Synthetic Data

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T15:57:15.068720Z

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Observation dda2123c-a71d-4214-bbfb-e6cf65c45293 · outbound

This paper cites https://doi.org/10.48550/arXiv.2510.04 226 arXiv:2510.04226 [cs].

Epistemic diversity across language models mitigates knowledge collapse https://doi.org/10.48550/arXiv.2510.04 226 arXiv:2510.04226 [cs]

Reference 2025

Resolution: verified exact; doi, observed 2026-08-03T15:59:05.378181Z

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Pith citing papers

Observation 227947ac-f582-4caf-94d9-8d0aad6e1ff9 · inbound

Position: Prioritize Identifying Structure, Not Complex Models, for Scientific Discovery cites this paper.

Position: Prioritize Identifying Structure, Not Complex Models, for Scientific Discovery Epistemic diversity across language models mitigates knowledge collapse

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-07-31T02:03:08.187635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 112deb93-4cf0-4c90-a857-20032c8cbd15 · inbound

Diversifying Personalized Research Ideation against AI-Induced Homogenization cites this paper.

Diversifying Personalized Research Ideation against AI-Induced Homogenization Epistemic diversity across language models mitigates knowledge collapse

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