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Paper Citation Record · LEDGER

Jointly Reinforcing Diversity and Quality in Language Model Generations

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 28 inbound Pith citation observations for arXiv:2509.02534.

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

pith.paper-citation-record.v1
2509.02534 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 28 of 28 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T00:52:47.153167Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T21:00:08.446955Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 2c1a1a68-f682-4f72-ab3e-c7d1d3067f65 · inbound

Outcome-based Exploration for LLM Reasoning cites this paper.

Outcome-based Exploration for LLM Reasoning Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 17

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unresolved
no resolver link, observed 2026-08-04T22:59:14.516795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:59:14.516795Z digest=sha256:6dc8fe4dd95324ff7c8280a598258a677383ee64aa70e979f23516246cf3bfdf

Observation 8c9d354d-9438-4e69-ac92-8514bfa5a166 · inbound

A Survey of Reinforcement Learning for Large Reasoning Models cites this paper.

A Survey of Reinforcement Learning for Large Reasoning Models Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 282

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verified exact
arxiv_id, observed 2026-05-18T00:02:24.741526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-05-18T00:02:24.352947Z digest=sha256:d433b869ed739b4f1731c9267dfd55f43d11149868c3b9c9f75dd3385055bfbc

Observation 6ec81ccd-1a6d-4a95-94e9-cdf8cca9bd45 · inbound

Task-Dependent Evaluation of LLM Output Homogenization: A Taxonomy-Guided Framework cites this paper.

Task-Dependent Evaluation of LLM Output Homogenization: A Taxonomy-Guided Framework Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 17

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arxiv_id, observed 2026-05-18T13:36:25.011374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-05-18T13:34:22.790199Z digest=sha256:c53956da0bdb286fc51291f7fb9ca8663e0234414872a8d132f34f3d9b5be24e

Observation d0ae5256-a762-42b8-908d-a7886cedb03b · inbound

Polychromic Objectives for Reinforcement Learning cites this paper.

Polychromic Objectives for Reinforcement Learning Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 20

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verified exact
arxiv_id, observed 2026-05-18T11:56:20.020157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-18T11:54:29.955833Z digest=sha256:340730aafaae77aeec7526ea8c8e6a6c7158233ac7c8a565aa80b59b97f6ddc9

Observation 65341c38-834d-40f2-af35-ac56ad9d22fb · inbound

Representation-Based Exploration for Language Models: From Test-Time to Post-Training cites this paper.

Representation-Based Exploration for Language Models: From Test-Time to Post-Training Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 24

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unresolved
no resolver link, observed 2026-08-04T10:09:02.784967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:09:02.784967Z digest=sha256:8b45a275d881a6a8ac80f87b13541c5dc851b07b688c9d38ac6fafac6bccdcf3

Observation b6666164-4599-4ab3-9a89-f967167c1b11 · inbound

Optimizing Diversity and Quality through Base-Aligned Model Collaboration cites this paper.

Optimizing Diversity and Quality through Base-Aligned Model Collaboration Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-03T23:32:54.723467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T23:32:54.723467Z digest=sha256:d6e9d80eeb35edcad99391393c11c901c686e9add17e06176bb01fe77fcffc6a

Observation 896ca766-b1b1-4f13-9289-8c9efdbe432b · inbound

VOYAGER: A Training Free Approach for Generating Diverse Datasets using LLMs cites this paper.

VOYAGER: A Training Free Approach for Generating Diverse Datasets using LLMs Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 4

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verified exact
arxiv_id, observed 2026-05-16T22:31:19.138233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-16T22:30:06.582263Z digest=sha256:3125bbe539fa42e9b69d83480108f5b893573f2c5aa3791fc2a6307c695b9ecc

Observation da651ce3-f68d-40fd-9ddc-7c3d5f1cd224 · inbound

Vocabulary Dropout for Curriculum Diversity in LLM Co-Evolution cites this paper.

Vocabulary Dropout for Curriculum Diversity in LLM Co-Evolution Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 20

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arxiv_id, observed 2026-05-13T19:28:10.094759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-13T19:23:10.901441Z digest=sha256:98736f28566df60771e68b1b39a1c5dfc79802f89a8668e0758020b3c1cd1299

Observation 28e0f42f-f2e9-4dcf-b69b-042d76811b7b · inbound

Vocabulary Dropout for Curriculum Diversity in LLM Co-Evolution cites this paper.

Vocabulary Dropout for Curriculum Diversity in LLM Co-Evolution Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 22

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no resolver link, observed 2026-08-02T16:52:27.782802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T16:52:27.782802Z digest=sha256:e1ca611995f011835c5f73554e04a35607ac40734a73dbb738ca70b9f98af733

Observation d85fd09c-20f7-485f-9cac-9bb1d58d1c65 · inbound

Too Correct to Learn: Reinforcement Learning on Saturated Reasoning Data cites this paper.

Too Correct to Learn: Reinforcement Learning on Saturated Reasoning Data Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 39

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metadata mismatch
arxiv_id, observed 2026-05-10T05:36:01.947611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-05-10T05:32:23.972335Z digest=sha256:9cbb5711ad4a26a7687ce0707b9f29bde71e12eb4ce7a686f70113c1f9e6cb42

Observation 612aa4d4-c586-4d4d-8cf8-5068c75199ca · inbound

Ex Ante Evaluation of AI-Induced Idea Diversity Collapse cites this paper.

Ex Ante Evaluation of AI-Induced Idea Diversity Collapse Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 30

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verified exact
arxiv_id, observed 2026-05-11T20:16:09.466150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-08T09:49:57.122084Z digest=sha256:d73f09f9416ff9769d94df3943f9340597d3a64b3324330049b0c7745bed0546

Observation cf08cd18-a316-4897-b0b2-8430a1291cd2 · inbound

Breaking $\textit{Winner-Takes-All}$: Cooperative Policy Optimization Improves Diverse LLM Reasoning cites this paper.

Breaking $\textit{Winner-Takes-All}$: Cooperative Policy Optimization Improves Diverse LLM Reasoning Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 18

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verified exact
arxiv_id, observed 2026-05-13T02:07:09.130699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-13T01:57:30.877915Z digest=sha256:8d5c8aa6680042c6bf33cfb0335f695f7a949474bc5b8b820fc3e4acc1adec60

Observation 72698e9c-aeeb-4466-9574-642f650d7f34 · inbound

Breaking $\textit{Winner-Takes-All}$: Cooperative Policy Optimization Improves Diverse LLM Reasoning cites this paper.

Breaking $\textit{Winner-Takes-All}$: Cooperative Policy Optimization Improves Diverse LLM Reasoning Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 18

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verified exact
arxiv_id, observed 2026-05-20T22:49:10.604622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-20T22:45:56.857810Z digest=sha256:5f789ca12d1d75c70e92ac0b0db09cb8b2b0359929cef72ce99c909fc5a8df97

Observation 15894360-a27a-4a05-b28b-472d67f53cca · inbound

Weak-to-Strong Elicitation via Mismatched Wrong Drafts cites this paper.

Weak-to-Strong Elicitation via Mismatched Wrong Drafts Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 8

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verified exact
arxiv_id, observed 2026-05-20T14:33:21.355499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-20T14:32:04.778738Z digest=sha256:d470d436b51fa4e86bdf34254f53f41a39016fcbfe806248a34d08ab655486ed

Observation 3cf3dda4-60e3-4df8-81f0-b0ef0e37317f · inbound

Weak-to-Strong Elicitation via Mismatched Wrong Drafts cites this paper.

Weak-to-Strong Elicitation via Mismatched Wrong Drafts Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 8

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verified exact
arxiv_id, observed 2026-06-30T19:45:01.300944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-06-30T19:25:47.710148Z digest=sha256:e739d5998e9d66a7b967da6d32a20aeb131dfd775d4b0aaf6db7e5f76433b790

Observation 46694769-7e5f-4653-8de0-3befa6f7c54a · inbound

Cast a Wider Net: Coordinated Pass@K Policy Optimization for Code Reasoning cites this paper.

Cast a Wider Net: Coordinated Pass@K Policy Optimization for Code Reasoning Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 2

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verified exact
arxiv_id, observed 2026-06-29T18:43:50.675745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-06-29T18:38:12.066692Z digest=sha256:2cb0e962189697b323c20155486fbb22e2b0a9177c982019c9692780ae863331

Observation c9ad50ca-f78f-4e37-93aa-d8f48db953a6 · inbound

Cast a Wider Net: Coordinated Pass@K Policy Optimization for Code Reasoning cites this paper.

Cast a Wider Net: Coordinated Pass@K Policy Optimization for Code Reasoning Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 2

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unresolved
no resolver link, observed 2026-07-12T15:56:23.031807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T15:56:23.031807Z digest=sha256:7ce164924ffadfe9287c9830ee40c7ba56e3abc7a9e6f227cb5a31b19dee01b6

Observation f194d0ca-825e-4046-9468-86dfb47678d5 · inbound

DEI: Diversity in Evolutionary Inference for Quality-Diversity Search cites this paper.

DEI: Diversity in Evolutionary Inference for Quality-Diversity Search Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 16

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verified exact
arxiv_id, observed 2026-06-29T18:43:50.481352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-06-29T18:41:53.436686Z digest=sha256:e1724aaa5b0e4eda259b5cb81746fbae7d08a89b98917c1b087d8feced69d876

Observation eed184b3-4317-4ac5-a57b-07e48e8baf58 · inbound

Using Reward Uncertainty to Induce Diverse Behaviour in Reinforcement Learning cites this paper.

Using Reward Uncertainty to Induce Diverse Behaviour in Reinforcement Learning Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 12

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metadata mismatch
arxiv_id, observed 2026-07-02T02:26:26.270305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-06-28T10:59:44.092482Z digest=sha256:db0055bb413a628d6ebfc22ab5da3c61fc677dccf957e31ca51cd974d17aafc4

Observation 566591fd-f894-43e7-9ac0-cc2a9b78f151 · inbound

On Advantage Estimates for Max@K Policy Gradients cites this paper.

On Advantage Estimates for Max@K Policy Gradients Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 29

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verified exact
arxiv_id, observed 2026-07-02T12:06:56.451211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-06-28T02:21:57.143016Z digest=sha256:8c9cd61c8c0aebd8c854795ecea23cf78c263785f480e731738060197a21a616

Observation 3670faa7-ac27-4631-b212-00732dcaccf4 · inbound

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation cites this paper.

OrderGrad: Optimizing Beyond the Mean with Order-Statistic Policy Gradient Estimation Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 53

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verified exact
arxiv_id, observed 2026-07-02T12:16:56.970665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-06-28T02:17:30.974692Z digest=sha256:52cf3957f2c373700745b992b9ce383b436d9f8440263b0022e98b8705366732

Observation 6805ecb0-bf8f-47bc-a768-415d5b40026e · inbound

Teacher-Free Self-Training Amplifies but Does Not Compound: A Pass@$K$ Crossover on a Free-Verifier Domain cites this paper.

Teacher-Free Self-Training Amplifies but Does Not Compound: A Pass@$K$ Crossover on a Free-Verifier Domain Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 7

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arxiv_id, observed 2026-07-02T16:47:09.146501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-06-27T22:26:50.223393Z digest=sha256:a2e84dc17ced2ab34dbf32029cfa9f5e358d54c29efe3060d6ffce2d6b0c6fc3

Observation ea897559-3dcd-4a69-8fa7-99089ab3a7ce · inbound

Reasoning or Memorization? Direction-Aware Diversity Exploration in LLM Reinforcement Learning cites this paper.

Reasoning or Memorization? Direction-Aware Diversity Exploration in LLM Reinforcement Learning Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 11

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T04:47:38.182193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-06-27T13:39:42.620290Z digest=sha256:a5a1a54a67b14795d0946ef5c5cdbf612912e90de9524667401b76446bab1cb1

Observation e20bb264-d25d-4544-b387-b6cfc569cf3c · inbound

On-Policy Self-Distillation with Sampled Demonstrations Reduces Output Diversity cites this paper.

On-Policy Self-Distillation with Sampled Demonstrations Reduces Output Diversity Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 19

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arxiv_id, observed 2026-07-04T21:00:08.450601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-06-25T19:23:56.452083Z digest=sha256:d3a8369453ddadfcda10793734201f87adf7c3d1ed5e142e117a258d468a09be

Observation c72d8999-34a7-4bdd-afce-9b19c257c954 · inbound

Decomposer: Learning to Decompile Symbolic Music to Programs cites this paper.

Decomposer: Learning to Decompile Symbolic Music to Programs Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 2

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T17:58:46.838735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-07-03T17:51:10.756155Z digest=sha256:fa97ead768114ff3c24e3613ef27573c02c5c1867122a1f4abe140cca96fac8f

Observation 0f44fba6-c473-437f-9b6f-25c2c03e8c57 · 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 Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 18

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unresolved
no resolver link, observed 2026-08-02T06:23:47.839824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:23:47.839824Z digest=sha256:b4bace6aea4029f2ac777cbc291961d4531338077d06a5c4e70ad45d1fd32dff

Observation 096ae7fa-3420-4382-aa65-f5575fbcf5b0 · inbound

When Correct Solutions Repeat: Rarity-Aware Credit Redistribution for GRPO cites this paper.

When Correct Solutions Repeat: Rarity-Aware Credit Redistribution for GRPO Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-05T18:43:16.055506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T18:43:16.055506Z digest=sha256:bebce00cfce84514d04b701559c6d14d1c1561135ee33602c917ef6c45a1308d

Observation 14741cdb-ebe5-4946-8e2a-c9f1ee7b1038 · inbound

When Correct Solutions Repeat: Rarity-Aware Credit Redistribution for GRPO cites this paper.

When Correct Solutions Repeat: Rarity-Aware Credit Redistribution for GRPO Jointly Reinforcing Diversity and Quality in Language Model Generations

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-08T00:52:47.153167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T00:52:47.153167Z digest=sha256:fb367f35208ffee266215644a0d3372b7660a716df1a7547ffbc746438f46b73