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Paper Citation Record · LEDGER

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation

As of 8 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 3 inbound Pith citation observations for arXiv:2511.17813.

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

pith.paper-citation-record.v1
2511.17813 v3

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T20:57:38.173091Z

measured 26 of 26 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T10:33:42.209651Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T00:57:30.160096Z

Reference resolution

23 of 23 outbound references displayed

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External citation measurements

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Outbound references

Observation 8a99833a-4e8a-47ea-9940-5dd45479f03c · outbound

This paper cites InProceedings of the 2024 Joint International Con- ference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), pages 12712–12723, Torino, Italia.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation InProceedings of the 2024 Joint International Con- ference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), pages 12712–12723, Torino, Italia

Reference 7

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Observation 88cbc172-c775-4903-b4f1-8546cdb244ee · outbound

This paper cites Accessed: 2025-10-.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation Accessed: 2025-10-

Reference 8

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source=pdf_text observed=2026-08-03T20:57:36.521028Z digest=sha256:27955bc351a4f5b32273f54eac393bdf44ae63c2e6c48e553e577a9c1a85e537

Observation 1fe21292-909a-42ba-a847-0bef9f8ea19a · outbound

This paper cites Accessed: 2025-10-.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation Accessed: 2025-10-

Reference 9

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source=pdf_text observed=2026-08-03T20:57:36.583808Z digest=sha256:5df10a27dee1fdd567d3d621a5f5e707fc6aad5c9870367ac380c39a9bb72507

Observation 799cadd6-7232-4f7e-9567-79980db2739f · outbound

This paper cites Robust Speech Recognition via Large-Scale Weak Supervision.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation Robust Speech Recognition via Large-Scale Weak Supervision

Reference 10

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source=pdf_text observed=2026-08-03T20:57:36.746124Z digest=sha256:541f702e489226d8ac2ac1a58d1bbf5c5e8547deea65d8f1acc702132e229bf7

Observation 389b57f9-ce6d-4a14-83b3-642f5e7d60be · outbound

This paper cites gpt-oss-120b & gpt-oss-20b Model Card.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation gpt-oss-120b & gpt-oss-20b Model Card

Reference 11

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source=pdf_text observed=2026-08-03T20:57:36.859421Z digest=sha256:801aa4a9847bf73e2f4f8ccd4e7c94b4377e95646a066bdb42ecbf78199fc34b

Observation f1b57eb6-8edc-4d26-a0d6-bfa18f13e8b3 · outbound

This paper cites Improving Factuality and Reasoning in Language Models through Multiagent Debate.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation Improving Factuality and Reasoning in Language Models through Multiagent Debate

Reference 12

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source=pdf_text observed=2026-08-03T20:57:36.967790Z digest=sha256:f6dc832e64066e2290cbcd2b5dbbceaf453959dc770284ba0d58abaaa417b0dc

Observation fd76f9b6-1b16-40d1-a142-96f63eb1ac2a · outbound

This paper cites Quantifying the Persona Effect in LLM Simulations.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation Quantifying the Persona Effect in LLM Simulations

Reference 13

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source=pdf_text observed=2026-08-03T20:57:37.065356Z digest=sha256:8b5a83c2754a8f1ee9d16150de8e3b9256577d7f7c174df1c793588ec01e3c85

Observation 43df46fa-5cdf-46c4-b92d-f28049c58f12 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation LLaMA: Open and Efficient Foundation Language Models

Reference 14

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source=pdf_text observed=2026-08-03T20:57:37.159087Z digest=sha256:ab2554a7ff179370c3e4be8e998e5402c32427e1db83f603d3f50aa8cf3cf120

Observation a6139e34-5b6c-4935-98c2-b0aa6fc4f655 · outbound

This paper cites AI PERSONA: Towards Life-long Personalization of LLMs.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation AI PERSONA: Towards Life-long Personalization of LLMs

Reference 15

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source=pdf_text observed=2026-08-03T20:57:37.304263Z digest=sha256:f465b9b3a90e61e6f0e2bd867b2ee226c5abda835e90a7d9441632198ba0fa60

Observation 8cdbcb50-e8dc-415a-a0cf-2f5940984e80 · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 16

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source=pdf_text observed=2026-08-03T20:57:37.420552Z digest=sha256:e743e670c50b31d8028bac8bd1735c9c046ee67c9b8b02d504c4ab53180311cd

Observation 253ea811-83e6-444b-bd18-6660f55f87cc · outbound

This paper cites Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models: A Critical Review and Assessment.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models: A Critical Review and Assessment

Reference 17

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source=pdf_text observed=2026-08-03T20:57:37.579226Z digest=sha256:1e61c368e072ffd88a6c08e72d21cbd8a62b09f0b5d5e49019a83a722d072e49

Observation 27f145b4-6a78-4ce1-a978-8b7c96412625 · outbound

This paper cites Qwen2.5 Technical Report.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation Qwen2.5 Technical Report

Reference 18

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source=pdf_text observed=2026-08-03T20:57:37.740432Z digest=sha256:dc5148e04f4fbb56a0d73a07f5557ac3acd01b7e949754f52e0bf357801b4cb1

Observation 6900debc-bb36-491c-b0d3-632d2067454c · outbound

This paper cites https://github.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation https://github

Reference 19

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source=pdf_text observed=2026-08-03T20:57:37.798615Z digest=sha256:18119c7e4d1ad2dff6e772bf1183052e66bd98ebd550411c64fa31ea5a5334fe

Observation 35d9eaac-10dd-4c93-aacc-b2eba857b2d5 · outbound

This paper cites When "A Helpful Assistant" Is Not Really Helpful: Personas in System Prompts Do Not Improve Performances of Large Language Models.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation When "A Helpful Assistant" Is Not Really Helpful: Personas in System Prompts Do Not Improve Performances of Large Language Models

Reference 20

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source=pdf_text observed=2026-08-03T20:57:37.892156Z digest=sha256:1cef3a68a838a59138faac0d94a763c57cbc6964ad2125cb20091105edc3e0c6

Observation 1929e31b-667b-4b3f-ac67-06885a30e8c1 · outbound

This paper cites Simulating Ethics: Using LLM Debate Panels to Model Deliberation on Medical Dilemmas.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation Simulating Ethics: Using LLM Debate Panels to Model Deliberation on Medical Dilemmas

Reference 21

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Observation fb200736-bade-4288-9598-efdc0e4159d5 · outbound

This paper cites The Court is now in ses- sion.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation The Court is now in ses- sion

Reference 23

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source=pdf_text observed=2026-08-03T20:57:38.173091Z digest=sha256:4e0352926af677a8260c8c9d790d1d50a2dac305e9a2a2c8cbf73ecb40c525f4

Observation 45db8def-7d0c-4e16-9fd9-461eb82c7cd9 · outbound

This paper cites https://www.tensorflow.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation https://www.tensorflow

Reference 2015

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source=pdf_text observed=2026-08-03T20:57:35.901068Z digest=sha256:f1919b3d1793da165702bd364401f1441c16ac49c5cbedecf230de96cbb211fe

Observation fd157105-a25b-400d-9a2c-9d22853ca484 · outbound

This paper cites zoom meeting,.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation zoom meeting,

Reference 2016

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source=pdf_text observed=2026-08-03T20:57:38.079117Z digest=sha256:e2da07be2453e4b5be062ef6a5122e90d39bdec681bbc4d76adeed6aaf5c3476

Observation a245c44f-0e69-4435-a738-9c1b63f3d33f · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation LoRA: Low-Rank Adaptation of Large Language Models

Reference 2021

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source=pdf_text observed=2026-08-03T20:57:36.229348Z digest=sha256:8ea73cdfebce693ca46ac70855365e87855c82dcb471d9ec974bbc7226d71b9d

Observation 3f4dc8a5-39b0-4f21-817b-05830b60b8d3 · outbound

This paper cites Encoder-Decoder Based Attractors for End-to-End Neural Diarization.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation Encoder-Decoder Based Attractors for End-to-End Neural Diarization

Reference 2022

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source=pdf_text observed=2026-08-03T20:57:36.090684Z digest=sha256:f25275e76930411ecfbad7e1b9239138bdd47659dbae8574eb0bd9ece9e6af4a

Observation 68bf9f77-d871-4f4e-8ec2-717149848283 · outbound

This paper cites QLoRA: Efficient Finetuning of Quantized LLMs.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation QLoRA: Efficient Finetuning of Quantized LLMs

Reference 2023

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source=pdf_text observed=2026-08-03T20:57:36.001341Z digest=sha256:6bd3d94e9a9f768677fe43f8f56c8f7a887384cfdfeb23f98879c8c967f48b5f

Observation 57334227-50ed-4e37-8284-d8b01738a4ae · outbound

This paper cites Systematic Biases in LLM Simulations of Debates.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation Systematic Biases in LLM Simulations of Debates

Reference 2024

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source=pdf_text observed=2026-08-03T20:57:35.946155Z digest=sha256:b7cd7e90ddc7908aee9760fd959f5c210ca640cdeb7803378298a644839cc0af

Observation f3720d7e-6842-4968-a685-8d7ed48f7ae3 · outbound

This paper cites PaddleOCR 3.0 Technical Report.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation PaddleOCR 3.0 Technical Report

Reference 2025

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Pith citing papers

Observation d8ba1f91-9a6f-4223-a448-5f5235392f4b · inbound

When Identity Overrides Incentives: Representational Choices as Governance Decisions in Multi-Agent LLM Systems cites this paper.

When Identity Overrides Incentives: Representational Choices as Governance Decisions in Multi-Agent LLM Systems Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation

Reference 36

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arxiv_id, observed 2026-07-13T01:17:50.696265Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-16T14:29:53.295960Z digest=sha256:e6ff6cc147173e90a029fe3cdc0c598033ff8e91fd7aeb3fb0649de713aa9ff5

Observation b3247af6-3201-4861-9da8-92291bd3a806 · inbound

When Identity Overrides Incentives: Representational Choices as Governance Decisions in Multi-Agent LLM Systems cites this paper.

When Identity Overrides Incentives: Representational Choices as Governance Decisions in Multi-Agent LLM Systems Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation

Reference 34

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source=pdf_text observed=2026-08-03T10:33:42.209651Z digest=sha256:58dd08a25141c6dc18d19bbeef2dc4f5ab6c7c4c80b1d0e05f74c012bf57bf0e

Observation cd5a27e6-9a7a-4006-8b8b-0ca65c464fd5 · inbound

MASS: Deep Research for Social Sciences with Memory-Augmented Social Simulation cites this paper.

MASS: Deep Research for Social Sciences with Memory-Augmented Social Simulation Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation

Reference 2

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source=pdf_text observed=2026-06-27T16:55:59.129802Z digest=sha256:89b81815c3c70bed188833d205c6266c7cf854034bfbe0850a087134b25fb5ec