Paper Citation Record · LEDGER

PersonaGym: Evaluating Persona Agents and LLMs

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 31 inbound Pith citation observations for arXiv:2407.18416.

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

pith.paper-citation-record.v1
2407.18416 v5

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 31 of 31 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T17:41:37.764144Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T15:08:33.094534Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

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 407674b5-dcd3-4ab3-a452-59a50cfc42f3 · inbound

Evaluating the Prompt Steerability of Large Language Models cites this paper.

Evaluating the Prompt Steerability of Large Language Models PersonaGym: Evaluating Persona Agents and LLMs

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T17:41:37.764144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 100e1363-0228-4d4f-88e5-3576879fbd22 · inbound

The potential -- and the pitfalls -- of using pre-trained language models as cognitive science theories cites this paper.

The potential -- and the pitfalls -- of using pre-trained language models as cognitive science theories PersonaGym: Evaluating Persona Agents and LLMs

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-10T17:01:28.174865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5eb01fe3-570e-4363-bcbc-4b9c69634e17 · inbound

OpenCharacter: Training Customizable Role-Playing LLMs with Large-Scale Synthetic Personas cites this paper.

OpenCharacter: Training Customizable Role-Playing LLMs with Large-Scale Synthetic Personas PersonaGym: Evaluating Persona Agents and LLMs

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:24.287990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bbd6580-da62-42e4-8d5b-d526433d2329 · inbound

The Impact of Big Five Personality Traits on AI Agent Decision-Making in Public Spaces: A Social Simulation Study cites this paper.

The Impact of Big Five Personality Traits on AI Agent Decision-Making in Public Spaces: A Social Simulation Study PersonaGym: Evaluating Persona Agents and LLMs

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T20:18:10.160258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ea96171-524e-45ad-a22a-488a74819058 · inbound

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review cites this paper.

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review PersonaGym: Evaluating Persona Agents and LLMs

Reference 94

Resolution: verified exact; arxiv_id, observed 2026-05-15T02:57:38.385234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 607bdf28-b3ac-4601-9aee-582fb281176a · inbound

Do LLMs Need to Think in One Language? Correlation between Latent Language and Task Performance cites this paper.

Do LLMs Need to Think in One Language? Correlation between Latent Language and Task Performance PersonaGym: Evaluating Persona Agents and LLMs

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T13:36:00.099759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04155b65-1720-4559-93f4-cf1b74481b87 · inbound

A Call for Collaborative Intelligence: Why Human-Agent Systems Should Precede AI Autonomy cites this paper.

A Call for Collaborative Intelligence: Why Human-Agent Systems Should Precede AI Autonomy PersonaGym: Evaluating Persona Agents and LLMs

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-07T04:52:00.920135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2bd9060-cd87-4bfd-a9fa-0f78cf7053d5 · inbound

DinoCompanion: An Attachment-Theory Informed Multimodal Robot for Emotionally Responsive Child-AI Interaction cites this paper.

DinoCompanion: An Attachment-Theory Informed Multimodal Robot for Emotionally Responsive Child-AI Interaction PersonaGym: Evaluating Persona Agents and LLMs

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T00:55:30.055460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e22634b3-1bf2-40ab-8313-f157a9eb94d2 · inbound

TinyTroupe: An LLM-powered Multiagent Persona Simulation Toolkit cites this paper.

TinyTroupe: An LLM-powered Multiagent Persona Simulation Toolkit PersonaGym: Evaluating Persona Agents and LLMs

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-19T04:57:04.470414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6c56b211-19fc-4a28-a804-e5b0526403a8 · inbound

TinyTroupe: An LLM-powered Multiagent Persona Simulation Toolkit cites this paper.

TinyTroupe: An LLM-powered Multiagent Persona Simulation Toolkit PersonaGym: Evaluating Persona Agents and LLMs

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T17:51:08.063142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5caca143-129c-48e6-bde7-b0835de67397 · inbound

Edge Agentic AI Framework for Autonomous Network Optimisation in O-RAN cites this paper.

Edge Agentic AI Framework for Autonomous Network Optimisation in O-RAN PersonaGym: Evaluating Persona Agents and LLMs

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T12:30:39.929548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ace1373-e7ca-47a3-b740-b3bde90ffb06 · inbound

Llama-3.1-FoundationAI-SecurityLLM-8B-Instruct Technical Report cites this paper.

Llama-3.1-FoundationAI-SecurityLLM-8B-Instruct Technical Report PersonaGym: Evaluating Persona Agents and LLMs

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T05:57:29.399558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 212b5f67-1382-41e1-89b1-1ab96fcc6991 · inbound

AI Propaganda factories with language models cites this paper.

AI Propaganda factories with language models PersonaGym: Evaluating Persona Agents and LLMs

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T15:21:32.628251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4631c64a-7698-48a4-958b-f9a899851d8d · inbound

Evolution in Simulation: AI-Agent School with Dual Memory for High-Fidelity Educational Dynamics cites this paper.

Evolution in Simulation: AI-Agent School with Dual Memory for High-Fidelity Educational Dynamics PersonaGym: Evaluating Persona Agents and LLMs

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T10:12:24.894531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b557173-9232-4ed0-ae6a-1d045f224831 · inbound

Moral Susceptibility and Robustness under Persona Role-Play in Large Language Models cites this paper.

Moral Susceptibility and Robustness under Persona Role-Play in Large Language Models PersonaGym: Evaluating Persona Agents and LLMs

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-17T23:20:27.831570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4a370a78-f928-45fd-aae5-9ffd15140fd8 · inbound

MOA: Multi-Objective Alignment for Role-Playing Agents cites this paper.

MOA: Multi-Objective Alignment for Role-Playing Agents PersonaGym: Evaluating Persona Agents and LLMs

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T23:18:40.177597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6fb0e2a8-e97d-4e22-a93a-a1d3bbb02f30 · inbound

StreetDesignAI: Broadening Designer Perspectives Through Multi-Persona Evaluation of Cycling Infrastructure cites this paper.

StreetDesignAI: Broadening Designer Perspectives Through Multi-Persona Evaluation of Cycling Infrastructure PersonaGym: Evaluating Persona Agents and LLMs

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-16T12:42:52.953094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ed0cc0e8-ec9f-40e0-923a-c85a89c4b83d · inbound

StreetDesignAI: Broadening Designer Perspectives Through Multi-Persona Evaluation of Cycling Infrastructure cites this paper.

StreetDesignAI: Broadening Designer Perspectives Through Multi-Persona Evaluation of Cycling Infrastructure PersonaGym: Evaluating Persona Agents and LLMs

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-22T12:04:51.517377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b22dbced-3548-4caa-93ff-04e6dc30a369 · inbound

LLM-SAA: LLM-persona Generated Distributions for Decision-making cites this paper.

LLM-SAA: LLM-persona Generated Distributions for Decision-making PersonaGym: Evaluating Persona Agents and LLMs

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-03T04:01:47.321359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d2477b6-0252-47a2-9e6c-2d270bf3a45d · inbound

Mind the Sim2Real Gap in User Simulation for Agentic Tasks cites this paper.

Mind the Sim2Real Gap in User Simulation for Agentic Tasks PersonaGym: Evaluating Persona Agents and LLMs

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T05:51:29.414411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bc7c48f-d923-4867-8684-d2ed42f838ca · inbound

Decision-Theoretic Safety Assessment of Persona-Driven Multi-Agent Systems in O-RAN cites this paper.

Decision-Theoretic Safety Assessment of Persona-Driven Multi-Agent Systems in O-RAN PersonaGym: Evaluating Persona Agents and LLMs

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-13T19:03:08.363824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 01079a33-3e85-419c-85c3-1a388e48011d · inbound

StratMem-Bench: Evaluating Strategic Memory Use in Virtual Character Conversation Beyond Factual Recall cites this paper.

StratMem-Bench: Evaluating Strategic Memory Use in Virtual Character Conversation Beyond Factual Recall PersonaGym: Evaluating Persona Agents and LLMs

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T08:56:26.234194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a745c485-275c-4fe4-873c-2913ac8923c2 · inbound

BOOKMARKS: Efficient Active Storyline Memory for Role-playing cites this paper.

BOOKMARKS: Efficient Active Storyline Memory for Role-playing PersonaGym: Evaluating Persona Agents and LLMs

Reference 111

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T04:55:03.912148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 134655d2-f96b-4249-b6f5-045181b42810 · inbound

Reinforcing Human Behavior Simulation via Verbal Feedback cites this paper.

Reinforcing Human Behavior Simulation via Verbal Feedback PersonaGym: Evaluating Persona Agents and LLMs

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-21T07:24:02.448095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 66220ff1-2a1a-452e-8155-81545367588c · inbound

Toward a Benchmark for Controllable Simulation of Imperfect Students with Large Language Models cites this paper.

Toward a Benchmark for Controllable Simulation of Imperfect Students with Large Language Models PersonaGym: Evaluating Persona Agents and LLMs

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T21:33:58.884880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 89184925-9e86-4126-a926-101a3d785c8e · inbound

Beyond Recall: Behavioral Specification as an Interpretive Layer for AI Personalization cites this paper.

Beyond Recall: Behavioral Specification as an Interpretive Layer for AI Personalization PersonaGym: Evaluating Persona Agents and LLMs

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:53:26.848440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 08b8bd8e-9de0-4d80-8265-07723c875ebc · inbound

RoleCDE:Benchmarking and Mitigating Role-Alignment Trade-offs in Role-Playing Agents cites this paper.

RoleCDE:Benchmarking and Mitigating Role-Alignment Trade-offs in Role-Playing Agents PersonaGym: Evaluating Persona Agents and LLMs

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T22:46:20.068645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fe7d41ad-8e89-4a37-87e6-6543670ede92 · inbound

AgentBeats: Agentifying Agent Assessment for Openness, Standardization, and Reproducibility cites this paper.

AgentBeats: Agentifying Agent Assessment for Openness, Standardization, and Reproducibility PersonaGym: Evaluating Persona Agents and LLMs

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-07-03T15:08:33.095883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b2f8e945-7341-4fd5-8aa7-751bedb6d922 · inbound

Dynamic In-Group Persona Generation for Enhancing Human-AI Rapport cites this paper.

Dynamic In-Group Persona Generation for Enhancing Human-AI Rapport PersonaGym: Evaluating Persona Agents and LLMs

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T00:35:10.194372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3a76ebdc-bfaf-41b6-9fc8-55aa97ebb9a4 · inbound

Decision Protocols in Multi-Agent Large Language Model Conversations cites this paper.

Decision Protocols in Multi-Agent Large Language Model Conversations PersonaGym: Evaluating Persona Agents and LLMs

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-11T10:52:59.410307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7687e7ec-9534-410f-8136-8fa2af4e275a · inbound

The Story Shapes the Agent: Narrative Priors in LLM Behavior cites this paper.

The Story Shapes the Agent: Narrative Priors in LLM Behavior PersonaGym: Evaluating Persona Agents and LLMs

Reference 2011

Resolution: unresolved; no resolver link, observed 2026-08-01T15:04:31.292297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.