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Paper Citation Record · LEDGER

Language-Driven Opinion Dynamics in Agent-Based Simulations with LLMs

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2502.19098.

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

pith.paper-citation-record.v1
2502.19098 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:27:14.348854Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T02:49:24.490170Z

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 0d12adac-eacb-45bc-bf8e-7141fd219f37 · inbound

LLMs are Introvert cites this paper.

LLMs are Introvert Language-Driven Opinion Dynamics in Agent-Based Simulations with LLMs

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T19:27:14.348854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:27:14.348854Z digest=sha256:2d201aa59067abfd02e540bd0d2c5cef21be019f279c4566490ecba6ab0bc127

Observation efeb40bc-9d17-49ff-aa79-a88d55948131 · inbound

Disentangling Interaction and Bias Effects in Opinion Dynamics of Large Language Models cites this paper.

Disentangling Interaction and Bias Effects in Opinion Dynamics of Large Language Models Language-Driven Opinion Dynamics in Agent-Based Simulations with LLMs

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-25T07:45:29.740179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T07:42:03.704563Z digest=sha256:6b22c634b63d0cdcc59dca986461d5e9a6094f691f900c08bcea99a96c64ef1f

Observation 50fd9c69-822f-457f-8ba6-de9448097728 · inbound

Simulating Online Social Media Conversations on Controversial Topics Using AI Agents Calibrated on Real-World Data cites this paper.

Simulating Online Social Media Conversations on Controversial Topics Using AI Agents Calibrated on Real-World Data Language-Driven Opinion Dynamics in Agent-Based Simulations with LLMs

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-18T14:41:30.267735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-18T14:39:42.302875Z digest=sha256:49fbdfaa65a79b8b8426cd270571fcac6461a2eb27b6eb2b101a84eca752243f

Observation 85f33106-3170-4e2d-b0b0-e21d5c1a5126 · inbound

Emergent Coordinated Behaviors in Networked LLM Agents: Modeling the Strategic Dynamics of Information Operations cites this paper.

Emergent Coordinated Behaviors in Networked LLM Agents: Modeling the Strategic Dynamics of Information Operations Language-Driven Opinion Dynamics in Agent-Based Simulations with LLMs

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-04T07:39:55.315517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T07:39:55.315517Z digest=sha256:a05293fb852979126448b94b1557bdf5fd571fa4d04e32022b5cf2dddc27d787

Observation 0e21e5f6-a1eb-4c44-85ef-234c058601d7 · inbound

Conformity Generates Collective Misalignment in AI Agents Societies cites this paper.

Conformity Generates Collective Misalignment in AI Agents Societies Language-Driven Opinion Dynamics in Agent-Based Simulations with LLMs

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:06:27.022580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-12T04:34:53.814304Z digest=sha256:64e65512c0c33634ab9f53f40f33ca10b41e60a4fd7c24feda2c5c32149776e8

Observation 4561c8e4-242a-4b08-a37d-280b3794872e · inbound

AI-Mediated Communication Can Steer Collective Opinion cites this paper.

AI-Mediated Communication Can Steer Collective Opinion Language-Driven Opinion Dynamics in Agent-Based Simulations with LLMs

Reference 79

Resolution
verified exact
arxiv_id, observed 2026-05-19T21:42:48.224409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-19T21:38:51.899043Z digest=sha256:38c2c87acd7e83d1d892c6b801cb763596d278fade1886a667ec7183927ec0f7

Observation 0ecf6a69-93e2-4eb5-9748-67598094d209 · inbound

Building Social World Models with Large Language Models cites this paper.

Building Social World Models with Large Language Models Language-Driven Opinion Dynamics in Agent-Based Simulations with LLMs

Reference 127

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T09:07:47.487906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-06-27T10:34:22.071622Z digest=sha256:5fc6dbab9f54b6733218601d61b3ecf38435126951447a8954216d7ccc6fcb99

Observation f6731830-1e7c-445d-ad80-c1aad2007cde · inbound

Opinion Polarization in LLM-Based Social Networks: Manipulation and Mitigation cites this paper.

Opinion Polarization in LLM-Based Social Networks: Manipulation and Mitigation Language-Driven Opinion Dynamics in Agent-Based Simulations with LLMs

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-07-04T02:49:24.492101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-26T19:12:23.929680Z digest=sha256:fb95cfe4996e32921a505449685d89f917b7a2a86ecdd312a447cf86099d8fa2