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Paper Citation Record · LEDGER

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

As of 8 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 2026-08-08T06:32:00.761636+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=sha256:01ed20427bd0e3dd0bacde326cc9c6701af97068103d05da183c04d38b5e4691

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-25T07:42:03.704563Z digest=sha256:51d01c82020112c1a0129e2e7738ed8baad299708cd987aa30b5e0fb25aec913

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-18T14:39:42.302875Z digest=sha256:0516c4b56a4a19a6f40c25d13303812c1465ac74c0c52096f367fe727aceb7fa

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=sha256:96e9ddae686f2ae705dd3f750813e2ff1a25ebcbe2ee22b33622e121b5d6e4bf

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-12T04:34:53.814304Z digest=sha256:026b75cbd70435f50f15f143ffb2f1f69e681f977a4348d24d592bb990bb6876

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-19T21:38:51.899043Z digest=sha256:1959e8920ad84290adb755fc55571125f3ddb2f00baad4a7b56c038b4d87187b

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-27T10:34:22.071622Z digest=sha256:02001b9ed03456565e926b23bd523f1e1cae7394cb4144a39568ce2eee5ff313

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-26T19:12:23.929680Z digest=sha256:44e293e125e68f74b7109b6b18015ad1ed178d7e25fda6d8380bd9bfb19f3f48