Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-18T14:31:11.974395Z
Paper Citation Record · LEDGER
As of 13 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 5 inbound Pith citation observations for arXiv:2509.18052.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-18T14:31:11.974395Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-14T18:00:19.323220Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
47 of 47 outbound references displayed
External citation measurements
0
pith, observed 2026-08-05T02:28:24.338817Z
Observation 3af29332-b4a8-49aa-bf06-c08a9746fe0f · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Llm-coordination: Evaluating and analyzing multi-agent coordination abilities in large language models
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9e18eda0-69ec-4808-bcb9-34550d1e44ba · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies LLM Social Simulations Are a Promising Research Method
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b02f88a6-f874-4233-b931-cf4771456a72 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Introducing claude 4.Anthropic Blog Mar 22 2025
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6bb4e636-c449-4952-b11d-fda7b1decd32 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Mind the (belief) gap: Group identity in the world of llms
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8ee24c85-a6c5-42d8-becf-a83eef9fd9f4 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies ELEPHANT: Measuring and understanding social sycophancy in LLMs
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4226ec49-1ff3-4bf0-a16a-796dd426815f · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Herd Behavior: Investigating Peer Influence in LLM-based Multi-Agent Systems
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 99f44673-94b0-4df2-897a-2b638a298366 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Large language models can achieve social balance.arXiv preprint arXiv:2410.04054
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8daf2014-1b6d-4fe4-9284-b17a9fdaea36 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Emergence of Scale-Free Networks in Social Interactions among Large Language Models
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6275a7eb-1334-4b62-9c42-531f98d31460 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Syceval: Evaluating llm sycophancy
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation dac70589-ab21-4831-8f01-e0e57f0542eb · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies S$^3$: Social-network Simulation System with Large Language Model-Empowered Agents
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 74f32331-b731-4c95-a769-c78a13d4e17c · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Simcse: Simple contrastive learning of sentence embeddings
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 86d29c3c-8762-46bc-bfed-898b30a3d2e8 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies The Power of Stories: Narrative Priming Shapes How LLM Agents Collaborate and Compete
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e07db829-2e8e-4a6d-8005-5f1dc0d45575 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Large Language Model Driven Agents for Simulating Echo Chamber Formation
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4367c730-8def-4d3a-81aa-89a987cb3837 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Diversity of thought elicits stronger reasoning capabilities in multi-agent debate frameworks.arXiv preprint arXiv:2410.12853
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cec4efb5-b7f7-48df-8d05-6fe1797a1505 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies War and Peace (WarAgent): Large Language Model-based Multi-Agent Simulation of World Wars
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d9e55d3c-e359-4d31-8d39-35cba6cede37 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Social Science Meets LLMs: How Reliable Are Large Language Models in Social Simulations?
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0efac594-b8d0-432d-92f7-cbe708d06013 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Gemini 2.5: Our most intelligent ai model.Google Blog Mar 25 2025
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6e0d3ec5-febc-4285-8c0b-e6fcf9b111a6 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Do Large Language Models Solve the Problems of Agent-Based Modeling? A Critical Review of Generative Social Simulations
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation afede35d-e698-4ff4-98b6-53535115a451 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Exploring Social Desirability Response Bias in Large Language Models: Evidence from GPT-4 Simulations
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 68e65840-9653-4251-a6d1-4f1c391730ba · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Curse of knowledge: When complex evaluation context benefits yet biases llm judges.arXiv preprint arXiv:2509.03419, 2025a
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4021d0d5-223e-4448-9c9a-6b425d9a0b3f · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Systematic Failures in Collective Reasoning under Distributed Information in Multi-Agent LLMs
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2dd8fe6b-0b15-4dd0-b9a9-b854e28a7055 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies The llama 4 herd: The beginning of a new era of natively multimodal ai in- novation.Meta Blog Apr 5 2025
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9ced4a11-992a-4105-bbaf-7848fe47a33d · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Unveiling the truth and facilitating change: To- wards agent-based large-scale social movement simulation
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b27d5d06-cbf5-46f0-a837-1b6ef2bc211f · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Agentsense: Benchmarking social intelligence of language agents through interactive scenarios
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d6fff0f1-dedf-4da2-bbe2-afcc30102295 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Large Language Models Often Know When They Are Being Evaluated
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f89a3318-1def-4c3b-9e4a-60222194eb2a · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Probing and Steering Evaluation Awareness of Language Models
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d79bf832-0eb9-4e20-ad08-8cd9767d78ea · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Can generative agent- based modeling replicate the friendship paradox in social media simulations? InProceedings of the 17th ACM Web Science Conference 2025, pp
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 978e6727-f489-444d-a13a-8ee5d2e5d8e0 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies AgentSociety: Large-Scale Simulation of LLM-Driven Generative Agents Advances Understanding of Human Behaviors and Society
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 58390e2d-2645-45a8-844a-a6548a9e661e · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Consensagent: Towards efficient and effective consensus in multi-agent llm interactions through sycophancy mitigation
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ce27e537-b56d-4cab-a991-aeef81507bb1 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Risk Analysis Techniques for Governed LLM-based Multi-Agent Systems
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0637c7ac-410c-4868-bf93-f9289f2b20ec · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 08ea9274-29a2-45f5-a344-a78f9bfafd0e · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies The Prompt Report: A Systematic Survey of Prompt Engineering Techniques
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 37a43eb2-b4c8-43e4-a591-5430be5eb915 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Spurious Rewards: Rethinking Training Signals in RLVR
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 637aabe7-fd6f-4162-963e-b7a45b5545f2 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies you are grounded!
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 35cd110a-d487-4cfd-9d51-44b5121a7aae · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Llms can’t handle peer pressure: Crumbling under multi-agent social interactions.arXiv preprint arXiv:2508.18321
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f9836ff2-ab93-4622-8cbf-4c58af9cac32 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Gensim: A general social simulation platform with large language model based agents
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 58016cd9-575d-439d-ae03-5c107f8715e3 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Towards Operational Validation of LLM-Agent Social Simulations: A Replicated Study of a Reddit-like Technology Forum
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c3aa67be-66e5-4eea-8cb1-d38d63c4ca56 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Simulation system towards solving societal-scale manipulation
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 17f4cd9a-110f-48ba-9160-62cd8dc4c9ac · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Multi-Agent Collaboration Mechanisms: A Survey of LLMs
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c3e10985-b2d6-494f-b893-85e0af453ac7 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Large Language Models Fail on Trivial Alterations to Theory-of-Mind Tasks
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a0a6d939-9416-408d-b8db-9c6ac09dfc53 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies LLM-based Human Simulations Have Not Yet Been Reliable
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c0fcabd2-a0b7-42f6-b700-df90dca535b7 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Qwen3 Technical Report
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 76b63ad1-e638-49ac-8db9-0ade7a9f192b · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Oasis: Open agents social interaction simulations on one million agents
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 870c2948-978d-4fdd-a468-18df53d3789c · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Twinmarket: A scalable behavioral and social simulation for financial markets
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8cc95b66-5e84-468c-9b81-9c321983fd97 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies ElectionSim: Massive Population Election Simulation Powered by Large Language Model Driven Agents
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c8d992de-dbda-456e-a713-5f8b6b645b83 · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Is this the real life? is this just fantasy? the misleading success of simulating social interactions with llms
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f6308efc-233a-4608-8698-6167ec018c6e · outbound
The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies Sotopia-s4: a user-friendly system for flexible, customizable, and large-scale social simulation
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9f487365-0b8c-4ff2-bf62-72dc2b2832a5 · inbound
Stop Drawing Scientific Claims from LLM Social Simulations Without Robustness Audits The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies
Reference 79
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7f0753b4-ad7d-4266-beb5-d0ded46b1e04 · inbound
AI as a Tool for Simulation-Based Experiments in Literary Studies The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies
Reference 79
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4de3d841-e343-4a99-a197-215524c70732 · inbound
When Is Emergent Consensus Real? A Measured Coupling Gain and a Validity Diagnostic for LLM Agent Societies The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation abdf7b31-888c-43cd-a2b2-3a90aca5578d · inbound
A Large Language Model-Driven Agent-Based Modeling Framework with Multi-Round Communication for Simulating Vaccine Opinion Dynamics The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 45e8284a-8806-46cf-969f-285941e21531 · inbound
Faithful, Not Corrective: Message-Format Effects in Multi-Hop Agent Relays Are Tier-Dependent The PIMMUR Principles: Ensuring Validity in Collective Behavior of LLM Societies
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.