Paper Citation Record · LEDGER

How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 19 inbound Pith citation observations for arXiv:2403.11807.

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

pith.paper-citation-record.v1
2403.11807 v7

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 19 of 19 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 19 of 19 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T14:57:41.445378Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T01:07:29.931671Z

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 f59f6c0c-63c3-4c25-867b-8028e3402166 · inbound

MALLM-GAN: Multi-Agent Large Language Model as Generative Adversarial Network for Synthesizing Tabular Data cites this paper.

MALLM-GAN: Multi-Agent Large Language Model as Generative Adversarial Network for Synthesizing Tabular Data How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-23T23:53:38.696151Z

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.

Observation 541abcb4-4842-4e55-945e-117957e8faa3 · inbound

Verbalized Bayesian Persuasion cites this paper.

Verbalized Bayesian Persuasion How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-09T14:57:41.445378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60092177-4e03-4ebe-98e2-e0edf909a7e2 · inbound

PathFinder: A Multi-Modal Multi-Agent System for Medical Diagnostic Decision-Making Applied to Histopathology cites this paper.

PathFinder: A Multi-Modal Multi-Agent System for Medical Diagnostic Decision-Making Applied to Histopathology How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T23:16:21.310663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 335344dc-bf32-4e6d-b4e3-f9c549e51a23 · inbound

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers cites this paper.

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-07T22:50:32.988384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 361a9ff8-4b02-4b6f-9181-dc334151191c · inbound

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models cites this paper.

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 288

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T08:40:41.682858Z

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.

Observation 7182fce6-e7de-4b88-9fa1-ab7ff120e71c · inbound

VS-Bench: Evaluating VLMs for Strategic Abilities in Multi-Agent Environments cites this paper.

VS-Bench: Evaluating VLMs for Strategic Abilities in Multi-Agent Environments How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T11:57:16.289658Z

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.

Observation 7540a5e3-8bb1-4286-acf1-691d59dd7650 · inbound

Orak: A Foundational Benchmark for Training and Evaluating LLM Agents on Diverse Video Games cites this paper.

Orak: A Foundational Benchmark for Training and Evaluating LLM Agents on Diverse Video Games How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 25

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T12:02:16.587397Z

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.

Observation 881582e8-8b24-4c70-9896-1d185645fd38 · inbound

The Effect of State Representation on LLM Agent Behavior in Dynamic Routing Games cites this paper.

The Effect of State Representation on LLM Agent Behavior in Dynamic Routing Games How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T00:00:12.164767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31b361ed-14a7-459d-b21c-e4466e761a1a · inbound

Can LLMs Play \^O \u{A}n Quan Game? A Study of Multi-Step Planning and Decision Making cites this paper.

Can LLMs Play \^O \u{A}n Quan Game? A Study of Multi-Step Planning and Decision Making How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T20:08:13.419194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86daf386-65c1-4179-8d1d-5c9c75f4ca84 · inbound

Ethical Considerations of Large Language Models in Game Playing cites this paper.

Ethical Considerations of Large Language Models in Game Playing How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:09.996325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17cdbb1c-ce08-496d-8ac2-c6d0d1699567 · 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 How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-05-16T14:31:01.975907Z

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.

Observation 233011bf-1b8e-4222-80af-689d23fdecb7 · inbound

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

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-03T10:33:43.501269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4c870e6-6503-43ba-8493-f14ff60d001b · inbound

LLM-WikiRace Benchmark: How Far Can LLMs Plan over Real-World Knowledge Graphs? cites this paper.

LLM-WikiRace Benchmark: How Far Can LLMs Plan over Real-World Knowledge Graphs? How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T22:26:36.372679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation daf880ec-ba7e-4395-9d26-7cbd4b594a22 · inbound

Understanding the Mechanism of Altruism in Large Language Models cites this paper.

Understanding the Mechanism of Altruism in Large Language Models How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 251

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T13:31:02.538487Z

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.

Observation 82be7c3f-d3ee-4039-b567-c0ad3ffcd9fe · inbound

Towards Generalist Game Players: An Investigation of Foundation Models in the Game Multiverse cites this paper.

Towards Generalist Game Players: An Investigation of Foundation Models in the Game Multiverse How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 164

Resolution: verified exact; arxiv_id, observed 2026-05-12T03:26:19.154259Z

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.

Observation 91536eaf-f4f6-4e08-a288-049d4d68d104 · inbound

Towards Generalist Game Players: An Investigation of Foundation Models in the Game Multiverse cites this paper.

Reference 164

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:47:27.303615Z

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.

Observation b1940e1e-1835-4daf-a661-1501a033d0ae · inbound

Common-agency Games for Multi-Objective Test-Time Alignment cites this paper.

Common-agency Games for Multi-Objective Test-Time Alignment How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 47

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T06:15:06.500600Z

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.

Observation 1ff92bca-7b9a-45f6-91f2-111f3f692008 · inbound

SMAC-Talk: A Natural Language Extension of the StarCraft Multi-Agent Challenge for Large Language Models cites this paper.

SMAC-Talk: A Natural Language Extension of the StarCraft Multi-Agent Challenge for Large Language Models How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-07-02T03:46:32.753196Z

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.

Observation f339d473-90f4-4b7c-a18f-22eb18bbb006 · inbound

OmniGameArena: A Unified UE5 Benchmark for VLM Game Agents with Improvement Dynamics cites this paper.

OmniGameArena: A Unified UE5 Benchmark for VLM Game Agents with Improvement Dynamics How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-07-03T01:07:29.933534Z

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.