Paper Citation Record · LEDGER

Literature Review Of Multi-Agent Debate For Problem-Solving

As of 8 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 6 inbound Pith citation observations for arXiv:2506.00066.

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

pith.paper-citation-record.v1
2506.00066 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:47:37.561024Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T00:32:35.682620Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T16:59:57.796508Z

Reference resolution

27 of 27 outbound references displayed

verified exact2
verified fuzzy3
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c0278d9b-41cb-4f05-a006-28a7f11af8a3 · outbound

This paper cites Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System.

Literature Review Of Multi-Agent Debate For Problem-Solving Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:35.300214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1362e24-f57b-4864-8991-9af55e9224c7 · outbound

This paper cites Deep reinforcement learning from human preferences.

Literature Review Of Multi-Agent Debate For Problem-Solving Deep reinforcement learning from human preferences

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:35.402105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 793b21d3-53cc-4efb-83e1-349048471d54 · outbound

This paper cites https://epoch.ai/data- insights/llm-inference-price-trends Accessed: 2025-03-28.

Literature Review Of Multi-Agent Debate For Problem-Solving https://epoch.ai/data- insights/llm-inference-price-trends Accessed: 2025-03-28

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:38.705693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0f6f8efa-4daa-425c-8378-e24919e8a0b4 · outbound

This paper cites Improving Factuality and Reasoning in Language Models through Multiagent Debate.

Literature Review Of Multi-Agent Debate For Problem-Solving Improving Factuality and Reasoning in Language Models through Multiagent Debate

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:35.632224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db7f7975-6d2e-4007-a397-dcc1c3c88748 · outbound

This paper cites https://epoch.ai/data/notable-ai-models Accessed: 2024-11-25.

Literature Review Of Multi-Agent Debate For Problem-Solving https://epoch.ai/data/notable-ai-models Accessed: 2024-11-25

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:38.522002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d24d3a58-0779-476b-8b71-a25d96e4093b · outbound

This paper cites Algorithmic progress in computer vision.

Literature Review Of Multi-Agent Debate For Problem-Solving Algorithmic progress in computer vision

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:35.790774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83b0f156-b75d-481a-b848-ea1442e1e07c · outbound

This paper cites FrontierMath: A Benchmark for Evaluating Advanced Mathematical Reasoning in AI.

Literature Review Of Multi-Agent Debate For Problem-Solving FrontierMath: A Benchmark for Evaluating Advanced Mathematical Reasoning in AI

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:35.915364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c395ddf6-ed7f-4ae5-90dd-1167552856be · outbound

This paper cites InProceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, IJCAI-24, Kate Larson (Ed.).

Literature Review Of Multi-Agent Debate For Problem-Solving InProceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, IJCAI-24, Kate Larson (Ed.)

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:36.009445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f29d087-5dd1-4867-b04a-618166da0c14 · outbound

This paper cites Flooding Spread of Manipulated Knowledge in LLM-Based Multi-Agent Communities.

Literature Review Of Multi-Agent Debate For Problem-Solving Flooding Spread of Manipulated Knowledge in LLM-Based Multi-Agent Communities

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:36.108560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84c0cfe4-1b87-490e-b625-189a8f09b787 · outbound

This paper cites (Mis)Fitting: A Survey of Scaling Laws.

Literature Review Of Multi-Agent Debate For Problem-Solving (Mis)Fitting: A Survey of Scaling Laws

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:36.211009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf4bd0b2-a8d6-43bf-b38b-481e5276af0d · outbound

This paper cites InProceedings of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP).

Literature Review Of Multi-Agent Debate For Problem-Solving InProceedings of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP)

Reference 15

Resolution: verified exact; doi, observed 2026-08-07T12:47:37.864910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 76cfaf3b-49d9-4fa2-8dfb-105a11ec228c · outbound

This paper cites https://doi.org/10.1109/ACCESS.2024.3409051 METR.

Literature Review Of Multi-Agent Debate For Problem-Solving https://doi.org/10.1109/ACCESS.2024.3409051 METR

Reference 16

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T12:47:38.347566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 37a2f93d-3c16-4f4f-8229-32fc7e91de6f · outbound

This paper cites Adding Error Bars to Evals: A Statistical Approach to Language Model Evaluations.

Literature Review Of Multi-Agent Debate For Problem-Solving Adding Error Bars to Evals: A Statistical Approach to Language Model Evaluations

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:36.533719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 112231ab-c7f4-4516-8105-49b2a0f1ac48 · outbound

This paper cites ChatDev: Communicative Agents for Software Development.

Literature Review Of Multi-Agent Debate For Problem-Solving ChatDev: Communicative Agents for Software Development

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:36.650184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f583efd0-7200-4071-826e-30747f0dce3a · outbound

This paper cites Navigating Complexity: Orchestrated Problem Solving with Multi-Agent LLMs.

Literature Review Of Multi-Agent Debate For Problem-Solving Navigating Complexity: Orchestrated Problem Solving with Multi-Agent LLMs

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:36.720110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f4882bf-8eb1-41d0-b449-24b302c1d790 · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

Literature Review Of Multi-Agent Debate For Problem-Solving GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:36.807074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61f4b939-b677-4c62-9cc1-b3916cbfed52 · outbound

This paper cites Meta-Prompting: Enhancing Language Models with Task-Agnostic Scaffolding.

Literature Review Of Multi-Agent Debate For Problem-Solving Meta-Prompting: Enhancing Language Models with Task-Agnostic Scaffolding

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:36.951499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78263415-5037-4258-9a54-a8a722dadb87 · outbound

This paper cites Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents.

Literature Review Of Multi-Agent Debate For Problem-Solving Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:37.014808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35f90540-455f-4251-87e3-f0c5f1b75eda · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Literature Review Of Multi-Agent Debate For Problem-Solving Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:37.089814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bc3a056-2ff9-4d9f-afb9-9f01b5a78a8b · outbound

This paper cites Large Language Models are Diverse Role-Players for Summarization Evaluation.

Literature Review Of Multi-Agent Debate For Problem-Solving Large Language Models are Diverse Role-Players for Summarization Evaluation

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:37.178344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f144980-ce78-4470-9192-42c20d6b5f47 · outbound

This paper cites InFindings of the Association for Computational Linguistics: EMNLP 2023, Houda Bouamor, Juan Pino, and Kalika Bali (Eds.).

Literature Review Of Multi-Agent Debate For Problem-Solving InFindings of the Association for Computational Linguistics: EMNLP 2023, Houda Bouamor, Juan Pino, and Kalika Bali (Eds.)

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:37.301567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35a65366-1bca-49f0-9b2a-49b385c5b6d9 · outbound

This paper cites Towards Reasoning in Large Language Models via Multi-Agent Peer Review Collaboration.

Literature Review Of Multi-Agent Debate For Problem-Solving Towards Reasoning in Large Language Models via Multi-Agent Peer Review Collaboration

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:37.445428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ae283a9-b754-4edf-8a61-52453796c75a · outbound

This paper cites Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems.

Literature Review Of Multi-Agent Debate For Problem-Solving Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:37.561024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdbd857f-dd86-4ee3-b7f6-6dcc4dadd2a2 · outbound

This paper cites https://doi.org/10.1086/256963 Leopold Aschenbrenner.

Literature Review Of Multi-Agent Debate For Problem-Solving https://doi.org/10.1086/256963 Leopold Aschenbrenner

Reference 1950

Resolution: verified exact; doi, observed 2026-08-07T12:47:38.060800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 60cbe362-9093-45b1-8fea-93cd2673b356 · outbound

This paper cites ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate.

Literature Review Of Multi-Agent Debate For Problem-Solving ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:35.190122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b0c0012-5cb4-45c6-987e-c6f374294e71 · outbound

This paper cites https://www.alignmentforum.org/posts/s9zd6f9eZ8qN2jrcu/auto-enhance- developing-a-meta-benchmark-to-measure-llm.

Literature Review Of Multi-Agent Debate For Problem-Solving https://www.alignmentforum.org/posts/s9zd6f9eZ8qN2jrcu/auto-enhance- developing-a-meta-benchmark-to-measure-llm

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:38.928243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0ce4d9e2-ed60-40dd-adac-33ccb053691a · outbound

This paper cites Stay Focused: Problem Drift in Multi-Agent Debate.

Literature Review Of Multi-Agent Debate For Problem-Solving Stay Focused: Problem Drift in Multi-Agent Debate

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:35.008180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation ba9ba815-398f-484a-9da5-ee7a7c76c3d0 · inbound

Hidden State Poisoning Attacks against Mamba-based Language Models cites this paper.

Hidden State Poisoning Attacks against Mamba-based Language Models Literature Review Of Multi-Agent Debate For Problem-Solving

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-16T18:18:14.492129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ea022939-532d-4da3-a3a8-b4c06a94b5eb · inbound

Internal vs. External: Comparing Deliberation and Evolution for Multi-Agent Constitutional Design cites this paper.

Internal vs. External: Comparing Deliberation and Evolution for Multi-Agent Constitutional Design Literature Review Of Multi-Agent Debate For Problem-Solving

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:26:31.886893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 80c27d3c-9ab2-43e0-aa63-e8b70bc68d70 · inbound

A Technical Taxonomy of LLM Agent Communication Protocols cites this paper.

A Technical Taxonomy of LLM Agent Communication Protocols Literature Review Of Multi-Agent Debate For Problem-Solving

Reference 86

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:09:28.805423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 90d46c67-f56b-4579-b01f-367b86b48d04 · inbound

Diagnosing and Mitigating Compounding Failures in Agentic Persuasion via Taxonomic Strategy Retrieval cites this paper.

Diagnosing and Mitigating Compounding Failures in Agentic Persuasion via Taxonomic Strategy Retrieval Literature Review Of Multi-Agent Debate For Problem-Solving

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-07-04T16:59:57.798642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fd81d6dc-60f2-4677-86a6-6a3abdaf2b76 · inbound

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges cites this paper.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Literature Review Of Multi-Agent Debate For Problem-Solving

Reference 116

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:35.682620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 466459d4-cfed-4059-9886-418ef4cf9a2d · inbound

Scaling LLM-Driven Multi-Agent Systems: Design Principles and Architectural Scalability Analysis cites this paper.

Scaling LLM-Driven Multi-Agent Systems: Design Principles and Architectural Scalability Analysis Literature Review Of Multi-Agent Debate For Problem-Solving

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-31T22:43:12.160242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.