Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges | Paper Citation Record

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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This paper cites RedDebate: Safer Responses Through Multi-Agent Red Teaming Debates.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges RedDebate: Safer Responses Through Multi-Agent Red Teaming Debates

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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This paper cites PD$^3$: A Project Duplication Detection Framework via Adapted Multi-Agent Debate.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges PD$^3$: A Project Duplication Detection Framework via Adapted Multi-Agent Debate

Reference 6

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 8

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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This paper cites Multi-Agent Consensus Seeking via Large Language Models.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Multi-Agent Consensus Seeking via Large Language Models

Reference 12

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Playing Large Games with Oracles and AI Debate

Reference 15

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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This paper cites Adapting Large Language Models to Domains via Reading Comprehension.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Adapting Large Language Models to Domains via Reading Comprehension

Reference 17

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This paper cites Reinforcement Learning from Multi-role Debates as Feedback for Bias Mitigation in LLMs.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Reinforcement Learning from Multi-role Debates as Feedback for Bias Mitigation in LLMs

Reference 18

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 20

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This paper cites Enhancing LLM Performance Through Debate: An Empirical Study on Multi-Agent Debate for Coding Tasks.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Enhancing LLM Performance Through Debate: An Empirical Study on Multi-Agent Debate for Coding Tasks

Reference 21

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 22

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This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 23

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Training Verifiers to Solve Math Word Problems

Reference 24

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This paper cites Efficient Leave-one-out Approximation in LLM Multi-agent Debate Based on Introspection.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Efficient Leave-one-out Approximation in LLM Multi-agent Debate Based on Introspection

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 26

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This paper cites 2025.Graph Theory(6 ed.).

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges 2025.Graph Theory(6 ed.)

Reference 27

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Tenenbaum, and Igor Mordatch

Reference 28

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges ACC-Collab: An Actor-Critic Approach to Multi-Agent LLM Collaboration

Reference 31

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Measuring Massive Multitask Language Understanding

Reference 40

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Measuring Mathematical Problem Solving With the MATH Dataset

Reference 41

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

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This paper cites Enhancing Diagnostic Accuracy through Multi-Agent Conversations: Using Large Language Models to Mitigate Cognitive Bias.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Enhancing Diagnostic Accuracy through Multi-Agent Conversations: Using Large Language Models to Mitigate Cognitive Bias

Reference 52

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Reference 56

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Multi-Agent Causal Discovery Using Large Language Models

Reference 58

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges MentalAgora: A Gateway to Advanced Personalized Care in Mental Health through Multi-Agent Debating and Attribute Control

Reference 59

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Wong, and Min Yang

Reference 63

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Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 64

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This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:28.618740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54962f14-e1fe-4bf3-831a-a7970f97a7d2 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:28.735293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be450288-bae3-4e73-9c58-16e7a0e9e982 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:28.895704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 444f652d-3ac7-4e7f-a013-171ab34ea563 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:29.077317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 829ec610-9d70-49c4-ad2b-ffa70b67f5d5 · outbound

This paper cites Leveraging LLMs as Meta-Judges: A Multi-Agent Framework for Evaluating LLM Judgments.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Leveraging LLMs as Meta-Judges: A Multi-Agent Framework for Evaluating LLM Judgments

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:29.254980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a92e8ca-f498-4e1f-a0e7-ec0b844ccce1 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:29.392563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62e3f5bf-4059-4137-98aa-3aa1d7fcde61 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:29.547907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b722eec3-289c-4473-ae19-5059e79abdd9 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:29.651566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b72d777-f1f1-439e-9c48-fa50ef1f8a96 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 73

Resolution: verified exact; doi, observed 2026-08-01T00:36:10.054289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9c6f2d77-28d3-4e51-9042-92fcab8c4fe3 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:29.902927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 019d7824-b30d-48d0-abb0-371314919708 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:30.026288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46673661-84db-4509-976e-7df69f6944c4 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:30.166983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9792853d-1a39-4547-9d39-f0cc5dc43755 · outbound

This paper cites LLM Discussion: Enhancing the Creativity of Large Language Models via Discussion Framework and Role-Play.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges LLM Discussion: Enhancing the Creativity of Large Language Models via Discussion Framework and Role-Play

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:30.323679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84225915-e208-45d9-a76a-ac6195a91860 · outbound

This paper cites Large Language Model Agent: A Survey on Methodology, Applications and Challenges.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Large Language Model Agent: A Survey on Methodology, Applications and Challenges

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:30.485982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89fab75a-e30b-4e36-a927-8b15ac7ab325 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:30.629337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12ef6bd8-31a3-4f8f-ac42-0c20764375f0 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 80

Resolution: verified exact; doi, observed 2026-08-01T00:36:09.975478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 97e015c3-dcef-4640-9b1b-66c68701c0c9 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:30.897299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13217edd-b73e-4d2b-9dd3-1991f4bed796 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 82

Resolution: verified exact; doi, observed 2026-08-01T00:36:09.903058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cbc5e24d-9506-4c4f-874b-471f2bae3973 · outbound

This paper cites Modelling Political Coalition Negotiations Using LLM-based Agents.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Modelling Political Coalition Negotiations Using LLM-based Agents

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:31.169581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a7dff86-8fbc-4217-81dc-e11ba6bf3c2f · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:31.300515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e0970a0-7825-4e45-ba47-7f989c4533eb · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 85

Resolution: verified exact; doi, observed 2026-08-01T00:36:09.832695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ef018eff-a1b4-4e85-a571-fee4aed189ad · outbound

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

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges

Reference 86

Resolution: verified exact; doi, observed 2026-08-01T00:36:09.747134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 77e6603e-7ada-4598-87dc-1113d28bb51b · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:31.703252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0604cfaa-ecb0-4e88-897e-da9b8ae33708 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:31.817209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e4b49d0-31ac-400f-a5e3-cc5d8c6f6f83 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:31.939663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fce590c-31b1-42e7-9a65-ef18f5d14be4 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:32.085525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 019f2100-028b-4299-9106-b8993d092833 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:32.224326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 656c7323-ccc2-4435-8e03-8336aabce1e0 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:32.369610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86e6ac7b-bf95-4272-9fb3-8108a9ba56ee · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:32.482790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02088bff-4f7f-4c92-8a78-f94f44552b3d · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:32.596579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e0ca5b6-3d4e-4a7a-bf8c-269550d110b4 · outbound

This paper cites Multi-LLM QA with Embodied Exploration.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Multi-LLM QA with Embodied Exploration

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:32.702760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b72a7d15-071d-4a62-a6bd-26ae15b40e9b · outbound

This paper cites Plummer, Zhaoran Wang, and Hongxia Yang.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Plummer, Zhaoran Wang, and Hongxia Yang

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:32.813152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e8e39aa-92c9-4395-852e-822b78709207 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:32.934020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afd1119c-d649-46ce-945d-ba67b649dddd · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:33.054803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 532a04af-9b23-47e3-ae61-85c4e7fd5755 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:33.170332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc04819b-9d97-4be3-8b09-70cc20eaca22 · outbound

This paper cites an unresolved cited work.

Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Unresolved cited work

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-01T00:32:33.293197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers