Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
As of 4 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 inbound Pith citation observations for arXiv:2502.08788.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T22:58:13.089522Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-01T23:36:23.833135Z
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 6f7e3875-428c-4ed4-b621-50872f0f1f46 · inbound
Harnessing Multiple Large Language Models: A Survey on LLM Ensemble cites this paper.
Harnessing Multiple Large Language Models: A Survey on LLM Ensemble Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 66
- Resolution
- verified exact
- arxiv_id, observed 2026-05-23T02:25:19.639009Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e11a7706-2c59-4529-9e59-ffa4b31752f0 · inbound
Stay Focused: Problem Drift in Multi-Agent Debate cites this paper.
Stay Focused: Problem Drift in Multi-Agent Debate Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 9
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-23T01:52:22.985691Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0a6ee030-9940-4a84-92d4-9bdc53d78588 · inbound
When Identity Skews Debate: Anonymization for Bias-Reduced Multi-Agent Reasoning cites this paper.
When Identity Skews Debate: Anonymization for Bias-Reduced Multi-Agent Reasoning Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 41
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T08:51:08.438222Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 41b7c466-28c4-483a-94e9-91cbe6678037 · inbound
Memory in the Age of AI Agents cites this paper.
Memory in the Age of AI Agents Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 269
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T18:18:20.295083Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6cb0f67e-bc6c-4355-8eda-052802172988 · inbound
Conversation for Non-verifiable Learning: Self-Evolving LLMs through Meta-Evaluation cites this paper.
Conversation for Non-verifiable Learning: Self-Evolving LLMs through Meta-Evaluation Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 31
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T10:07:43.356950Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 615c1bca-7f2a-4ab4-bfe3-02bc5a00ce9c · inbound
The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems cites this paper.
The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 93
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:58:13.089522Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3eda0e7-7f57-4e25-b7d3-c1226c69d948 · inbound
Heterogeneous Consensus-Progressive Reasoning for Efficient Multi-Agent Debate cites this paper.
Heterogeneous Consensus-Progressive Reasoning for Efficient Multi-Agent Debate Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 25
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T18:53:08.265011Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7273453e-ad28-4b5a-b173-fde4d4a84d65 · inbound
The Reasoning Trap: An Information-Theoretic Bound on Closed-System Multi-Step LLM Reasoning cites this paper.
The Reasoning Trap: An Information-Theoretic Bound on Closed-System Multi-Step LLM Reasoning Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T09:41:04.071892Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b313d3dc-693f-43d4-9c81-5b2874619367 · inbound
The Agent Use of Agent Beings: Agent Cybernetics Is the Missing Science of Foundation Agents cites this paper.
The Agent Use of Agent Beings: Agent Cybernetics Is the Missing Science of Foundation Agents Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 46
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:41:25.852745Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fd571dc4-2475-4907-bebb-92448d5e7920 · inbound
CHAL: Council of Hierarchical Agentic Language cites this paper.
CHAL: Council of Hierarchical Agentic Language Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 183
- Resolution
- verified exact
- arxiv_id, observed 2026-05-14T19:59:25.874239Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7cc9798b-1e3e-4a7e-809e-8a4cf6db45be · inbound
The Alpha Illusion: Reported Alpha from LLM Trading Agents Should Not Be Treated as Deployment Evidence cites this paper.
The Alpha Illusion: Reported Alpha from LLM Trading Agents Should Not Be Treated as Deployment Evidence Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 33
- Resolution
- verified exact
- arxiv_id, observed 2026-05-19T19:22:44.827936Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1519808c-070a-436a-a579-595f125e9c46 · inbound
Not All Flips Are Conformity: Decomposing Stance Convergence in Multi-Agent LLM Debate cites this paper.
Not All Flips Are Conformity: Decomposing Stance Convergence in Multi-Agent LLM Debate Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-06-28T19:52:35.921072Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3bcdd37b-74a3-484d-b1a7-9df8213f7662 · inbound
When Helping Hurts and How to Fix It: Multi-Agent Debate for Data Cleaning cites this paper.
When Helping Hurts and How to Fix It: Multi-Agent Debate for Data Cleaning Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T23:36:23.836748Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a43c2fda-9e7e-46c0-95b8-9e55ac9a8d7a · inbound
Delayed Verification Destabilizes Multi-Agent LLM Belief: Instability Thresholds and Optimal Corrector Placement cites this paper.
Delayed Verification Destabilizes Multi-Agent LLM Belief: Instability Thresholds and Optimal Corrector Placement Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 53
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T18:55:58.687109Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 70cf8fac-3317-4531-9600-b68f9f01fd12 · inbound
Does Multi-Agent Debate Improve AI Feedback on Research Papers? cites this paper.
Does Multi-Agent Debate Improve AI Feedback on Research Papers? Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 84
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T01:21:37.420392Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8f1afe4-4561-44e4-bc7b-1fa6129b765f · inbound
Beyond a Joke: Multi-Angle Reasoning for Detecting and Explaining Harmful Humor in Memes cites this paper.
Beyond a Joke: Multi-Angle Reasoning for Detecting and Explaining Harmful Humor in Memes Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T23:25:45.412659Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef536534-5397-4a05-baf6-17bb41d7da75 · inbound
Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges cites this paper.
Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity
Reference 150
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T00:32:39.776888Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.