Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Enhancing LLM Performance Through Debate: An Empirical Study on Multi-Agent Debate for Coding Tasks
As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2503.12029.
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 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:02:42.317472Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-30T15:04:46.358964Z
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 ef59e14e-97b5-44fc-83c7-1e88397b29d5 · inbound
Revisiting Multi-Agent Debate as Test-Time Scaling: A Systematic Study of Conditional Effectiveness cites this paper.
Revisiting Multi-Agent Debate as Test-Time Scaling: A Systematic Study of Conditional Effectiveness Enhancing LLM Performance Through Debate: An Empirical Study on Multi-Agent Debate for Coding Tasks
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:02:42.317472Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 122fb8c3-300d-431c-a278-6b2a0ece3d93 · inbound
Byzantine-Robust Decentralized Coordination of LLM Agents cites this paper.
Byzantine-Robust Decentralized Coordination of LLM Agents Enhancing LLM Performance Through Debate: An Empirical Study on Multi-Agent Debate for Coding Tasks
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:50:01.340824Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2cbbb92-7604-4c5b-9206-a9f695b4b71f · inbound
Free-MAD: Consensus-Free Multi-Agent Debate cites this paper.
Free-MAD: Consensus-Free Multi-Agent Debate Enhancing LLM Performance Through Debate: An Empirical Study on Multi-Agent Debate for Coding Tasks
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:15:00.454933Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c066a77-1e75-4fa3-8d99-de674a69686f · inbound
Fair Agents: Balancing Multistakeholder Alignment in Multi-Agent Personalization Systems cites this paper.
Fair Agents: Balancing Multistakeholder Alignment in Multi-Agent Personalization Systems Enhancing LLM Performance Through Debate: An Empirical Study on Multi-Agent Debate for Coding Tasks
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-08-05T00:40:40.314526Z
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 bdfa7d33-eef6-4a73-95be-b82048252360 · inbound
What Do Agents Communicate? Characterizing Information Exchange in Multi-Agent Systems cites this paper.
What Do Agents Communicate? Characterizing Information Exchange in Multi-Agent Systems Enhancing LLM Performance Through Debate: An Empirical Study on Multi-Agent Debate for Coding Tasks
Reference 30
- Resolution
- verified exact
- arxiv_id, observed 2026-08-05T00:40:40.314526Z
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 7b41d5e2-28a8-4aa3-a021-317325a4b0a0 · inbound
Understanding Conversational Patterns in Multi-agent Programming: A Case Study on Fibonacci Game Development cites this paper.
Understanding Conversational Patterns in Multi-agent Programming: A Case Study on Fibonacci Game Development Enhancing LLM Performance Through Debate: An Empirical Study on Multi-Agent Debate for Coding Tasks
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-08-05T00:40:40.314526Z
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 4154ab6b-685c-41e4-9faa-51354f83c482 · inbound
Multi-Agent Debate Strategies: Survey, Taxonomy, and Challenges cites this paper.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T00:32:23.425136Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.