Council Mode: Mitigating Hallucination and Bias in LLMs via Multi-Agent Consensus explores A multi-agent consensus framework that significantly reduces LLM hallucinations and biases by synthesizing outputs from diverse frontier models.. Commercial viability score: 7/10 in LLM Hallucination Mitigation.
Use This Via API or MCP
This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/council-mode-mitigating-hallucination-and-bias-in-llms-via-multi-agent-consensus
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Canonical ID council-mode-mitigating-hallucination-and-bias-in-llms-via-multi-agent-consensus | Route /paper/council-mode-mitigating-hallucination-and-bias-in-llms-via-multi-agent-consensus
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/council-mode-mitigating-hallucination-and-bias-in-llms-via-multi-agent-consensusMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.02923"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Council Mode: Mitigating Hallucination and Bias in LLMs via Multi-Agent Consensus",
"normalized_query": "2604.02923",
"route": "/paper/council-mode-mitigating-hallucination-and-bias-in-llms-via-multi-agent-consensus",
"paper_ref": "council-mode-mitigating-hallucination-and-bias-in-llms-via-multi-agent-consensus",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/council-mode-mitigating-hallucination-and-bias-in-llms-via-multi-agent-consensus
Subject: Council Mode: Mitigating Hallucination and Bias in LLMs via Multi-Agent Consensus
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Preparing verified analysis
Dimensions overall score 7.0
No public claim map is available for this paper yet.
No public competitor map is available for this paper yet.
Owned Distribution
Get the weekly shortlist of commercializable papers, benchmark movers, and proof receipts that matter for product execution.
References are not available from the internal index yet.
Receipt path
/buildability/council-mode-mitigating-hallucination-and-bias-in-llms-via-multi-agent-consensus
Paper ref
council-mode-mitigating-hallucination-and-bias-in-llms-via-multi-agent-consensus
arXiv id
2604.02923
Generated at
2026-04-06T20:14:01.136Z
Evidence freshness
fresh
Last verification
2026-04-06T20:14:01.136Z
Sources
0
References
0
Coverage
0%
Lineage hash
9e9b7bdff65b26951137fbbc5f6b64c5a316c2a7555b375c9f96a77d62ee23c4
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Verification pending / evidence receipt incomplete
paper_evidence_receipts.references_count
paper_evidence_receipts.coverage
Research neighborhood
Interactive graph renders after load.