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This equation captures one of the core mathematical components of the system. Claude Opus 4.6 (+0.6 pp, EIR ≈0.2%), and o4-mini (±0 pp)
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When Does LLM Self-Correction Help? A Control-Theoretic Markov Diagnostic and Verify-First Intervention explores A control-theoretic framework to determine when LLM self-correction is beneficial, identifying a sharp error threshold actionable through prompting.. Commercial viability score: 6/10 in LLM Self-Correction.
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Canonical route: /paper/when-does-llm-self-correction-help-a-control-theoretic-markov-diagnostic-and-verify-first-intervention
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Agent Handoff
Canonical ID when-does-llm-self-correction-help-a-control-theoretic-markov-diagnostic-and-verify-first-intervention | Route /paper/when-does-llm-self-correction-help-a-control-theoretic-markov-diagnostic-and-verify-first-intervention
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/when-does-llm-self-correction-help-a-control-theoretic-markov-diagnostic-and-verify-first-interventionMCP example
{
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}Paper proof page receipt window
/buildability/when-does-llm-self-correction-help-a-control-theoretic-markov-diagnostic-and-verify-first-intervention
Subject: When Does LLM Self-Correction Help? A Control-Theoretic Markov Diagnostic and Verify-First Intervention
Verdict
Watch
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Dimensions overall score 6.0
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This equation captures one of the core mathematical components of the system. Claude Opus 4.6 (+0.6 pp, EIR ≈0.2%), and o4-mini (±0 pp)
Page and bbox are available; crop image is pending.
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Receipt path
/buildability/when-does-llm-self-correction-help-a-control-theoretic-markov-diagnostic-and-verify-first-intervention
Paper ref
when-does-llm-self-correction-help-a-control-theoretic-markov-diagnostic-and-verify-first-intervention
arXiv id
2604.22273
Generated at
2026-04-27T20:16:47.078Z
Evidence freshness
fresh
Last verification
2026-04-27T20:16:47.078Z
Sources
3
References
0
Coverage
50%
Lineage hash
0ec73e52c5f31d606696b2cbd18e785dafed35ffbb35cbb79e61e6a71b64e19c
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
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Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 3 sources / Verification pending
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references
This equation captures one of the core mathematical components of the system. EIR(k) = P(c(k+1) i = 0 | c(k) i = 1) ECR(k) = P(c(k+1) i = 1 | c(k) i = 0) The Net Benefit is NB(k) = Acc(k) −Acc(k −1)
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This equation captures one of the core mathematical components of the system. r(0) i = M(qi) r(k) i = M(qi, r(k−1) i , prefine) for k ≥1 where r(k) i is the
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