proof blockPage 368%
This equation captures one of the core mathematical components of the system. lnN(p) UCT(n) = V (n) + ϵ N(n) .
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PRISM-MCTS: Learning from Reasoning Trajectories with Metacognitive Reflection explores PRISM-MCTS enhances reasoning models by learning from trajectories with metacognitive reflection, reducing computational redundancy and improving efficiency.. Commercial viability score: 7/10 in Reasoning Models.
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Page Freshness
Canonical route: /paper/prism-mcts-learning-from-reasoning-trajectories-with-metacognitive-reflection
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Agent Handoff
Canonical ID prism-mcts-learning-from-reasoning-trajectories-with-metacognitive-reflection | Route /paper/prism-mcts-learning-from-reasoning-trajectories-with-metacognitive-reflection
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/prism-mcts-learning-from-reasoning-trajectories-with-metacognitive-reflectionMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.05424"
}
}source_context
{
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"query": "PRISM-MCTS: Learning from Reasoning Trajectories with Metacognitive Reflection",
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"topic_slug": null,
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}Paper proof page receipt window
/buildability/prism-mcts-learning-from-reasoning-trajectories-with-metacognitive-reflection
Subject: PRISM-MCTS: Learning from Reasoning Trajectories with Metacognitive Reflection
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
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Dimensions overall score 7.0
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This equation captures one of the core mathematical components of the system. lnN(p) UCT(n) = V (n) + ϵ N(n) .
Page and bbox are available; crop image is pending.
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Receipt path
/buildability/prism-mcts-learning-from-reasoning-trajectories-with-metacognitive-reflection
Paper ref
prism-mcts-learning-from-reasoning-trajectories-with-metacognitive-reflection
arXiv id
2604.05424
Generated at
2026-04-08T03:53:38.451Z
Evidence freshness
fresh
Last verification
2026-04-08T03:53:38.451Z
Sources
0
References
0
Coverage
0%
Lineage hash
d8718941623df9e80acdd3005c0a4b6b2412d72b84f81c6c184a9e18a4bfb3fb
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
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Verification
not_verified
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Verification pending / evidence receipt incomplete
paper_evidence_receipts.references_count
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This equation captures one of the core mathematical components of the system. LSDPO(πθ; πref) = −E(si,y+,y−)∼D h log σ πref(y+|si) −β log πθ(y−|si) β log πθ(y+|si) i πref(y−|si)
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