KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance

KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance | Signal Canvas | ScienceToStartup

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Canonical route: /signal-canvas/knowrl-boosting-llm-reasoning-via-reinforcement-learning-with-minimal-sufficient-knowledge-guidance

stale

Proof freshness: stale
Proof status: unverified
Display score: 5/10
Last proof check: 2026-04-15
Score updated: 2026-04-15
Score fresh until: 2026-05-15
References: 0
Source count: 4
Coverage: 67%

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 knowrl-boosting-llm-reasoning-via-reinforcement-learning-with-minimal-sufficient-knowledge-guidance | Route /signal-canvas/knowrl-boosting-llm-reasoning-via-reinforcement-learning-with-minimal-sufficient-knowledge-guidance

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/knowrl-boosting-llm-reasoning-via-reinforcement-learning-with-minimal-sufficient-knowledge-guidance

MCP example

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source_context

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Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance

PDF: https://arxiv.org/pdf/2604.12627v1

Repository: https://github.com/Hasuer/KnowRL

Source count: 4

Coverage: 67%

Last proof check: 2026-04-15T16:58:09.865Z

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Watch and verify: KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance

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Subject: KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance

Verdict

KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance

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