Adaptive Negative Reinforcement for LLM Reasoning:Dynamically Balancing Correction and Diversity in RLVR

Adaptive Negative Reinforcement for LLM Reasoning:Dynamically Balancing Correction and Diversity in RLVR | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/adaptive-negative-reinforcement-for-llm-reasoning-dynamically-balancing-correction-and-diversity-in-rlvr

stale

Proof freshness: stale
Proof status: unverified
Display score: 5/10
Last proof check: 2026-05-11
Score updated: 2026-05-11
Score fresh until: 2026-06-10
References: 0
Source count: 3
Coverage: 50%

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 adaptive-negative-reinforcement-for-llm-reasoning-dynamically-balancing-correction-and-diversity-in-rlvr | Route /signal-canvas/adaptive-negative-reinforcement-for-llm-reasoning-dynamically-balancing-correction-and-diversity-in-rlvr

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/adaptive-negative-reinforcement-for-llm-reasoning-dynamically-balancing-correction-and-diversity-in-rlvr

MCP example

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  }
}

source_context

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  "query": "Adaptive Negative Reinforcement for LLM Reasoning:Dynamically Balancing Correction and Diversity in RLVR",
  "normalized_query": "2605.07137",
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  "topic_slug": null,
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Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Adaptive Negative Reinforcement for LLM Reasoning:Dynamically Balancing Correction and Diversity in RLVR

PDF: https://arxiv.org/pdf/2605.07137v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-11T20:47:21.740Z

Signal Canvas receipt window

Watch and verify: Adaptive Negative Reinforcement for LLM Reasoning:Dynamically Balancing Correction and Diversity in RLVR

/buildability/adaptive-negative-reinforcement-for-llm-reasoning-dynamically-balancing-correction-and-diversity-in-rlvr

Watchwatch

Subject: Adaptive Negative Reinforcement for LLM Reasoning:Dynamically Balancing Correction and Diversity in RLVR

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

Adaptive Negative Reinforcement for LLM Reasoning:Dynamically Balancing Correction and Diversity in RLVR

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