QuantumQA: Enhancing Scientific Reasoning via Physics-Consistent Dataset and Verification-Aware Reinforcement Learning

QuantumQA: Enhancing Scientific Reasoning via Physics-Consistent Dataset and Verification-Aware Reinforcement Learning | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/quantumqa-enhancing-scientific-reasoning-via-physics-consistent-dataset-and-verification-aware-reinforcement-learning

stale

Proof freshness: stale
Proof status: unverified
Display score: 8/10
Last proof check: 2026-04-21
Score updated: 2026-04-21
Score fresh until: 2026-05-21
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 quantumqa-enhancing-scientific-reasoning-via-physics-consistent-dataset-and-verification-aware-reinforcement-learning | Route /signal-canvas/quantumqa-enhancing-scientific-reasoning-via-physics-consistent-dataset-and-verification-aware-reinforcement-learning

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/quantumqa-enhancing-scientific-reasoning-via-physics-consistent-dataset-and-verification-aware-reinforcement-learning

MCP example

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source_context

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Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: QuantumQA: Enhancing Scientific Reasoning via Physics-Consistent Dataset and Verification-Aware Reinforcement Learning

PDF: https://arxiv.org/pdf/2604.18176v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-21T04:16:29.337Z

Signal Canvas receipt window

Watch and verify: QuantumQA: Enhancing Scientific Reasoning via Physics-Consistent Dataset and Verification-Aware Reinforcement Learning

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Subject: QuantumQA: Enhancing Scientific Reasoning via Physics-Consistent Dataset and Verification-Aware Reinforcement Learning

Verdict

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QuantumQA: Enhancing Scientific Reasoning via Physics-Consistent Dataset and Verification-Aware Reinforcement Learning

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