Rationale Matters: Learning Transferable Rubrics via Proxy-Guided Critique for VLMReward Models

Rationale Matters: Learning Transferable Rubrics via Proxy-Guided Critique for VLMReward Models | Signal Canvas | ScienceToStartup

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Canonical route: /signal-canvas/rationale-matters-learning-transferable-rubrics-via-proxy-guided-critique-for-vlmreward-models

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-02
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 0
Source count: 0
Coverage: 17%

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 rationale-matters-learning-transferable-rubrics-via-proxy-guided-critique-for-vlmreward-models | Route /signal-canvas/rationale-matters-learning-transferable-rubrics-via-proxy-guided-critique-for-vlmreward-models

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curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/rationale-matters-learning-transferable-rubrics-via-proxy-guided-critique-for-vlmreward-models

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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: Rationale Matters: Learning Transferable Rubrics via Proxy-Guided Critique for VLMReward Models

PDF: https://arxiv.org/pdf/2603.16600v1

Source count: Pending verification

Coverage: 17%

Last proof check: 2026-04-02T02:30:40.136Z

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Subject: Rationale Matters: Learning Transferable Rubrics via Proxy-Guided Critique for VLMReward Models

Verdict

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Rationale Matters: Learning Transferable Rubrics via Proxy-Guided Critique for VLMReward Models

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