PRP introduces proactive routing via Draft Rating Learning and Joint Rating Learning to route queries early between draft and target models for efficient multimodal reasoning.
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2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 2verdicts
UNVERDICTED 2representative citing papers
PAVE evaluates LLM verifiers across four pre-evidence epistemic states in RAG fact-checking, revealing model-dependent unreliable arbitration and proposing a JSD-based test-time method to improve reliability.
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Before Thinking, Learn to Decide: Proactive Routing for Efficient Visual Reasoning
PRP introduces proactive routing via Draft Rating Learning and Joint Rating Learning to route queries early between draft and target models for efficient multimodal reasoning.
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Diagnosing LLM Arbitration Behavior over Pre-evidence Epistemic States in RAG-based Fact-Checking
PAVE evaluates LLM verifiers across four pre-evidence epistemic states in RAG fact-checking, revealing model-dependent unreliable arbitration and proposing a JSD-based test-time method to improve reliability.