Sum-of-Checks decomposes CVS criteria into expert checks evaluated by LVLMs with weighted aggregation, yielding 12-14% better frame-level mAP on Endoscapes2023 benchmark.
Advances in neural information processing systems35, 24824–24837 (2022)
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CogRAG+ raises LLM accuracy on a dietitian exam to 85.8% by using dual-path retrieval and structured reasoning templates.
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Sum-of-Checks: Structured Reasoning for Surgical Safety with Large Vision-Language Models
Sum-of-Checks decomposes CVS criteria into expert checks evaluated by LVLMs with weighted aggregation, yielding 12-14% better frame-level mAP on Endoscapes2023 benchmark.
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CogRAG+: Cognitive-Level Guided Diagnosis and Remediation of Memory and Reasoning Deficiencies in Professional Exam QA
CogRAG+ raises LLM accuracy on a dietitian exam to 85.8% by using dual-path retrieval and structured reasoning templates.