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North China Municipal Engineering Design & Research Institute Co., Ltd
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VIC-RAGENT achieves up to 1.7x higher F1-scores in detecting vulnerability-inducing commits, revolutionizing how we approach software security.
Adversarial documents can not only mislead deep research agents but also shift poisoned content from overt framing into seemingly factual premises, complicating detection.
Achieving near-optimal accuracy while slashing costs, this cascaded framework ensures only the toughest queries hit the expensive models.
