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Low-rank adaptation in vision-language alignment not only cuts costs but also boosts performance, revealing a surprising shift from hallucination to conservatism in model behavior.
Navigation success alone is a poor predictor of real-world web agent effectiveness, as revealed by the extensive evaluation of WebRetriever's diverse protocols.
