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Current multimodal agents can build sophisticated perception-control pipelines but fail to reliably execute physical tasks, losing object states and mistaking unfinished goals for completion.
IWC-Bench, an interactive benchmark for evaluating web application generation from a software testing perspective, is proposed and experiments show that coverage guidance improves exploration coverage and the model rankings remain stable when the judge model is replaced.
Coding agents struggle to create complete and engaging games, with top performers barely reaching 41.46% success in end-to-end game generation.
LLM safety crumbles in low-resource languages because alignment is skin-deep; LASA fixes this by injecting safety at the semantic core, slashing attack success by 88%.