Video language models lose count of repeated actions: answers stick to a few favorite numbers while the count stays in the last layer
RepProbe turns repetition count into a controlled variable and finds that generalist video language models collapse at high counts even though the count remains linearly decodable from the same final-layer state, locating the failure in the output pathway rather than the representation.