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Neural Information Processing Systems 

We have addressed the reviewers' comments by running seven new experiments, which shed useful new light on some of R2: GSP seems intuitively dependent on parametrization, can you discuss? R3: Does the benefit of aggregation disappear once you take into account the number of responses required? R3: How do the experimenters avoid subjects merely making the same response 10 times? R3: It would be worth discussing how the technique differs from e.g. GSP is more mode-seeking than MCMCP, but nonetheless recovers the utility function more reliably (Fig. D).

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