Abstract: We provide evidence that intrinsic evaluation of summaries using Amazon's Mechanical Turk is quite difficult. Experiments mirroring evaluation at the Text Analysis Conference's summarization track show that non-expert judges are not able to recover system rankings derived from experts.
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