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A preregistered study compared direct numerical answers with a multi-estimate response format on five task types: anchoring, hindsight, base rates, conjunction, and status quo/default.
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11/3/2026
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UnverifiedBefore running the test set, the author submitted a pre-registration document including input hashes, metric definitions, the paired test method and five hypotheses.72% similarUnverifiedTesting should look not only at the answers but also at whether tickets are actually created and whether handoff to a human occurs when it should, and should measure task completion rate, response time, and cost per interaction.72% similarUnverifiedThe conclusions are based on the single dataset FRAMES and focus on multi-hop question answering; whether they can be generalized to other task types still requires further validation.72% similarUnverifiedThe study is accompanied by a companion archive containing a frozen benchmark test set, evaluation audit logs, raw responses from the consensus experiments, and analysis code.71% similarUnverifiedThe HelpSteer dataset collects human ordinal-scale feedback on multiple dimensions of model responses (such as helpfulness and verbosity), with ratings depending on specific prompt-response pairs.71% similar
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