Source record

Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2608.14948.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

Attune is a mixed-initiative system for LLM-powered text scoring. It uses pairwise comparisons to build global understanding, then derives scoring criteria and rules bottom-up. Users steer scoring logic via examples, direct edits, target distributions, and natural language feedback, validated through technical evaluation and a user study with domain experts in healthcare, law, education, and AI evaluation.

Concrete interface patterns for steering LLM scoring with inspectable, editable criteria - directly applicable to batch text evaluation workflows.

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