Source record

Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2607.10604.

Pipeline notes

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

Research paper presenting U-Lens, a system that helps users manage uncertainty in long LLM responses by organizing uncertain content into contextual inspection targets, prioritizing them, and linking each to evaluative context and response options. A within-subjects study with 18 participants showed improved verification efficiency and lower perceived workload compared to a confidence-cue baseline.

Reframes uncertainty support from isolated confidence scores to a three-stage process of interpretation, evaluation, and decision — useful framing for anyone designing or choosing LLM reading interfaces.

Cited by

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