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2025 NeurIPS NeurIPS 2025

Large Language Label

The label is often the first place one looks to make a judgement about something. However, labels can also be places of both information scarcity and overload, limiting their efficacy, and forcing people to do their own research. What new understandings about our environment could be found by simply including the appropriate and relevant key information right there on the label? Large Language Label (LLL) enables people to evaluate their surroundings through a new lens by highlighting the benefits and negative consequences of objects, locations, and even people. LLL also gives agency to the user, allowing them to select the lens to evaluate the object through, and generates a physical label for it, a permanent marker of information about the object. Ultimately this project poses the following questions: what don't people consider about the things around them, and how can labels shape better understandings about the world around us. Requests for name changes in the electronic proceedings will be accepted with no questions asked. However name changes may cause bibliographic tracking issues. Authors are asked to consider this carefully and discuss it with their co-authors prior to requesting a name change in the electronic proceedings. Use the "Report an Issue" link to request a name change. Do not remove: This comment is monitored to verify that the site is working properly

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