Structured Decisions¶
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Use language models for decisions over finite candidates: start with distribution readout, then test invariance, reasoning budgets, and ongoing feedback.
Choose a subtopic and start with its paper questions.
Typed Readout: From Generated Sentences to Candidate Distributions
When the task is just to select from candidates, how can a model return a usable decision directly?
Candidate Invariance: Order, Competitors, and Calibration
Why can simply reordering options or adding an irrelevant candidate change the original preference?
Decisions on Demand: Selective Reasoning, Transfer, and Feedback
Which requests deserve additional reasoning, and which feedback should affect the next decision?