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Understanding Human Perception of Representation in Citizens' Assemblies: An Empirical Study
Yusuf Hakan Kalayci, Vasilis Varsamis, Nick Gill +1
Citizens' assemblies are deliberative bodies intended to form a microcosm of the population. Organizers rely on quota-based stratification and must decide which attributes define r…
Batched Pandora's Box
Shaddin Dughmi, Yusuf Hakan Kalayci, Vasilis Livanos +1
Motivated by numerous parallelizable stochastic search problems, most notable and timely among them being LLM inference-time scaling, we propose and study batched versions of the P…
Adaptive Generate-Rank-Verify: Inference-Time Search with Costly Verification
Shaddin Dughmi, Mahdi Haghifam, Yusuf Hakan Kalayci
Many inference-time language-model pipelines combine a cheap reward signal with an expensive verifier, such as exact answer checking in mathematical reasoning or hidden-test execut…
Temporal Panel Selection in Ongoing Citizens' Assemblies
Yusuf Hakan Kalayci, Evi Micha
Permanent citizens' assemblies are ongoing deliberative bodies composed of randomly selected citizens, organized into panels that rotate over time. Unlike one-off panels, which rep…