49 citations · 151 across the 32 of their papers we have counts for
3 papers · 1 filter
Embedding Geometry Shapes LLM Routing: Tracing Failure Modes and Improving Generalization
Leonardo Torti, Emanuele Rimoldi, Tomer Galanti +2
With the growing number of LLMs available, selecting which one to use for a prompt has become a key question. A large part of the routing literature relies on semantically embeddin…
Distribution-Aware Programming: Learning Specialized Solvers from Experience
Saharsh Koganti, Priyadarsi Mishra, Pierfrancesco Beneventano +1
Many optimization problems are solved repeatedly on instances drawn from the same underlying distribution. In this setting, a system can begin with a general-purpose solver and use…
Inference-Time Amplification of Weak Reasoning Models
Varun Sunkaraneni, Pierfrancesco Beneventano, Riccardo Neumarker +2
How much of the capability of a reasoning model exposed by repeated sampling can an imperfect selector recover? We study this problem as {\em inference-time amplification}, separat…