Author

Paolo Papotti

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Expanding the Physical Design Space of LLM Data Systems

It is argued that LLM-native data systems should expose selected inference-time mechanisms to the optimizer as physical design choices and advocate constructing Pareto frontiers of candidate implementations and exposing only non-dominated choices to the optimizer.

Gabriele Sanmartino, Matthias Urban, Carsten Binnig et al. · 0 citations

Preprint Jul 2026

Execution-First Synthetic Tool-Use Trace Generation for LLM Agents

SyntheticAgentTraceQA is proposed, an execution- first framework for generating scalable supervision data for tool- augmented agents and shows that execution-grounded supervision improves tool execution behavior, reference-trace agreement, and answer-generation performance on the evaluated tasks.

Hafsa Ouajdi, Francesco Giannuzzo, Alaa Boukhary et al. · 1 citation · ⚡1