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PACEvolve++: Improving Test-time Learning for Evolutionary Search Agents

PACEvolve++ is introduced, an advisor-model reinforcement learning framework for test-time policy adaptation in evolutionary search agents, which outperforms the state-of-the-art evolutionary search framework with frontier models, achieving faster convergence and stabilizing test-time training during evolutionary searc...

Minghao Yan, Bo Peng, Benjamin Coleman et al. · 4 citations
2026

PolyglotQL: A Pipeline for Multilingual Text-to-SPARQL Dataset Generation

PolyglotQL provides an extensible and modular architecture that aggregates, normalizes, and augments heterogeneous question–SPARQL pairs from established text-to-SPARQL datasets, highlighting the benefits of structured context in multilingual semantic parsing.

J. Pérez, Fabio Barth, Georg Rehm · 0 citations

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