MathDB3 problems
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Necessity conjecture for scalable multi-agent LLM system design
The framework models orchestrated AI agent systems as production economies in the commodity space , with LLM agents as firms, an orchestrator a…
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The smooth semantic trajectory conjecture for factual content in language models
Smooth semantic trajectory conjecture. Factual content exhibits smooth, convergent trajectories in representation space, progressively aligning with ground-truth semantic embedding…
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ScaleBiO's conjecture on dataset diversity and benchmark performance
The experiments compare data-selection methods on mathematical-reasoning benchmarks using a small, higher-quality dataset. ScaleBiO selects training samples for fine-tuning a DeepS…