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Models & Releases

New model launches, weights, capabilities benchmarks, model deprecations.

QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies

Researchers introduced QuantCode-Bench, a 400-task benchmark for evaluating LLMs on generating executable algorithmic trading strategies for the Backtrader framework. The benchmark tests whether models can combine financial domain knowledge, API mastery, and correct syntax to produce strategies that execute on historical data.

arXiv cs.CL·
52

Structure as Computation: Developmental Generation of Minimal Neural Circuits

Researchers simulated cortical development from a single stem cell using gene regulatory rules, generating 85 mature neurons that spontaneously self-organized into a 200k-synapse circuit. The minimal network jumped from chance-level MNIST performance to 89–94% accuracy after one training epoch, demonstrating how developmental constraints can yield efficient learning architectures.

arXiv cs.LG·
62