May 23, 2026 · Artificial Intelligence

Bengio’s New Paper Pushes Recursive Reasoning Limits with Parallel Trajectories

The paper introduces GRAM (Generative Recursive Reasoning Models), a probabilistic multi‑trajectory recursive reasoning framework that injects learnable randomness into each recursion step, enabling parallel sampling and achieving higher accuracy than deterministic baselines across tasks such as Sudoku‑Extreme, N‑Queens, ARC‑AGI and unconditional generation.

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Bengio’s New Paper Pushes Recursive Reasoning Limits with Parallel Trajectories

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Nov 4, 2025 · Artificial Intelligence

Can Tiny Networks Beat Giant LLMs? Inside the Tiny Recursive Model (TRM) Breakthrough

A recent study from Samsung's SAIL Montreal lab shows that a 7‑million‑parameter, two‑layer Tiny Recursive Model can surpass large language models on challenging reasoning benchmarks by using recursive self‑correction instead of attention, offering a new efficient path for AI inference.

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Can Tiny Networks Beat Giant LLMs? Inside the Tiny Recursive Model (TRM) Breakthrough