From 1c631cf9ca2ef1f0206cc8477b23443c7add3ed7 Mon Sep 17 00:00:00 2001 From: "Marina von Steinkirch, PhD" <1130416+von-steinkirch@users.noreply.github.com> Date: Thu, 23 Oct 2025 17:12:34 -0500 Subject: [PATCH] less is more: recursive reasoning with tiny networks, by a. jolicoeur-martineau (2025) --- trm/README.md | 8 ++++++++ 1 file changed, 8 insertions(+) create mode 100644 trm/README.md diff --git a/trm/README.md b/trm/README.md new file mode 100644 index 0000000..2860b0f --- /dev/null +++ b/trm/README.md @@ -0,0 +1,8 @@ +## tiny recursive models + +
+ +* **[less is more: recursive reasoning with tiny networks, by a. jolicoeur-martineau (2025)](www.alphaxiv.org/pdf/2510.04871)** +* - much simpler recursive reasoning approach that achieves significantly higher generalization than HRM on a net with only 2 layers. + - with 7M parameters: 45% test-accuracy on ARC-AGI1, 8% on ARC-AGI-2 (higher than most LLMs with > 0.01% of the parameters). + - *"currently, recursive reasoning models such as HRM and TRM are supervised learning methods rather than generative models. this means that given an input question, they can only provide a single deterministic answer. in many settings, multiple answers exist for a question. thus, it would be interesting to extend TRM to generative tasks."*