URM shows how small, recurrent models can outperform big LLMs in reasoning tasks
The key to solving complex reasoning isn't stacking more transformer layers, but refining the "thought process" through efficient recurrent loops. The post URM shows how small, recurrent models can outperform big LLMs in reasoning tasks first appeared on TechTalks .
Could not retrieve the full article text.
Read on TechTalks →Sign in to highlight and annotate this article
Conversation starters
Daily AI Digest
Get the top 5 AI stories delivered to your inbox every morning.
More about
modeltransformerreasoning
![William Hockey - Building the Operating System for the Dollar and Silicon Valley Heresy - [Invest Like the Best, EP.463]](https://d2xsxph8kpxj0f.cloudfront.net/310419663032563854/konzwo8nGf8Z4uZsMefwMr/default-img-brain-ai-7TDBUd4FYSNsUnz3sSAmvo.webp)
William Hockey - Building the Operating System for the Dollar and Silicon Valley Heresy - [Invest Like the Best, EP.463]
William Hockey is the co-founder of Plaid and the founder and CEO of Column, a software company that owns a bank and powers Ramp, Wise, Bilt, Mercury, and others. He funded Column by borrowing against his Plaid shares and has never raised outside capital. William talks about what owning 100% of his company allows him to do that other venture-backed founder cannot and the personal risk he took to do so. He shares how Silicon Valley's consensus culture produces consensus founders, and why becoming a founder has become too safe. He believes the best builders are specialists and explains with unusual clarity what it takes to become the best in the world at one specific thing. William also spends a lot of time in emerging markets which has given him a unique perspective of the power of the US d
Knowledge Map
Connected Articles — Knowledge Graph
This article is connected to other articles through shared AI topics and tags.
More in Models
![trunk/34b6e17d1a24014822e71d2f0726adafc230ed0b: [Native DSLs] DSL Registry, base tests rework (#178381)](https://avatars.githubusercontent.com/u/4992598?s=60&v=4)
trunk/34b6e17d1a24014822e71d2f0726adafc230ed0b: [Native DSLs] DSL Registry, base tests rework (#178381)
Summary: Note: Due to git-related shenanigans, this has subsumed #178518 Tests cleaning based on more explicit instructions to claude - should be better aligned with other torch tests. Add a separate registry for DSLs (alongside the existing registry for overrides). This allows a) a centralized place to query the availability of different DSLs, and b) a cleaner way to test / test for multiple DSLs without requiring manually adding each new DSL. Add Test skip decorators for current DSL list Test Plan: pytest -sv test/python_native/ Signed-off-by: Simon Layton [email protected] Pull Request resolved: #178381 Approved by: https://github.com/drisspg , https://github.com/albanD ghstack dependencies: #178637
Discussion
Sign in to join the discussion
No comments yet — be the first to share your thoughts!