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budget forcing

2 articles · Page 1 of 1

Feb 8, 2025 · Artificial Intelligence

Can $50 Really Build a DeepSeek R1‑Level Reasoning Model? Inside the s1 Low‑Cost Approach

The article dissects the s1 paper that claims a sub‑$50 cloud budget can produce a reasoning model rivaling DeepSeek R1 and OpenAI o1, detailing the curated s1K dataset, the budget‑forcing inference technique, the 26‑minute fine‑tuning on Qwen2.5‑32B, performance gaps on AIME and MATH benchmarks, and the misconceptions surrounding cost and "distillation".

AI reasoningQwen2.5-32Bbudget forcing

0 likes · 12 min read

Can $50 Really Build a DeepSeek R1‑Level Reasoning Model? Inside the s1 Low‑Cost Approach

Architecture Digest

Feb 7, 2025 · Artificial Intelligence

Open-Source Replication of OpenAI’s o1 Model Achieves Superior Performance with Minimal Cost

A recent study by Fei‑Fei Li’s team shows that using supervised fine‑tuning on the open‑source Qwen2.5‑32B‑Instruct model can replicate and even surpass the reasoning abilities of OpenAI’s o1‑preview at a fraction of the computational cost, demonstrating a cheap yet powerful approach to large‑language‑model development.

Supervised Fine‑Tuningbudget forcingcost-effective-ai

0 likes · 6 min read

Open-Source Replication of OpenAI’s o1 Model Achieves Superior Performance with Minimal Cost