Apple Researchers Unveil DeepSeek AI's Secret: Sparsity Explained

The beauty of sparsity lies in its versatility: it not only enhances efficiency for smaller budgets but also scales up to deliver better outcomes with increased computing power. Apple's researchers found that "As sparsity increases, the validation loss decreases for all compute budgets, with larger budgets achieving lower losses at each sparsity level." This suggests that as you increase computing power, the AI model's accuracy improves, allowing for the development of larger models that provide better value.
DeepSeek's success is just one example within a broader field of research that many labs are actively exploring. With its proven benefits, more researchers will likely follow suit to replicate and build upon DeepSeek's achievements.
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Comments (16)
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WalterGonzález
July 27, 2025 at 9:19:30 PM EDT
DeepSeek's rise is wild! A hedge fund outsmarting OpenAI? That’s like a small startup schooling Big Tech. Loving the sparsity angle—makes me wonder how much leaner AI can get! 😎
0
JackMartin
April 22, 2025 at 10:37:14 AM EDT
ディープシークAIの秘密が明らかに!スパーシティのおかげで、中国のオープンソースモデルがOpenAIを超えているなんて驚きです。これからの展開が楽しみですが、技術用語が難しすぎてよくわからない...もっと分かりやすく説明してほしいですね😅
0
MatthewBaker
April 20, 2025 at 3:31:27 PM EDT
DeepSeek AI's secret is out and it's all about sparsity! It's mind-blowing how this open-source model from China is beating the big dogs at OpenAI. I'm excited to see where this goes, but honestly, the tech jargon is a bit over my head. Can someone break it down for the rest of us? 🤓
0
WillieJones
April 20, 2025 at 3:16:45 PM EDT
アップルのディープシークAIのスパーシティについての解説は驚きです!中国のヘッジファンドが開発したモデルがOpenAIを上回るなんて面白いですね。説明が少し技術的すぎて難しかったけど、これからどうなるか楽しみです。アップル、技術的な話をもっと簡単に説明してください!🤓💡
0
GeorgeWilson
April 20, 2025 at 6:29:09 AM EDT
애플의 딥시크 AI의 희소성에 대한 설명은 정말 놀랍습니다! 중국의 헤지펀드가 개발한 모델이 OpenAI를 능가한다니 흥미롭네요. 설명이 조금 너무 기술적이어서 어려웠지만, 앞으로 어떻게 될지 기대됩니다. 애플, 기술적인 이야기를 더 쉽게 설명해주세요! 🤓💡
0
WilliamAllen
April 19, 2025 at 3:36:25 PM EDT
Apple's take on DeepSeek AI's sparsity is mind-blowing! It's fascinating to see how a China-based hedge fund's model can outperform OpenAI. The explanation was a bit too technical for me, but I'm excited to see where this goes. Keep simplifying the tech talk, Apple! 🤓💡
0
The beauty of sparsity lies in its versatility: it not only enhances efficiency for smaller budgets but also scales up to deliver better outcomes with increased computing power. Apple's researchers found that "As sparsity increases, the validation loss decreases for all compute budgets, with larger budgets achieving lower losses at each sparsity level." This suggests that as you increase computing power, the AI model's accuracy improves, allowing for the development of larger models that provide better value.
DeepSeek's success is just one example within a broader field of research that many labs are actively exploring. With its proven benefits, more researchers will likely follow suit to replicate and build upon DeepSeek's achievements.




DeepSeek's rise is wild! A hedge fund outsmarting OpenAI? That’s like a small startup schooling Big Tech. Loving the sparsity angle—makes me wonder how much leaner AI can get! 😎




ディープシークAIの秘密が明らかに!スパーシティのおかげで、中国のオープンソースモデルがOpenAIを超えているなんて驚きです。これからの展開が楽しみですが、技術用語が難しすぎてよくわからない...もっと分かりやすく説明してほしいですね😅




DeepSeek AI's secret is out and it's all about sparsity! It's mind-blowing how this open-source model from China is beating the big dogs at OpenAI. I'm excited to see where this goes, but honestly, the tech jargon is a bit over my head. Can someone break it down for the rest of us? 🤓




アップルのディープシークAIのスパーシティについての解説は驚きです!中国のヘッジファンドが開発したモデルがOpenAIを上回るなんて面白いですね。説明が少し技術的すぎて難しかったけど、これからどうなるか楽しみです。アップル、技術的な話をもっと簡単に説明してください!🤓💡




애플의 딥시크 AI의 희소성에 대한 설명은 정말 놀랍습니다! 중국의 헤지펀드가 개발한 모델이 OpenAI를 능가한다니 흥미롭네요. 설명이 조금 너무 기술적이어서 어려웠지만, 앞으로 어떻게 될지 기대됩니다. 애플, 기술적인 이야기를 더 쉽게 설명해주세요! 🤓💡




Apple's take on DeepSeek AI's sparsity is mind-blowing! It's fascinating to see how a China-based hedge fund's model can outperform OpenAI. The explanation was a bit too technical for me, but I'm excited to see where this goes. Keep simplifying the tech talk, Apple! 🤓💡












