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Garry Tan

01/24/25

@ Y Combinator

Research indicated that previous models like GPT-3 were undertrained; despite their size, they hadn't been trained on enough text to reach their full potential. For instance, Chinchilla, a model smaller than GPT-3, outperformed larger models by being trained on four times more data.

Video

How Scaling Laws Will Determine AI's Future | YC Decoded

@ Y Combinator

How Scaling Laws Will Determine AI's Future | YC Decoded

01/24/25

Related Takeaways

Garry Tan

01/24/25

@ Y Combinator

Chinchilla's success demonstrated that optimal model training requires not only larger models but also adequate data, marking a significant milestone in the development of advanced AI models like GPT-4 and others.

Andrew Ng

08/30/23

@ Stanford Online

Large language models, like ChatGPT, are trained on vast amounts of text data, allowing them to generate human-like responses.

Garry Tan

01/24/25

@ Y Combinator

OpenAI's release of GPT-2 in November 2019 marked a significant milestone with 1.5 billion parameters, followed by GPT-3, which was over 100 times larger and more capable than its predecessor.

Y Combinator Cast

01/24/25

@ Y Combinator

The longer models like GPT-3 are able to think through complex problems, the better they perform.

Raza Habib

03/01/23

@ Y Combinator

The evolution of language models, particularly with the introduction of GPT-3, has demonstrated a significant leap in their ability to perform language tasks, even though they do not possess real-world knowledge.

Y Combinator Cast

01/24/25

@ Y Combinator

With the release of GPT-3, it seems the sky is the limit for this new paradigm of scaling large language models.

Raza Habib

03/01/23

@ Y Combinator

One major challenge with pre-trained models like ChatGPT is their tendency to confidently generate incorrect information, which can mislead users into trusting their outputs.

Y Combinator Cast

03/11/25

@ Y Combinator

GPT-4.5 is OpenAI's largest and most humanlike model to date, representing a significant step in scaling up unsupervised learning and achieving a deeper understanding of the world and human experience.

Y Combinator Cast

01/24/25

@ Y Combinator

GPT-3 made headlines by smashing benchmarks previously considered out of reach for AI, excelling in software engineering, math, and PhD-level science questions.