A study by researchers from Tencent and The Hong Kong University of Science and Technology explored the link between compression and intelligence. They tested different language models’ ability to compress data and found a direct correlation between compression efficiency and intelligence in various domains.
This study showed that higher-quality compression is a sign of greater intelligence, offering a reliable way to evaluate language models. The researchers also made their data collection and processing pipelines available to the public, making it easier for academics to gather and update their compression corpora.
The research focused on base models but revealed intriguing connections between compression efficiency and performance improvements in advanced models, pointing to exciting avenues for future AI and language modeling research.
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