Topic: text representation

DeepSeek's Breakthrough: Supercharging AI Memory

DeepSeek addresses the "context rot" issue in large language models by converting text into image tokens, which preserves information while using significantly fewer tokens than traditional text processing methods. Their system employs a layered compression technique that stores older or less imp...