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"Time will tell if the DeepSeek threat is real - the race is on as to what know-how works and the way the massive Western players will respond and evolve," Michael Block, market strategist at Third Seven Capital, advised CNN. The United States will also need to safe allied purchase-in. Because liberal-aligned answers are more likely to set off censorship, chatbots could opt for Beijing-aligned solutions on China-going through platforms where the key phrase filter applies - and since the filter is extra sensitive to Chinese words, it is more likely to generate Beijing-aligned solutions in Chinese. One is the variations in their training data: it is possible that DeepSeek is skilled on extra Beijing-aligned data than Qianwen and Baichuan. This disparity may very well be attributed to their training knowledge: English and Chinese discourses are influencing the training knowledge of those models. We pre-trained DeepSeek language models on an unlimited dataset of 2 trillion tokens, with a sequence length of 4096 and AdamW optimizer.