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New DeepSeek model features strong performance in long context processing

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China

New DeepSeek model features strong performance in long context processing

2026-04-27 14:04 Last Updated At:16:47

The highly anticipated V4 model, which was released and open-sourced by Chinese AI firm DeepSeek on April 24, features strong performance in long context processing, which is a core metric for evaluating large models in industrial application.

The DeepSeek-V4 model boasts million-level ultra-long context processing power. In one test, it completed an information analysis of a multi-type material package containing 970,000 characters.

The materials, including long-form literary works, news articles from various fields, and other diverse text content, were all inputted into the model in a single batch.

In just about seven seconds, the model produced a structured, precise summary of five core points from a specific section of a designated news article.

In another test, the model was required to figure out how many industries were mentioned across the entire material set. Within seconds, it provided an answer -- approximately 45 different industries.

Beyond long-text analysis, the model can also handle more complicated questions, involving specific time frames, geographic spans, fact checking, and in-depth interpretation.

Asked to tell which countries around the world launched new railway lines built with Chinese assistance in the second half of 2025 and what tangible changes have these lines brought to local communities, the model immediately delivered a precise response, identifying railway projects across Latin America and Africa, including the revitalized Tazara Railway, which is expected to cut cargo transport time by nearly two-thirds, and raise its annual transport capacity to 2.4 million tonnes.

New DeepSeek model features strong performance in long context processing

New DeepSeek model features strong performance in long context processing

New DeepSeek model features strong performance in long context processing

New DeepSeek model features strong performance in long context processing

Claims for departure tax refunds by overseas visitors to China have surged 12.96 times year on year over the past year, signaling robust momentum in inbound tourism spending, according to the latest data from the State Taxation Administration.

The total sales volume eligible for refunds and the actual refund amounts disbursed have both jumped by 9.35 times, the data showed.

The departure tax refund policy, designed to simplify the value-added tax (VAT) refund process for non-resident shoppers, allows eligible overseas visitors to receive their tax refunds on the spot at participating retailers, rather than waiting until departure from designated airport counters.

China has introduced a series of measures since April last year to optimize its tax refund system for overseas visitors.

The policy optimization has included the establishment of immediate tax refund counters in major shopping districts in cities such as Beijing, Shanghai, Chongqing, Chengdu and Guangzhou. Cities, including Shanghai and Hangzhou, have also introduced online refund options, making the process more efficient.

Nationwide, more than 8,000 retail stores now offer the "immediate refund" option, a more than 100% increase from one year ago.

Industry analysts note that the "immediate refund" mechanism has proven effective in stimulating consumer spending. By receiving refunds immediately after purchase, overseas travelers can reinvest the money into additional shopping or experiences during their stay in China.

China's departure tax refund claims surge 13 times over past year: data

China's departure tax refund claims surge 13 times over past year: data

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