Олеся Мицкевич (Редактор отдела «Силовые структуры»)
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此次灯会依托四川自贡彩灯工艺，打造7个主题展区、180处创意光影点，构建层次丰富的视觉体验。“自贡彩灯在北京多次亮相，很受市民游客欢迎。”北京京彩文化有限责任公司副总经理陈恩介绍，自贡彩灯将中华文化与世界文化、传统美学与现代潮流结合，交织着跨越地域时空的融合之美。
For the web version’s accuracy, I tested different feature limits. I prioritized performance and kept 500k features—stored as JSON, it’s 107MB (though gzip on server reduces it to ~38MB). I tried smaller versions (50k, 80k)—accuracy only dropped 3–4%, but final AI detection rates varied significantly, especially for human texts, with relative errors up to ±50%, leading to false positives. So I stuck with 500k.