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Alibaba has shipped three chat generations since June 2025 and not one new text search model — and that is not neglect

Published: 9/2/2026 · Source: Qwen (Alibaba Cloud) i Hugging Face

The most downloaded search-indexing model Alibaba publishes is fifteen months old, has no successor, and is being pulled from Hugging Face 6.78 million times a month — more often than the company's current 4B chat model. Its name is Qwen3-Embedding-0.6B and it was released on 5 June 2025, together with a 4B and an 8B sibling. Since that date the company's chat line has moved through three generations: Qwen3.5, Qwen3.6 and, in August 2026, Qwen3.8. The text embedding line has not moved at all. The only retrieval models Alibaba has added since are the multimodal Qwen3-VL-Embedding pair of January 2026 — and by the vendor's own measurement those score 67.88 on multilingual text against 70.58 for the older text-only 8B. For an index made of text, the newer model is a step down. The reason is worth understanding, because it changes how a reader should judge the age of a model. Swapping a chat model means changing one line of configuration. Swapping an embedding model means running every document in the collection through the new model again: the numbers one model produces cannot be compared with the numbers of another, so an index built with the old model is worthless the moment the new one arrives. For an archive of ten million documents that is a full re-indexing bill, paid before a single search improves. So the practical rule differs from the one that applies to chat models. There, a model a year old is usually a worse instrument than its replacement. Here, a fifteen-month-old model still holds the top score in all three of the vendor's benchmark tables, and the cost of replacing it falls on the user rather than the vendor. Vendors know this, which is why embedding lines are refreshed slowly and deliberately. One caveat belongs in the open: this is an observation drawn from Alibaba's public repositories, not an announcement. The company has not said the text line is finished, and a Qwen3.8-Embedding could appear next week. What can be stated is that fifteen months passed, three chat generations shipped, and the search model that most people actually run stayed exactly where it was. wujec.ai has today added profiles for all three sizes of the line.