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EVIE 4.5B released

Source
huggingface.co
Author
Tencent model releases
Date
From the Daily Brief

Tencent open-sourced EVIE-4.5B, a compressed sibling to its larger EVIE-8B model, built for visual document retrieval at a fraction of the storage cost. Its embeddings are elastic, meaning a single trained projection can be truncated at runtime to anywhere from 64 to 2048 dimensions depending on how much accuracy a given deployment needs. The bigger change is a training-free token-compression method that shrinks roughly 750 page tokens down to 32 through clustering, which brings a multi-vector retrieval index for a million pages under 4 gigabytes. Despite that compression, the model still leads the ViDoRe V3 benchmark, so the usual tradeoff between index size and retrieval quality mostly disappears here. For teams running retrieval at scale, this is the more practical of the two Tencent releases. It offers nearly the same accuracy as the full-size teacher model at a small fraction of the storage footprint.

Read the 2026-09-07 Brief →

Context

Tencent's EVIE-4.5B searches document pages using their visual content. Its model card describes converting a query and page image into sets of numerical representations, then matching individual query elements against page elements to score relevance. That allows tables, charts and layout to contribute to finding the right page.

The model also offers controls over the size of the stored search index. Developers can shorten the numerical representations and group page elements into fewer vectors. Those controls target the storage burden of searching large document collections, and the card reports an accuracy cost: on ViDoRe V3, the score falls from 66.02 uncompressed to 59.58 in its most compressed listed setting. EVIE's immediate output helps rank pages for retrieval.

Terms in this piece · Glossary
  • embedding — A list of numbers representing a piece of text's meaning, so that similar meanings end up numerically close and can be searched.
  • token — The chunk of text a model reads and writes in — roughly three-quarters of a word — and the unit AI usage is billed in.
Read the source huggingface.co
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