Topk Embed v1 Small measured on 4 of 195 Multimodal benchmarks4
BenchmarkByScoreRank
No benchmark matches
price not verifiedprice
62.9ViDoRe v3
Sep 2026released
8K tokensMax input
en, es, fr +11Languages
Alternatives?
ModelScoreCostPriceWhat changes
BetterEVIE 8BOpen+5%——Languages: not verified+1BetterEVIE 4.5BOpen+4%——Languages: not verified+1wBetterWebAI ColVec1.1 8BOpen+3%——Languages: not verified+1
Openpplx Embed v2 Late 9B+3%——Max input: 8K tokens → 4K tokens+2vOpenVultronRetrieverPrime Qwen3.5 8B+2%——Languages: loses zh, ja, ko +5+1ModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
EVIE 8BOpen+5%——Languages: not verified+1EVIE 4.5BOpen+4%——Languages: not verified+1wWebAI ColVec1.1 8BOpen+3%——Languages: not verified+1ModelScoreCostPriceWhat changes
EVIE 8BOpen+5%——Languages: not verified+1EVIE 4.5BOpen+4%——Languages: not verified+1wWebAI ColVec1.1 8BOpen+3%——Languages: not verified+1pplx Embed v2 Late 9BOpen+3%——Max input: 8K tokens → 4K tokens+2vVultronRetrieverPrime Qwen3.5 8BOpen+2%——Languages: loses zh, ja, ko +5+1Run it yourself
estimateFits on✓ 8 GB (phone, laptop) · full quality✓ 16 GB · full quality✓ 24 GB GPU · full quality✓ 48 GB GPU · full quality✓ 80 GB GPU · full quality
LicenceApache-2.0free for commercial use
Benchmarks
in Embeddings & RetrievalFAQ
How much does Topk Embed v1 Small cost?›
There is no per-unit API price: price not verified.
How good is Topk Embed v1 Small, and what is it best at?›
#10 of 52 in Multimodal.
Is Topk Embed v1 Small better than WebAI ColVec1 9B?›
On ViDoRe v3 · Mean over tasks · multilingual (6 languages), Topk Embed v1 Small scores 62.9 vs 63 — about the same.
When was Topk Embed v1 Small released? Is there a newer version?›
Released 2026-09-23. It is the current version in its line.
Is Topk Embed v1 Small open source?›
Yes, the weights are open (Apache-2.0 licence).
Can I run Topk Embed v1 Small locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
What is Topk Embed v1 Small?›
Topk Embed v1 Small is an open-weights embeddings & retrieval model from topk-io, released Sep 2026.
What are the best alternatives to Topk Embed v1 Small?›
EVIE 8B (better).