Tomoro Colqwen3 Embed 4B measured on 5 of 195 Multimodal benchmarks5
BenchmarkByScoreRank
No benchmark matches
self-host onlyprice
86.9MIEB lite
Nov 2025released
2,560Dimensions
262K tokensMax input
Ranking?
Full ranking →···
19Nemotron 3.5 Embed 8B BF1660.220Tomoro Colqwen3 Embed 4B60.221Topk Embed v1 Xsmall59.8Strong at
Alternatives?
ModelScoreCostPriceWhat changes
BetterEVIE 8BOpen+10%——Memory (4-bit): 2.4 GB → 5 GBBetterEVIE 4.5BOpen+9%——Memory (4-bit): 2.4 GB → 2.7 GBwBetterWebAI ColVec1.1 8BOpen+8%——Memory (4-bit): 2.4 GB → 5 GB
Betterpplx Embed v2 Late 9BOpen+8%——Max input: 262K tokens → 4K tokens+1vBetterVultronRetrieverPrime Qwen3.5 8BOpen+7%——Memory (4-bit): 2.4 GB → 5 GBModelScoreCostPriceWhat changes
Nothing here yet.
ModelScoreCostPriceWhat changes
EVIE 8BOpen+10%——Memory (4-bit): 2.4 GB → 5 GBEVIE 4.5BOpen+9%——Memory (4-bit): 2.4 GB → 2.7 GBwWebAI ColVec1.1 8BOpen+8%——Memory (4-bit): 2.4 GB → 5 GBpplx Embed v2 Late 9BOpen+8%——Max input: 262K tokens → 4K tokens+1vVultronRetrieverPrime Qwen3.5 8BOpen+7%——Memory (4-bit): 2.4 GB → 5 GBModelScoreCostPriceWhat changes
EVIE 8BOpen+10%——Memory (4-bit): 2.4 GB → 5 GBEVIE 4.5BOpen+9%——Memory (4-bit): 2.4 GB → 2.7 GBwWebAI ColVec1.1 8BOpen+8%——Memory (4-bit): 2.4 GB → 5 GBpplx Embed v2 Late 9BOpen+8%——Max input: 262K tokens → 4K tokens+1vVultronRetrieverPrime Qwen3.5 8BOpen+7%——Memory (4-bit): 2.4 GB → 5 GBModelScoreCostPriceWhat changes
TTomoro Colqwen3 Embed 8BOpen+2%——Memory (4-bit): 2.4 GB → 4.8 GBAll TomoroAI models →Run it yourself
estimateFits on✓ 8 GB (phone, laptop) · 8-bit✓ 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 Tomoro Colqwen3 Embed 4B cost?›
There is no per-unit API price: self-host only.
Is Tomoro Colqwen3 Embed 4B free to use?›
There is no free API. The weights are open, so you can run it yourself.
How good is Tomoro Colqwen3 Embed 4B, and what is it best at?›
#20 of 89 in Multimodal. Strongest at: Embeddings & Retrieval.
Is Tomoro Colqwen3 Embed 4B better than Nemotron 3.5 Embed 8B BF16?›
On ViDoRe v3 · Mean over tasks · multilingual (6 languages), Tomoro Colqwen3 Embed 4B scores 60.2 vs 60.2 — about the same.
When was Tomoro Colqwen3 Embed 4B released? Is there a newer version?›
Released 2025-11-26. It is the current version in its line.
Is Tomoro Colqwen3 Embed 4B open source?›
Yes, the weights are open (Apache-2.0 licence).
Can I run Tomoro Colqwen3 Embed 4B locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
What is Tomoro Colqwen3 Embed 4B?›
Tomoro Colqwen3 Embed 4B is an open-weights embeddings & retrieval model from TomoroAI, released Nov 2025.
What are the best alternatives to Tomoro Colqwen3 Embed 4B?›
EVIE 8B (better).