LLM Reference

BGE M3

Released
2024-01-27
Last refreshed
2026-06-29
Status
Researched 90d ago
Open sourceCommercial use: permitted

BGE M3 is worth evaluating for general LLM work when its provider route and context window match the workload.

Use it for

  • Teams evaluating general LLM work
  • Workloads that can use a 8k context window
  • Buyers comparing 2 tracked provider routes

Do not use it for

  • Vision or document-understanding workloads
  • Strict JSON or tool-calling flows
Specifications
Family
BGE
Released
2024-01-27
Context
8k
Parameters
568M
Architecture
Encoder Only
Specialization
embedding
Openness
Open source
License
MITOSI-approvedCommercial use: permitted
Weights
Available
Code
Unknown
Training
Pretrained
Created by

Open-source AI fostering global collaboration

Beijing, China
Founded 2018
Website
Pricing
Output / 1M
-
Input / 1M
$0.010

Cheapest of 2 routes · Novita AI

About

BGE-M3 is BAAI's flagship multilingual embedding model that simultaneously performs dense retrieval, sparse (lexical) retrieval, and multi-vector (ColBERT-style) retrieval. It covers 100+ languages with an 8,192-token context window — far longer than most embedding models — making it effective for both short queries and long documents. Built on an extended XLM-RoBERTa architecture, it achieves state-of-the-art results on the MKQA and MLDR multilingual retrieval benchmarks and is available via NVIDIA NIM.

BGE M3 is an open-source model in the BGE family. The structured metadata tracks a 8k-token context window. This page tracks provider routes through Cloudflare Workers AI and Novita AI. No headline benchmark score is tracked for BGE M3 yet.

Top use-case fit

No primary decision-task fit is mapped for this model yet.

Provider price ladder

Compare all 2

Compare API pricing across 2 providers for input and output tokens, batch, and cached reads when available.

ProviderInput / 1MOutput / 1MRoute
Novita AI$0.010-
ServerlessPartial
Cloudflare Workers AI--
ServerlessPartial

Capabilities

No model capability flags are currently sourced.

Benchmark peer barsfor Coding

No task-mapped benchmark peers are available for this model yet.

Migration checks

No linked migration route is available for this model yet.

Frequently asked questions

What is the context window of BGE M3?

BGE M3 has a context window of 8k tokens.

How much does BGE M3 cost?

BGE M3 is available at $0.01/1M input tokens through Novita AI.

When was BGE M3 released?

BGE M3 was released on 2024-01-27.

Which providers offer BGE M3?

BGE M3 is available from 2 providers: Cloudflare Workers AI, Novita AI.