Leaderboard / OpenBMB (MiniCPM)

AgentCPM-Explore 4B

OpenBMB (MiniCPM) · AgentCPM · released 2026-01-11 · data checked 2026-11-03

AgentCPM-Explore 4B is a 4B-parameter dense model from OpenBMB (MiniCPM) (China), released 2026-01-11 under the Apache-2.0 license. It doesn't have enough reported benchmarks for an index score yet. It needs about 4.2 GB of memory at 4-bit with an 8K-token context.

Deep-research agent model: reports GAIA, BrowseComp and tool-using HLE, which aren't comparable with the no-tools benchmarks used here.

Small LM Index
—
Needs 2 core benchmarks (has 0)
Parameters
4B
Dense
Price per 1M tokens
—
No hosted API on OpenRouter; self-host
Context window
262K
tokens

Benchmarks

Each bar shows this model's score. The tick marks the best tiny model on that benchmark.

No benchmark results for this release yet. Know of one? Send it.

Specifications

Lab
OpenBMB (MiniCPM) (CN · China)
Based on
Qwen3 4B Thinking 2507 (fine-tune or distillation)
Architecture
Dense transformer
Total parameters
4B
Active parameters
All (dense)
Size class
Tiny
Context window
262K tokens
Input modalities
text
Reasoning
Reasoning (thinking)
License
Apache-2.0
Openness
Open weights
Memory to run
~4.2 GB at 4-bit, 8K context (more sizes)
Hugging Face
1.5K downloads (30 days) · 418 likes

Compare with

Sources

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Run it locally

No GGUF build from a well-known publisher yet.

vLLM (GPU server)
vllm serve openbmb/AgentCPM-Explore
Full-precision weights, for a server GPU.

Memory needed: weights, context cache and runtime buffers.

Quantization4K context32K context256K context
16-bit F169.2 GB13 GB47 GB
8-bit Q8_05.5 GB9.7 GB43 GB
4-bit Q4_K_M3.6 GB7.8 GB42 GB

Check it against your GPU, Mac or phone →