LFM2-1.2B
is part of Liquid AI’s second-generation
LFM2
family, designed specifically for
on-device and edge AI deployment
.
With
1.2 billion parameters
, it strikes a balance between compact size, strong reasoning, and efficient compute utilization—ideal for running on CPUs, GPUs, or NPUs.
LFM2 introduces a
hybrid Liquid architecture
with
multiplicative gates and short convolutions
, enabling faster convergence and improved contextual reasoning.
It demonstrates up to
3× faster training
and
2× faster inference
on CPU compared to Qwen3, while maintaining superior accuracy across multilingual and instruction-following benchmarks.
Features
⚡
Speed & Efficiency
– 2× faster inference and prefill].
🧠
Hybrid Liquid Architecture
– Combines multiplicative gating with convolutional layers for better reasoning and token reuse.
🌍
Multilingual Competence
– Supports diverse languages for global use cases.
🛠
Flexible Deployment
– Runs efficiently on CPU, GPU, and NPU hardware.
📈
Benchmark Performance
– Outperforms similarly-sized models in math, knowledge, and reasoning tasks.
Use Cases
Edge AI assistants and voice agents
Offline reasoning and summarization on mobile or automotive devices
Local code and text generation tools
Lightweight multimodal or RAG pipelines
Domain-specific fine-tuning for vertical applications (e.g., finance, robotics)
Inputs and Outputs
Input
Text prompts or structured instructions (tokenized sequences for API use).
Output
Natural-language or structured text generations.
Optionally: logits or embeddings for advanced downstream integration.
License
This model is released under the
Creative Commons Attribution–NonCommercial 4.0 (CC BY-NC 4.0)
license.
Non-commercial use, modification, and redistribution are permitted with attribution.
For commercial licensing, please contact
[email protected]
.
Runs of NexaAI LFM2-1.2B-npu-mobile on huggingface.co
5
Total runs
0
24-hour runs
0
3-day runs
1
7-day runs
-2
30-day runs
More Information About LFM2-1.2B-npu-mobile huggingface.co Model
LFM2-1.2B-npu-mobile huggingface.co
LFM2-1.2B-npu-mobile huggingface.co is an AI model on huggingface.co that provides LFM2-1.2B-npu-mobile's model effect (), which can be used instantly with this NexaAI LFM2-1.2B-npu-mobile model. huggingface.co supports a free trial of the LFM2-1.2B-npu-mobile model, and also provides paid use of the LFM2-1.2B-npu-mobile. Support call LFM2-1.2B-npu-mobile model through api, including Node.js, Python, http.
LFM2-1.2B-npu-mobile huggingface.co is an online trial and call api platform, which integrates LFM2-1.2B-npu-mobile's modeling effects, including api services, and provides a free online trial of LFM2-1.2B-npu-mobile, you can try LFM2-1.2B-npu-mobile online for free by clicking the link below.
NexaAI LFM2-1.2B-npu-mobile online free url in huggingface.co:
LFM2-1.2B-npu-mobile is an open source model from GitHub that offers a free installation service, and any user can find LFM2-1.2B-npu-mobile on GitHub to install. At the same time, huggingface.co provides the effect of LFM2-1.2B-npu-mobile install, users can directly use LFM2-1.2B-npu-mobile installed effect in huggingface.co for debugging and trial. It also supports api for free installation.
LFM2-1.2B-npu-mobile install url in huggingface.co: