llm-semantic-router / mmbert-intent-classifier-merged

huggingface.co
Total runs: 23
24-hour runs: 0
7-day runs: 2
30-day runs: -50
Model's Last Updated: January 12 2026

Introduction of mmbert-intent-classifier-merged

Model Details of mmbert-intent-classifier-merged

mmBERT Intent Classifier (Merged for Rust)

This is a merged mmBERT model for intent classification, optimized for Rust inference using the candle framework.

Model Details
  • Base Model: jhu-clsp/mmBERT-base
  • Task: 14-class MMLU-Pro category classification
  • Languages: Multilingual (1800+ languages)
  • Training: LoRA fine-tuned then merged with base model
  • Inference: Optimized for Rust candle-binding
Usage with Rust (candle-binding)
use candle_semantic_router::classifiers::lora::IntentLoRAClassifier;

let classifier = IntentLoRAClassifier::new("path/to/model", true)?;
let result = classifier.classify_intent("What is photosynthesis?")?;
println!("Intent: {}, Confidence: {:.1}%", result.intent, result.confidence * 100.0);
Classes
ID Category
0 biology
1 business
2 chemistry
3 computer science
4 economics
5 engineering
6 health
7 history
8 law
9 math
10 philosophy
11 physics
12 psychology
13 other
Training Configuration
  • LoRA Rank: 32
  • LoRA Alpha: 64
  • Epochs: 10
  • Batch Size: 64
  • Learning Rate: 2e-5
License

Apache 2.0

Runs of llm-semantic-router mmbert-intent-classifier-merged on huggingface.co

23
Total runs
0
24-hour runs
2
3-day runs
2
7-day runs
-50
30-day runs

More Information About mmbert-intent-classifier-merged huggingface.co Model

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https://choosealicense.com/licenses/apache-2.0

mmbert-intent-classifier-merged huggingface.co

mmbert-intent-classifier-merged huggingface.co is an AI model on huggingface.co that provides mmbert-intent-classifier-merged's model effect (), which can be used instantly with this llm-semantic-router mmbert-intent-classifier-merged model. huggingface.co supports a free trial of the mmbert-intent-classifier-merged model, and also provides paid use of the mmbert-intent-classifier-merged. Support call mmbert-intent-classifier-merged model through api, including Node.js, Python, http.

llm-semantic-router mmbert-intent-classifier-merged online free

mmbert-intent-classifier-merged huggingface.co is an online trial and call api platform, which integrates mmbert-intent-classifier-merged's modeling effects, including api services, and provides a free online trial of mmbert-intent-classifier-merged, you can try mmbert-intent-classifier-merged online for free by clicking the link below.

llm-semantic-router mmbert-intent-classifier-merged online free url in huggingface.co:

https://huggingface.co/llm-semantic-router/mmbert-intent-classifier-merged

mmbert-intent-classifier-merged install

mmbert-intent-classifier-merged is an open source model from GitHub that offers a free installation service, and any user can find mmbert-intent-classifier-merged on GitHub to install. At the same time, huggingface.co provides the effect of mmbert-intent-classifier-merged install, users can directly use mmbert-intent-classifier-merged installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

mmbert-intent-classifier-merged install url in huggingface.co:

https://huggingface.co/llm-semantic-router/mmbert-intent-classifier-merged

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