Sponsored by Vmake Labs Video Enhancer
Toolify Toolify logo
AI Models
mmbert32k-intent-classifier-lora

llm-semantic-router / mmbert32k-intent-classifier-lora

Run on huggingface.co
huggingface.co
Total runs: 4
24-hour runs: 0
7-day runs: 0
30-day runs: -2
Model's Last Updated: February 01 2026
text-classification

Introduction of mmbert32k-intent-classifier-lora

Model Details of mmbert32k-intent-classifier-lora

mmBERT-32K Intent Classifier (LoRA Adapter)

LoRA adapter for intent classification based on mmBERT-32K-YaRN (32K context, multilingual).

Model Details
  • Base Model : llm-semantic-router/mmbert-32k-yarn
  • Training Method : LoRA (Low-Rank Adaptation)
  • LoRA Rank : 32
  • LoRA Alpha : 64
  • Trainable Parameters : 6.8M (2.2% of base model)
  • Adapter Size : 27 MB
Training Data
Categories (14 classes)

biology, business, chemistry, computer science, economics, engineering, health, history, law, math, other, philosophy, physics, psychology

Performance
Metric Score
Test Accuracy 80.0%
Adapter Size 27 MB
Usage 
from transformers import AutoTokenizer, AutoModelForSequenceClassification
from peft import PeftModel

# Load base model and LoRA adapter
base_model = AutoModelForSequenceClassification.from_pretrained(
    "llm-semantic-router/mmbert-32k-yarn", num_labels=14
)
model = PeftModel.from_pretrained(base_model, "llm-semantic-router/mmbert32k-intent-classifier-lora")
tokenizer = AutoTokenizer.from_pretrained("llm-semantic-router/mmbert32k-intent-classifier-lora")

# Inference
inputs = tokenizer("How do neural networks learn?", return_tensors="pt")
outputs = model(**inputs)
predicted_class = outputs.logits.argmax().item()
Training Configuration
  • Epochs: 5
  • Batch Size: 16
  • Learning Rate: 2e-4
  • Weight Decay: 0.1
  • Optimizer: AdamW with cosine LR scheduler

Runs of llm-semantic-router mmbert32k-intent-classifier-lora on huggingface.co

4
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
-2
30-day runs

More Information About mmbert32k-intent-classifier-lora huggingface.co Model

More mmbert32k-intent-classifier-lora license Visit here:

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

mmbert32k-intent-classifier-lora huggingface.co

mmbert32k-intent-classifier-lora huggingface.co is an AI model on huggingface.co that provides mmbert32k-intent-classifier-lora's model effect (), which can be used instantly with this llm-semantic-router mmbert32k-intent-classifier-lora model. huggingface.co supports a free trial of the mmbert32k-intent-classifier-lora model, and also provides paid use of the mmbert32k-intent-classifier-lora. Support call mmbert32k-intent-classifier-lora model through api, including Node.js, Python, http.

mmbert32k-intent-classifier-lora huggingface.co Url

https://huggingface.co/llm-semantic-router/mmbert32k-intent-classifier-lora

llm-semantic-router mmbert32k-intent-classifier-lora online free

mmbert32k-intent-classifier-lora huggingface.co is an online trial and call api platform, which integrates mmbert32k-intent-classifier-lora's modeling effects, including api services, and provides a free online trial of mmbert32k-intent-classifier-lora, you can try mmbert32k-intent-classifier-lora online for free by clicking the link below.

llm-semantic-router mmbert32k-intent-classifier-lora online free url in huggingface.co:

https://huggingface.co/llm-semantic-router/mmbert32k-intent-classifier-lora

mmbert32k-intent-classifier-lora install

mmbert32k-intent-classifier-lora is an open source model from GitHub that offers a free installation service, and any user can find mmbert32k-intent-classifier-lora on GitHub to install. At the same time, huggingface.co provides the effect of mmbert32k-intent-classifier-lora install, users can directly use mmbert32k-intent-classifier-lora installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

mmbert32k-intent-classifier-lora install url in huggingface.co:

https://huggingface.co/llm-semantic-router/mmbert32k-intent-classifier-lora

Url of mmbert32k-intent-classifier-lora

mmbert32k-intent-classifier-lora huggingface.co Url

Provider of mmbert32k-intent-classifier-lora huggingface.co

llm-semantic-router
ORGANIZATIONS
huggingface.co

Other API from llm-semantic-router