EXAONE-4.0-1.2B-trivia-extra-light

🎯 TRIVIA-optimized | 📦 Extra Light pruning | ⚡ 2% weights pruned

This model is a minimally pruned version of LGAI-EXAONE/EXAONE-4.0-1.2B, specialized for TRIVIA tasks using activation-aware weight pruning (Wanda-style).

✨ Key Features

  • Specialization: Optimized for Trivia tasks
  • Pruning Method: Wanda-style (|W| × |activation|) importance scoring
  • Size Reduction: 2% weights pruned
  • Use Case: Highest accuracy retention with slight size reduction

📊 Performance Comparison

Category Original Pruned Change
Python 20.0% 20.0%
Html 6.7% 6.7%
Trivia 86.7% 86.7% ⭐
Math 60.0% 60.0%
Reasoning N/A N/A
Medical 93.3% 93.3%
Linux 93.3% 93.3%
Writing 46.7% 46.7%

Average: 58.1% → 58.1% (+0.0%)

Trivia Retention: 100.0% of original performance

Comparison Graph

🚀 Quick Start

from transformers import AutoModelForCausalLM, AutoTokenizer

model = AutoModelForCausalLM.from_pretrained("CompactAI/EXAONE-4.0-1.2B-trivia-extra-light")
tokenizer = AutoTokenizer.from_pretrained("CompactAI/EXAONE-4.0-1.2B-trivia-extra-light")

# Example usage
inputs = tokenizer("Your prompt here", return_tensors="pt")
outputs = model.generate(**inputs, max_new_tokens=100)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))

📋 Technical Details

Property Value
Base Model LGAI-EXAONE/EXAONE-4.0-1.2B
Specialization Trivia
Prune Mode Extra Light
Pruning Method Activation-based weight pruning (Wanda)
Weight Reduction 2% weights pruned

🔗 Related Models

This model is part of the EXAONE-4.0-1.2B pruned model collection. Other variants:

  • Extra-light (minimal pruning)
  • Light
  • Medium-light
  • Medium
  • Medium-heavy
  • Heavy
  • Extra-heavy (maximum compression)

📜 License

This model inherits the license from the base model LGAI-EXAONE/EXAONE-4.0-1.2B.


Generated by ZANNPS [Zeto Automatic Neural Network Pruning System]

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