Falcon-H1-Tiny-90M-Instruct-math-aggressive

🎯 MATH-optimized | πŸ“¦ Aggressive pruning | ⚑ 3% weights pruned

This model is a aggressively pruned version of tiiuae/Falcon-H1-Tiny-90M-Instruct.

Performance Comparison

Category Original Pruned Change
Python 0.0% 0.0% β†’
Html 50.0% 33.3% ↓ 16.7%
Trivia 33.3% 16.7% ↓ 16.7%
Math 50.0% 33.3% ⭐ ↓ 16.7%
Reasoning 16.7% 0.0% ↓ 16.7%
Medical 0.0% 0.0% β†’
Linux 16.7% 16.7% β†’
Writing 16.7% 16.7% β†’

Average: 22.9% β†’ 14.6% (-8.3%)

Math Retention: 66.7%

Comparison Graph

Quick Start

from transformers import AutoModelForCausalLM, AutoTokenizer

model = AutoModelForCausalLM.from_pretrained("CompactAI/Falcon-H1-Tiny-90M-Instruct-math-aggressive")
tokenizer = AutoTokenizer.from_pretrained("CompactAI/Falcon-H1-Tiny-90M-Instruct-math-aggressive")

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 tiiuae/Falcon-H1-Tiny-90M-Instruct
Specialization Math
Prune Mode Aggressive
Weight Reduction 3% weights pruned

License

This model inherits the license from the base model.

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