LFM2.5-1.2B-Base-html-aggressive

🎯 HTML-optimized | πŸ“¦ Aggressive pruning | ⚑ 25% weights pruned

This model is a aggressively pruned version of LiquidAI/LFM2.5-1.2B-Base.

Performance Comparison

Category Original Pruned Change
Python 0.0% 0.0% β†’
Html 16.7% 41.7% ⭐ ↑ 25.0%
Trivia 91.7% 75.0% ↓ 16.7%
Math 75.0% 58.3% ↓ 16.7%
Reasoning 41.7% 50.0% ↑ 8.3%
Medical 66.7% 50.0% ↓ 16.7%
Linux 16.7% 8.3% ↓ 8.3%
Writing 33.3% 58.3% ↑ 25.0%

Average: 42.7% β†’ 42.7% (+0.0%)

Html Retention: 250.0%

Comparison Graph

Quick Start

from transformers import AutoModelForCausalLM, AutoTokenizer

model = AutoModelForCausalLM.from_pretrained("CompactAI/LFM2.5-1.2B-Base-html-aggressive")
tokenizer = AutoTokenizer.from_pretrained("CompactAI/LFM2.5-1.2B-Base-html-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 LiquidAI/LFM2.5-1.2B-Base
Specialization Html
Prune Mode Aggressive
Weight Reduction 25% weights pruned

License

This model inherits the license from the base model.

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