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

🎯 HTML-optimized | πŸ“¦ Aggressive pruning | ⚑ 20% weights pruned

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

Performance Comparison

Category Original Pruned Change
Python 45.0% 32.5% ↓ 12.5%
Html 67.5% 50.0% ⭐ ↓ 17.5%
Trivia 92.5% 90.0% ↓ 2.5%
Math 97.5% 97.5% β†’
Reasoning 97.5% 92.5% ↓ 5.0%
Medical 65.0% 57.5% ↓ 7.5%
Linux 47.5% 42.5% ↓ 5.0%
Writing 92.5% 87.5% ↓ 5.0%

Average: 75.6% β†’ 68.8% (-6.9%)

Html Retention: 74.1%

Comparison Graph

Quick Start

from transformers import AutoModelForCausalLM, AutoTokenizer

model = AutoModelForCausalLM.from_pretrained("CompactAI/LFM2.5-1.2B-Thinking-html-aggressive")
tokenizer = AutoTokenizer.from_pretrained("CompactAI/LFM2.5-1.2B-Thinking-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-Thinking
Specialization Html
Prune Mode Aggressive
Weight Reduction 20% weights pruned

License

This model inherits the license from the base model.

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