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LFM2 350M CPT by madoss

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LFM2 350M CPT is an open-source language model by madoss. Features: 350m LLM, VRAM: 0.7GB, Context: 125K, LLM Explorer Score: 0.28.

Base model:finetune:liquidai/l...   Base model:liquidai/lfm2-350m   Conversational   Endpoints compatible   Generated from trainer   Lfm2   Region:us   Safetensors   Sft   Trl   Unsloth
Model Card on HF 🤗: https://huggingface.co/madoss/LFM2-350M-CPT 

LFM2 350M CPT Benchmarks

LLME Score: 0.28138
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
LFM2 350M CPT (madoss/LFM2-350M-CPT)
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LFM2 350M CPT Parameters and Internals

LLM NameLFM2 350M CPT
Repository 🤗https://huggingface.co/madoss/LFM2-350M-CPT 
Model NameLiquidAI/LFM2-350M
Base Model(s)  LFM2 350M   LiquidAI/LFM2-350M
Model Size350m
Required VRAM0.7 GB
Updated2026-04-21
Maintainermadoss
Model Typelfm2
Model Files  0.7 GB
Model ArchitectureLfm2ForCausalLM
Context Length128000
Model Max Length128000
Tokenizer ClassTokenizersBackend
Padding Token<|pad|>
Vocabulary Size65536
Torch Data Typefloat16

Best Alternatives to LFM2 350M CPT

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Context / RAM
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LFM2.5 350M125K / 0.7 GB108802299
LFM2.5 350M Base125K / 0.7 GB1554611
....5 350M Tool Calling Merged V2125K / 0.7 GB3090
LFM2 350M125K / 0.7 GB21714248
LFM2.5 350M ONNX125K /  GB13224
... Function Calling XLAM Unsloth125K / 0.7 GB5370
LFM2.5 350M Home Assistant DPO125K / 0.7 GB980
....5 350M Tool Calling Merged V3125K / 0.7 GB371
SS 350M SQL Strict125K / 0.7 GB1743
....5 350M Home Assistant Sft V13125K / 0.7 GB490
Note: green Score (e.g. "73.2") means that the model is better than madoss/LFM2-350M-CPT.

Rank the LFM2 350M CPT Capabilities

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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