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LWM 7B 1M 1000000ctx AEZAKMI 3 1 1702 by adamo1139

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  Autotrain compatible   Endpoints compatible   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/adamo1139/LWM-7B-1M-1000000ctx-AEZAKMI-3_1-1702 

LWM 7B 1M 1000000ctx AEZAKMI 3 1 1702 Benchmarks

ARC: 51.19 vs 96.7 (so35)-47.1%
HellaSwag: 77.08 vs 95.3 (gpt4)-19.1%
MMLU: 43.12 vs 88.3 (so35)-51.2%
TruthfulQA: 44.19 vs 59 (gpt4)-25.1%
WinoGrande: 72.06 vs 87.5 (gpt4)-17.6%
GSM8K: 8.87 vs 96.4 (so35)-90.8%
LLME Score: 0.19375
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
LWM 7B 1M 1000000ctx AEZAKMI 3 1 1702 (adamo1139/LWM-7B-1M-1000000ctx-AEZAKMI-3_1-1702)

LWM 7B 1M 1000000ctx AEZAKMI 3 1 1702 Parameters and Internals

Model Type 
text generation
Additional Notes 
Model is finetuned on AEZAKMI v3.1 dataset. Exl2 quants and base model will be available soon in safetensors format. Most long context capabilities expected to remain.
Training Details 
Data Sources:
AEZAKMI v3.1 dataset
Methodology:
Finetuning using QLoRA with lora_r 32 and cosine learning rate decaying from 0.00015, finetuned with unsloth, FA2
Context Length:
4000
Training Time:
6 hours
Hardware Used:
Local RTX 3090 Ti
LLM NameLWM 7B 1M 1000000ctx AEZAKMI 3 1 1702
Repository 🤗https://huggingface.co/adamo1139/LWM-7B-1M-1000000ctx-AEZAKMI-3_1-1702 
Model Size7b
Required VRAM13.5 GB
Updated2025-03-03
Maintaineradamo1139
Model Typellama
Model Files  4.9 GB: 1-of-3   5.0 GB: 2-of-3   3.6 GB: 3-of-3
Model ArchitectureLlamaForCausalLM
Licensellama2
Context Length1048576
Model Max Length1048576
Transformers Version4.36.2
Tokenizer ClassLlamaTokenizer
Vocabulary Size32000
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than adamo1139/LWM-7B-1M-1000000ctx-AEZAKMI-3_1-1702.

Rank the LWM 7B 1M 1000000ctx AEZAKMI 3 1 1702 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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Release v20241227
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