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Zephyr Tiny Sft Qlora Quantized 2 by dball

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  4-bit   Adapter   Alignment-handbook Base model:adapter:tinyllama/t... Base model:tinyllama/tinyllama...   Bitsandbytes Dataset:huggingfaceh4/ultracha...   Finetuned   Generated from trainer   Llama   Lora   Peft   Region:us   Safetensors   Sft   Tensorboard   Trl
Model Card on HF 🤗: https://huggingface.co/dball/zephyr-tiny-sft-qlora-quantized-2 

Zephyr Tiny Sft Qlora Quantized 2 Benchmarks

ARC: 33.19 vs 96.7 (so35)-65.7%
HellaSwag: 58.58 vs 95.3 (gpt4)-38.5%
MMLU: 25.21 vs 88.3 (so35)-71.4%
TruthfulQA: 35.82 vs 59 (gpt4)-39.3%
WinoGrande: 58.8 vs 87.5 (gpt4)-32.8%
GSM8K: 1.59 vs 96.4 (so35)-98.4%
LLME Score: 0.21144
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Zephyr Tiny Sft Qlora Quantized 2 (dball/zephyr-tiny-sft-qlora-quantized-2)

Zephyr Tiny Sft Qlora Quantized 2 Parameters and Internals

Training Details 
Data Sources:
HuggingFaceH4/ultrachat_200k
Hardware Used:
multi-GPU
LLM NameZephyr Tiny Sft Qlora Quantized 2
Repository 🤗https://huggingface.co/dball/zephyr-tiny-sft-qlora-quantized-2 
Base Model(s)  TinyLlama/TinyLlama-1.1B-Chat-v1.0   TinyLlama/TinyLlama-1.1B-Chat-v1.0
Model Size1.1b
Required VRAM0 GB
Updated2025-02-04
Maintainerdball
Model Files  0.0 GB   0.0 GB
Model ArchitectureAdapter
Licenseapache-2.0
Model Max Length2048
Is Biasednone
Tokenizer ClassLlamaTokenizer
Padding Token</s>
PEFT TypeLORA
LoRA ModelYes
PEFT Target Modulesq_proj|up_proj|o_proj|down_proj|gate_proj|v_proj|k_proj
LoRA Alpha16
LoRA Dropout0.05
R Param16

Best Alternatives to Zephyr Tiny Sft Qlora Quantized 2

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DPO Mcqa V1.020K / 0.4 GB50
DPO Mcqa QuantizedBitsAndBytes0K / 0.8 GB50
MCQDPO10K / 0 GB50
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ProjectElrondMCQv10K / 0 GB50
Tinyllama Cs0K / 0 GB50
Lalalang0K / 0 GB50
Note: green Score (e.g. "73.2") means that the model is better than dball/zephyr-tiny-sft-qlora-quantized-2.

Rank the Zephyr Tiny Sft Qlora Quantized 2 Capabilities

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227
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