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Speechless Nl2sql Ds 6.7B by uukuguy

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  Autotrain compatible   Code   Codegen   Endpoints compatible   Gguf   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/uukuguy/speechless-nl2sql-ds-6.7b 

Speechless Nl2sql Ds 6.7B Benchmarks

ARC: 36.35 vs 96.7 (so35)-62.4%
HellaSwag: 52.83 vs 95.3 (gpt4)-44.6%
MMLU: 36.8 vs 88.3 (so35)-58.3%
TruthfulQA: 40.55 vs 59 (gpt4)-31.3%
WinoGrande: 55.96 vs 87.5 (gpt4)-36%
GSM8K: 15.09 vs 96.4 (so35)-84.3%
LLME Score: 0.18911
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Speechless Nl2sql Ds 6.7B (uukuguy/speechless-nl2sql-ds-6.7b)
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Speechless Nl2sql Ds 6.7B Parameters and Internals

Model Type 
text-generation
Training Details 
Data Sources:
Spider, BIRDSQL
Data Volume:
18,087 samples, 40 MB
Methodology:
fine-tuning
LLM NameSpeechless Nl2sql Ds 6.7B
Repository 🤗https://huggingface.co/uukuguy/speechless-nl2sql-ds-6.7b 
Model Size6.7b
Required VRAM13.5 GB
Updated2025-09-23
Maintaineruukuguy
Model Typellama
Model Files  4.9 GB: 1-of-3   5.0 GB: 2-of-3   3.6 GB: 3-of-3
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Licenseother
Context Length16384
Model Max Length16384
Transformers Version4.35.2
Tokenizer ClassLlamaTokenizer
Padding Token<｜end▁of▁sentence｜>
Vocabulary Size32256
Torch Data Typefloat16

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Deepseek Coder 6.7B Base16K / 13.5 GB154536117
Speechless Coder Ds 6.7B16K / 13.5 GB18887
...s Coder6.7b Reflct Adamw Iter116K / 13.5 GB4750
...Coder6.7b Reflct Rmsprop Iter116K / 13.5 GB950
...Coder6.7b Reflct Rmsprop Iter116K / 13.5 GB1100
...r6.7b Pos Reflct Rmsprop Iter116K / 13.5 GB870
...ir4 Ds Coder6.7b Rmsprop Iter116K / 13.5 GB430
...r6.7b Pos Reflct Rmsprop Iter116K / 13.5 GB900
...Coder6.7b Reflct Rmsprop Iter116K / 13.5 GB620
Ds Coder6.7b Rmsprop Iter116K / 13.5 GB670
Note: green Score (e.g. "73.2") means that the model is better than uukuguy/speechless-nl2sql-ds-6.7b.

Rank the Speechless Nl2sql Ds 6.7B 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124
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