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Tora Code 34B V1.0 GPTQ by TheBloke

 »  All LLMs  »  TheBloke  »  Tora Code 34B V1.0 GPTQ   URL Share it on

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  Arxiv:2309.17452   4-bit   Autotrain compatible Base model:llm-agents/tora-cod... Base model:quantized:llm-agent...   Code   Dataset:competition math   Dataset:gsm8k   En   Gptq   Llama   Math   Quantized   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/TheBloke/tora-code-34b-v1.0-GPTQ 

Tora Code 34B V1.0 GPTQ Benchmarks

LLME Score: 0.11457
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Tora Code 34B V1.0 GPTQ (TheBloke/tora-code-34b-v1.0-GPTQ)
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Tora Code 34B V1.0 GPTQ Parameters and Internals

Model Type 
text-generation
Use Cases 
Areas:
Research, Commercial applications
Primary Use Cases:
Mathematical problem solving, Reasoning tasks
Additional Notes 
ToRA Code 34B v1.0 specializes in mathematical problem solving by utilizing a tool-integrated reasoning approach.
Training Details 
Data Sources:
ToRA-Corpus 16k, which contains tool-integrated reasoning trajectories of MATH and GSM8k from GPT-4
Methodology:
Imitation learning (i.e., SFT) and output space shaping
Context Length:
16000
Model Architecture:
LLaMA architecture
Input Output 
Input Format:
<|user|> {prompt} <|assistant|>
Accepted Modalities:
text
Release Notes 
Version:
1.0
Date:
2023/10/08
Notes:
Release of all ToRA models at HuggingFace, trained on improved datasets and methodologies.
LLM NameTora Code 34B V1.0 GPTQ
Repository 🤗https://huggingface.co/TheBloke/tora-code-34b-v1.0-GPTQ 
Model NameToRA Code 34B v1.0
Model CreatorLLM-Agents
Base Model(s)  llm-agents/tora-code-34b-v1.0   llm-agents/tora-code-34b-v1.0
Model Size34b
Required VRAM17.7 GB
Updated2025-09-18
MaintainerTheBloke
Model Typellama
Model Files  17.7 GB
Supported Languagesen
GPTQ QuantizationYes
Quantization Typegptq
Model ArchitectureLlamaForCausalLM
Licensellama2
Context Length16384
Model Max Length16384
Transformers Version4.34.0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32001
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than TheBloke/tora-code-34b-v1.0-GPTQ.

Rank the Tora Code 34B V1.0 GPTQ 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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