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Tora Code 13B V1.0 by llm-agents

 »  All LLMs  »  llm-agents  »  Tora Code 13B V1.0   URL Share it on

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  Arxiv:2309.17452   Autotrain compatible   Code   Codegen   Dataset:competition math   Dataset:gsm8k   En   Endpoints compatible   Llama   Math   Pytorch   Region:us   Sharded
Model Card on HF 🤗: https://huggingface.co/llm-agents/tora-code-13b-v1.0 

Tora Code 13B V1.0 Benchmarks

ARC: 44.45 vs 96.7 (so35)-54%
HellaSwag: 69.29 vs 95.3 (gpt4)-27.3%
MMLU: 36.67 vs 88.3 (so35)-58.5%
TruthfulQA: 34.98 vs 59 (gpt4)-40.7%
WinoGrande: 62.59 vs 87.5 (gpt4)-28.5%
GSM8K: 8.19 vs 96.4 (so35)-91.5%
LLME Score: 0.16042
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Tora Code 13B V1.0 (llm-agents/tora-code-13b-v1.0)
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Tora Code 13B V1.0 Parameters and Internals

Model Type 
text generation
Use Cases 
Areas:
research, commercial applications
Applications:
mathematical reasoning, problem-solving
Primary Use Cases:
Mathematical problem solving using computation libraries and symbolic solvers
Considerations:
Combines natural language reasoning with computational tools
Additional Notes 
ToRA integrates language reasoning and external computational tools for enhanced problem-solving capabilities
Supported Languages 
en (fluent)
Training Details 
Data Sources:
ToRA-Corpus 16k, MATH, GSM8k from GPT-4
Methodology:
Imitation learning (i.e., SFT) with output space shaping
Release Notes 
Version:
v1.0
Date:
2023/10/08
Notes:
All ToRA models released at HuggingFace.
Version:
v1.0
Date:
2023/09/29
Notes:
ToRA paper, repo, and website released.
LLM NameTora Code 13B V1.0
Repository 🤗https://huggingface.co/llm-agents/tora-code-13b-v1.0 
Model Size13b
Required VRAM26 GB
Updated2025-10-07
Maintainerllm-agents
Model Typellama
Model Files  9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.2 GB: 3-of-3
Supported Languagesen
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Licensellama2
Context Length16384
Model Max Length16384
Transformers Version4.31.0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32001
Torch Data Typebfloat16

Quantized Models of the Tora Code 13B V1.0

Model
Likes
Downloads
VRAM
Tora Code 13B V1.0 GGUF33615 GB
Tora Code 13B V1.0 AWQ187 GB
Tora Code 13B V1.0 GPTQ077 GB

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CodeLlama 13B Hf16K / 26 GB476822
CodeLlama 13B Python Hf16K / 26 GB228051
Codellama 13B Oasst Sft V1016K / 25.9 GB256069
...ma 13B Hf Truncated Embeddings16K / 52.3 GB50
CodeLlama 13B Hf16K / 26 GB26910
...ma Airoboros Orca Platypus 13B16K / 26 GB17210
Note: green Score (e.g. "73.2") means that the model is better than llm-agents/tora-code-13b-v1.0.

Rank the Tora Code 13B V1.0 Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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.
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