Onca 1.0 9B by Joesh1

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Onca 1.0 9B is an open-source language model by Joesh1. Features: 9b LLM, VRAM: 17.9GB, Context: 256K, License: apache-2.0, LLM Explorer Score: 0.32.

Base model:finetune:jackrong/q... Base model:jackrong/qwopus3.5-...   Clinical-nlp   Conversational   En   Endpoints compatible   Medical-llm   Oncology   Pancreatic-cancer   Pdac   Qwen3 5 text   Region:us   Research   Safetensors   Sharded   Tensorflow

Onca 1.0 9B Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

Onca 1.0 9B Parameters and Internals

LLM NameOnca 1.0 9B
Repository 🤗https://huggingface.co/Joesh1/onca-1.0-9B 
Base Model(s)  Jackrong/Qwopus3.5-9B-v3   Jackrong/Qwopus3.5-9B-v3
Model Size9b
Required VRAM17.9 GB
Updated2026-04-18
MaintainerJoesh1
Model Typeqwen3_5_text
Model Files  4.9 GB: 1-of-4   5.0 GB: 2-of-4   5.0 GB: 3-of-4   3.0 GB: 4-of-4
Supported Languagesen
Model ArchitectureQwen3_5ForCausalLM
Licenseapache-2.0
Context Length262144
Model Max Length262144
Transformers Version5.5.3
Tokenizer ClassTokenizersBackend
Padding Token<|endoftext|>
Vocabulary Size248320
Errorsreplace

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Note: green Score (e.g. "73.2") means that the model is better than Joesh1/onca-1.0-9B.

Rank the Onca 1.0 9B 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 v20260328a