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DeepSWE Preview by agentica-org

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DeepSWE Preview is an open-source language model by agentica-org. Features: 32b LLM, VRAM: 131.6GB, Context: 40K, License: mit, LLM Explorer Score: 0.24.

Base model:finetune:qwen/qwen3...   Base model:qwen/qwen3-32b   Conversational   Dataset:r2e-gym/r2e-gym-subset   En   Endpoints compatible   Qwen3   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/agentica-org/DeepSWE-Preview 

DeepSWE Preview Benchmarks

LLME Score: 0.24461
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
DeepSWE Preview (agentica-org/DeepSWE-Preview)
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DeepSWE Preview Parameters and Internals

LLM NameDeepSWE Preview
Repository 🤗https://huggingface.co/agentica-org/DeepSWE-Preview 
Base Model(s)  Qwen3 32B   Qwen/Qwen3-32B
Model Size32b
Required VRAM131.6 GB
Updated2026-03-15
Maintaineragentica-org
Model Typeqwen3
Model Files  4.5 GB: 1-of-27   4.8 GB: 2-of-27   5.0 GB: 3-of-27   4.8 GB: 4-of-27   5.0 GB: 5-of-27   4.8 GB: 6-of-27   5.0 GB: 7-of-27   4.8 GB: 8-of-27   5.0 GB: 9-of-27   4.8 GB: 10-of-27   5.0 GB: 11-of-27   4.8 GB: 12-of-27   5.0 GB: 13-of-27   4.8 GB: 14-of-27   5.0 GB: 15-of-27   4.8 GB: 16-of-27   5.0 GB: 17-of-27   4.8 GB: 18-of-27   5.0 GB: 19-of-27   4.8 GB: 20-of-27   5.0 GB: 21-of-27   4.8 GB: 22-of-27   5.0 GB: 23-of-27   4.8 GB: 24-of-27   5.0 GB: 25-of-27   4.8 GB: 26-of-27   4.7 GB: 27-of-27
Supported Languagesen
Model ArchitectureQwen3ForCausalLM
Licensemit
Context Length40960
Model Max Length40960
Transformers Version4.51.3
Tokenizer ClassQwen2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size151936
Torch Data Typefloat32
Errorsreplace

Best Alternatives to DeepSWE Preview

Best Alternatives
Context / RAM
Downloads
Likes
...ll Qwen3 32B Preview7 QAT 200K195K / 65.8 GB93
...ll Qwen3 32B Preview6 QAT 200K195K / 65.8 GB62
...ll Qwen3 32B Preview4 QAT 200K195K / 65.8 GB72
Qwen3 32B40K / 65.6 GB3338661678
Qwen3 32B40K / 65.8 GB1740811
SERA 32B40K / 65.8 GB929110
Nemotron Terminal 32B40K / 65.6 GB150035
FrogBoss 32B 251040K / 65.8 GB730529
Qwen3 32B NVFP440K / 20.7 GB14475214
Qwen3 32B Multi Sft 50040K / 65.5 GB900
Note: green Score (e.g. "73.2") means that the model is better than agentica-org/DeepSWE-Preview.

Rank the DeepSWE Preview 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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