Who developed SOC7 and how large is it?

SOC7 is developed by pulkitrai, a model with 0.6b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

Where can I download or evaluate SOC7?

SOC7 is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

SOC7 by pulkitrai | LLM Explorer

Name: SOC7
Author: pulkitrai

SOC7 is an open-source language model by pulkitrai. Features: 0.6b LLM, License: apache-2.0, LLM Explorer Score: 0.27.

Azure-sentinel Base model:adapter:qwen/qwen3-... Base model:qwen/qwen3-0.6b Conversational Cybersecurity Incident-response Kql Lora Microsoft-sentinel Peft Region:us Safetensors Security-operations-center Siem Soc Threat-hunting

Model Card on HF 🤗: https://huggingface.co/pulkitrai/SOC7

SOC7 Parameters and Internals

LLM Name	SOC7
Repository 🤗	https://huggingface.co/pulkitrai/SOC7
Base Model(s)	Qwen/Qwen3-0.6B Qwen/Qwen3-0.6B
Model Size	0.6b
Required VRAM	0 GB
Updated	2026-09-20
Maintainer	pulkitrai
Model Files	0.0 GB
Model Architecture	AutoModel
License	apache-2.0
Model Max Length	131072
Is Biased	none
Tokenizer Class	Qwen2Tokenizer
Padding Token	<\|endoftext\|>
PEFT Type	LORA
LoRA Model	Yes
PEFT Target Modules	k_proj\|o_proj\|up_proj\|gate_proj\|v_proj\|q_proj\|down_proj
LoRA Alpha	16
LoRA Dropout	0.05
R Param	8
Errors	replace

Rank the SOC7 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

Best Alternatives to SOC7

Best Alternatives	Context / RAM	Downloads	Likes
Qwen3 Ugandan Health	0K / 0 GB	9	1
Qwen3 0.6B Alpaca Lora	0K / 0 GB	104	1