Who developed PentesterFlow V3 Reasoning LoRA and how large is it?

PentesterFlow V3 Reasoning LoRA is developed by AB-Y0, a model with 7b 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 PentesterFlow V3 Reasoning LoRA?

PentesterFlow V3 Reasoning LoRA is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

PentesterFlow V3 Reasoning LoRA by AB-Y0

Name: PentesterFlow V3 Reasoning LoRA
Author: AB-Y0

PentesterFlow V3 Reasoning LoRA is an open-source language model by AB-Y0. Features: 7b LLM, Quantized, Instruction-Based, LLM Explorer Score: 0.22.

Arxiv:1910.09700 4bit Base model:adapter:unsloth/qwe... Base model:unsloth/qwen2.5-7b-... Conversational Instruct Lora Peft Quantized Region:us Safetensors Sft Trl Unsloth

Model Card on HF 🤗: https://huggingface.co/AB-Y0/PentesterFlow-V3-Reasoning-LoRA

PentesterFlow V3 Reasoning LoRA Parameters and Internals

LLM Name	PentesterFlow V3 Reasoning LoRA
Repository 🤗	https://huggingface.co/AB-Y0/PentesterFlow-V3-Reasoning-LoRA
Base Model(s)	unsloth/Qwen2.5-7B-Instruct-bnb-4bit unsloth/Qwen2.5-7B-Instruct-bnb-4bit
Model Size	7b
Required VRAM	0 GB
Updated	2026-10-23
Maintainer	AB-Y0
Instruction-Based	Yes
Model Files	0.0 GB
Quantization Type	4bit
Model Architecture	AutoModel
Model Max Length	32768
Is Biased	none
Tokenizer Class	Qwen2Tokenizer
Padding Token	<\|PAD_TOKEN\|>
PEFT Type	LORA
LoRA Model	Yes
PEFT Target Modules	q_proj\|v_proj
LoRA Alpha	8
LoRA Dropout	0.1
R Param	8
Errors	replace

Rank the PentesterFlow V3 Reasoning LoRA capabilities

Have you tried this model? Rate its performance — this feedback helps the ML community find the right model for their needs.

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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Forma Uiux Auditor	0K / 0.2 GB	25	1
Oveu 1.1 8B	0K / 0.3 GB	42	1
Haru Coder 8B Coding Adapter	0K / 0.2 GB	13	1
Haru Coder 8B Plan Adapter	0K / 0.2 GB	13	1
...aru Coder 8B Debugging Adapter	0K / 0.2 GB	12	1
Lora	0K / 0.2 GB	19	0
Qwen 2.5 7B S1k Lora Model	0K / 0.2 GB	0	1
Mistral 7B News Cnn Merged	0K / 0.3 GB	0	1
Qwen 2.1 7B Persona Lora Model	0K / 0.2 GB	0	1
Qwen2.5 7B Exp2 Lora Model	0K / 0.2 GB	0	1

Note: green Score (e.g. "73.2") means that the model is better than AB-Y0/PentesterFlow-V3-Reasoning-LoRA.