What are the hardware requirements for OpenCogito?

OpenCogito requires approximately 6.2 GB of VRAM and supports a context window of 32K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed OpenCogito and how large is it?

OpenCogito is developed by mrdayl, a model with 3b 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 OpenCogito?

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

OpenCogito by mrdayl — VRAM 6.2GB, 32K context

Name: OpenCogito
Author: mrdayl

OpenCogito is an open-source language model by mrdayl. Features: 3b LLM, VRAM: 6.2GB, Context: 32K, License: apache-2.0, Quantized, Instruction-Based, LLM Explorer Score: 0.24.

Arxiv:1910.09700 Base model:quantized:qwen/qwen... Base model:qwen/qwen2.5-3b-ins... Conversational Dataset:cais/mmlu Dataset:openai/gsm8k Endpoints compatible Gguf Grpo Instruct Quantized Qwen2 Region:us Safetensors Sft Sharded Tensorflow Trl Unsloth

Model Card on HF 🤗: https://huggingface.co/mrdayl/OpenCogito

OpenCogito Parameters and Internals

LLM Name	OpenCogito
Repository 🤗	https://huggingface.co/mrdayl/OpenCogito
Base Model(s)	Qwen/Qwen2.5-3B-Instruct Qwen/Qwen2.5-3B-Instruct
Model Size	3b
Required VRAM	6.2 GB
Updated	2025-03-08
Maintainer	mrdayl
Model Type	qwen2
Instruction-Based	Yes
Model Files	5.0 GB: 1-of-2 1.2 GB: 2-of-2 1.9 GB
GGUF Quantization	Yes
Quantization Type	gguf
Model Architecture	Qwen2ForCausalLM
License	apache-2.0
Context Length	32768
Model Max Length	32768
Transformers Version	4.43.1
Vocabulary Size	151936
Torch Data Type	bfloat16

Rank the OpenCogito 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

Quantized Models of the OpenCogito

Model	Likes	Downloads	VRAM
OpenCognito	0	216	6 GB

Best Alternatives to OpenCogito

Best Alternatives	Context / RAM	Downloads	Likes
VibeThinker 3B Heretic	128K / 6.2 GB	1016	4
QwenDGAF Coder 3B	32K / 1.9 GB	1258	1
Ade Extract 3B V1	32K / 1.7 GB	102	1
Boomslang	32K / 6.2 GB	722	1
LaboAI 0.4.0 3B	32K / 6.2 GB	150	1
Nexai V2	32K / 2.4 GB	72	1
TINY THINKER INSTRUCT	32K / 6.2 GB	1382	4
...n2.5 Coder 3B Instruct Heretic	32K / 6.2 GB	2410	1
Spyfood Brain V2	32K / 6.2 GB	153	0
Zenith 3B	32K / 6.3 GB	190	3

Note: green Score (e.g. "73.2") means that the model is better than mrdayl/OpenCogito.