What are the hardware requirements for Decider 4B?

Decider 4B requires approximately 8.4 GB of VRAM and supports a context window of 256K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Decider 4B and how large is it?

Decider 4B is developed by Mapika, a model with 4b 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 Decider 4B?

Decider 4B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Decider 4B by Mapika — VRAM 8.4GB, 256K context

Name: Decider 4B
Author: Mapika

Decider 4B is an open-source language model by Mapika. Features: 4b LLM, VRAM: 8.4GB, Context: 256K, License: apache-2.0, LLM Explorer Score: 0.39.

Base model:finetune:qwen/qwen3... Base model:qwen/qwen3.5-4b-bas... Calibrated Decision-model En Multi-task One-pass Qwen3 5 text Region:us Safetensors Structured-output System-one

Model Card on HF 🤗: https://huggingface.co/Mapika/decider-4b

Decider 4B Parameters and Internals

LLM Name	Decider 4B
Repository 🤗	https://huggingface.co/Mapika/decider-4b
Base Model(s)	Qwen/Qwen3.5-4B-Base Qwen/Qwen3.5-4B-Base
Model Size	4b
Required VRAM	8.4 GB
Updated	2026-10-04
Maintainer	Mapika
Model Type	qwen3_5_text
Model Files	8.4 GB
Supported Languages	en
Model Architecture	Qwen3_5ForCausalLM
License	apache-2.0
Context Length	262144
Model Max Length	262144
Transformers Version	5.17.0
Tokenizer Class	Qwen2Tokenizer
Padding Token	<\|endoftext\|>
Vocabulary Size	248320
Errors	replace

Rank the Decider 4B 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

Best Alternatives to Decider 4B

Best Alternatives	Context / RAM	Downloads	Likes
Agents A1 4B Fable Preview	256K / 8.4 GB	103	0
NeoHorse 1 4B	256K / 8.4 GB	1771	179
JevK5	256K / 8.4 GB	5525	13
Wald 4B	256K / 8.4 GB	706	7
JSBAI Coder 4B	256K / 8.4 GB	2795	1
Aztec Coder 4B	256K / 8.4 GB	1197	4
Qwen 3.5 4B Auto ASVD	256K / 8.3 GB	988	1
WikiQwen 4B	256K / 8.4 GB	1125	2
Qwen 3.5 4B ASVD Healed	256K / 8.2 GB	940	0
...ocal Minutes Contextualizer 4B	256K / 8.4 GB	513	1

Note: green Score (e.g. "73.2") means that the model is better than Mapika/decider-4b.