What are the hardware requirements for RobustOps RL 4B?

RobustOps RL 4B requires approximately 16.1 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 RobustOps RL 4B and how large is it?

RobustOps RL 4B is developed by haohuiliang, 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 RobustOps RL 4B?

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

RobustOps RL 4B by haohuiliang — VRAM 16.1GB, 32K context

Name: RobustOps RL 4B
Author: haohuiliang

RobustOps RL 4B is an open-source language model by haohuiliang. Features: 4b LLM, VRAM: 16.1GB, Context: 32K, License: apache-2.0, LLM Explorer Score: 0.32.

Arxiv:2601.05242 Base model:finetune:haohuilian... Base model:haohuiliang/robusto... Conversational Endpoints compatible Enterpriseops Qwen3 Recovery Region:us Safetensors Tool-use

Model Card on HF 🤗: https://huggingface.co/haohuiliang/RobustOps-RL-4B

RobustOps RL 4B Parameters and Internals

LLM Name	RobustOps RL 4B
Repository 🤗	https://huggingface.co/haohuiliang/RobustOps-RL-4B
Base Model(s)	RobustOps SFT 4B haohuiliang/RobustOps-SFT-4B
Model Size	4b
Required VRAM	16.1 GB
Updated	2026-10-13
Maintainer	haohuiliang
Model Type	qwen3
Model Files	16.1 GB
Model Architecture	Qwen3ForCausalLM
License	apache-2.0
Context Length	32768
Model Max Length	32768
Transformers Version	5.5.3
Tokenizer Class	Qwen2Tokenizer
Padding Token	<\|endoftext\|>
Vocabulary Size	151936
Errors	replace

Rank the RobustOps RL 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 RobustOps RL 4B

Best Alternatives	Context / RAM	Downloads	Likes
Qwen3 4B Instruct 2507	256K / 8.1 GB	3109972	911
GRPO 4 70	256K / 8.1 GB	14	0
FastContext 1.0 4B SFT	256K / 8.1 GB	5735	357
...2.5 Flash Lite Preview Distill	256K / 8.1 GB	31	1
SRA RiskGate 4B	256K / 8 GB	2662	1
Lightning 4B	256K / 8.1 GB	13	6
Qwen3 4B Thinking 2507	256K / 8.1 GB	291023	606
Mgi Assistant V1 Qwen3 4B	256K / 8.1 GB	669	1
Qwen3 4B Instruct 2507 FP8	256K / 5.2 GB	1100744	78
FastContext 1.0 4B RL	256K / 8.1 GB	4559	61

Note: green Score (e.g. "73.2") means that the model is better than haohuiliang/RobustOps-RL-4B.