What are the hardware requirements for Tiny Aya Global Esa Grpo Safe V3.1?

Tiny Aya Global Esa Grpo Safe V3.1 requires approximately 6.7 GB of VRAM and supports a context window of 8K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Tiny Aya Global Esa Grpo Safe V3.1 and how large is it?

Tiny Aya Global Esa Grpo Safe V3.1 is developed by ashish-soni08, a model with 3.3b 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 Tiny Aya Global Esa Grpo Safe V3.1?

Tiny Aya Global Esa Grpo Safe V3.1 is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Tiny Aya Global Esa Grpo Safe V3.1 by ashish-soni08 — VRAM 6.7GB, 8K context

Name: Tiny Aya Global Esa Grpo Safe V3.1
Author: ashish-soni08

Tiny Aya Global Esa Grpo Safe V3.1 is an open-source language model by ashish-soni08. Features: 3.3b LLM, VRAM: 6.7GB, Context: 8K, License: cc-by-nc-4.0, LLM Explorer Score: 0.3.

Agents Agenttune Ai-safety Auditkit Base model:ashish-soni08/tiny-... Base model:finetune:ashish-son... Cohere2 Conversational Dataset:ashish-soni08/escalati... En Endpoints compatible Grpo Hi Lexsi Model-index Region:us Reward-hacking Safetensors Tiny-aya Tool-use

Model Card on HF 🤗: https://huggingface.co/ashish-soni08/tiny-aya-global-esa-grpo-safe-v3-1

Tiny Aya Global Esa Grpo Safe V3.1 Parameters and Internals

LLM Name	Tiny Aya Global Esa Grpo Safe V3.1
Repository 🤗	https://huggingface.co/ashish-soni08/tiny-aya-global-esa-grpo-safe-v3-1
Base Model(s)	...ya Global Esa Grpo Esc Safe V2 ashish-soni08/tiny-aya-global-esa-grpo-esc-safe-v2
Model Size	3.3b
Required VRAM	6.7 GB
Updated	2026-11-13
Maintainer	ashish-soni08
Model Type	cohere2
Model Files	6.7 GB
Supported Languages	en hi
Model Architecture	Cohere2ForCausalLM
License	cc-by-nc-4.0
Context Length	8192
Model Max Length	8192
Transformers Version	5.22.2
Tokenizer Class	TokenizersBackend
Padding Token	<PAD>
Vocabulary Size	262144

Rank the Tiny Aya Global Esa Grpo Safe V3.1 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 Tiny Aya Global Esa Grpo Safe V3.1

Best Alternatives	Context / RAM	Downloads	Likes
Shadowwork Shift Plain Sft	488K / 13.5 GB	31	0
...ya Global Esa Grpo Esc Safe V2	8K / 6.7 GB	117	0
...ya Global Safetypulse Repaired	8K / 6.7 GB	51	1
Tiny Aya Global Hindi SFT	8K / 6.7 GB	46	0
...rth Langsafe Circuit Merge 0p5	8K / 6.7 GB	26	0
Lorde Tiny Aya	8K / 6.7 GB	25	0
... Aya 3.3B L2 Thinker BF16 GGUF	4882K / 6.7 GB	974	1