What are the hardware requirements for Pulvis V2?

Pulvis V2 requires a context window of 1K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Pulvis V2 and how large is it?

Pulvis V2 is developed by bench-labs, a model with 3m 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 Pulvis V2?

Pulvis V2 is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Pulvis V2 by bench-labs — 1K context

Name: Pulvis V2
Author: bench-labs

Pulvis V2 is an open-source language model by bench-labs. Features: 3m LLM, Context: 1K, License: cc-by-nc-sa-4.0, LLM Explorer Score: 0.34.

Base-model Custom code Dataset:huggingfacefw/finephra... Dataset:huggingfacefw/fineweb-... Dataset:huggingfacetb/cosmoped... Dataset:huggingfacetb/finemath Dataset:huggingfacetb/smollm-c... Dataset:megascience/megascienc... Dataset:microsoft/orca-math-wo... Dataset:mlfoundations/dclm-bas... Dataset:nvidia/openmathinstruc... En Language-model Pretrained-from-scratch Pulvis Region:us Safetensors Small-language-model

Model Card on HF 🤗: https://huggingface.co/bench-labs/pulvis-v2

Pulvis V2 Parameters and Internals

LLM Name	Pulvis V2
Repository 🤗	https://huggingface.co/bench-labs/pulvis-v2
Model Size	3m
Required VRAM	0 GB
Updated	2026-10-07
Maintainer	bench-labs
Model Type	pulvis
Model Files	0.0 GB
Supported Languages	en
Model Architecture	PulvisForCausalLM
License	cc-by-nc-sa-4.0
Context Length	1024
Model Max Length	1024
Tokenizer Class	PreTrainedTokenizerFast
Padding Token	<\|pad\|>
Vocabulary Size	4096
Torch Data Type	float32

Rank the Pulvis V2 capabilities

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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 Pulvis V2

Best Alternatives	Context / RAM	Downloads	Likes
Pulvis V1	1K / 0 GB	437	9