What are the hardware requirements for Biinduct 1B Baseline?

Biinduct 1B Baseline requires approximately 2.2 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 Biinduct 1B Baseline and how large is it?

Biinduct 1B Baseline is developed by MohammedSabry, a model with 1b 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 Biinduct 1B Baseline?

Biinduct 1B Baseline is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Biinduct 1B Baseline by MohammedSabry — VRAM 2.2GB, 32K context

Name: Biinduct 1B Baseline
Author: MohammedSabry

Biinduct 1B Baseline is an open-source language model by MohammedSabry. Features: 1b LLM, VRAM: 2.2GB, Context: 32K, LLM Explorer Score: 0.23.

Arxiv:2509.22947 1b Baseline Biinduct En Endpoints compatible Matched-compute Mistral Region:us Safetensors The-pile

Model Card on HF 🤗: https://huggingface.co/MohammedSabry/biinduct-1b-baseline

Biinduct 1B Baseline Parameters and Internals

LLM Name	Biinduct 1B Baseline
Repository 🤗	https://huggingface.co/MohammedSabry/biinduct-1b-baseline
Model Size	1b
Required VRAM	2.2 GB
Updated	2026-08-06
Maintainer	MohammedSabry
Model Type	mistral
Model Files	2.2 GB
Supported Languages	en
Model Architecture	MistralForCausalLM
Context Length	32768
Model Max Length	32768
Transformers Version	4.52.4
Tokenizer Class	LlamaTokenizer
Padding Token	</s>
Vocabulary Size	32000
Torch Data Type	bfloat16

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