What are the hardware requirements for Looped 40M Onnx?

Looped 40M Onnx requires a context window of 1K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Looped 40M Onnx and how large is it?

Looped 40M Onnx is developed by mburchell, a model with 40m 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 Looped 40M Onnx?

Looped 40M Onnx is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Looped 40M Onnx by mburchell — 1K context

Name: Looped 40M Onnx
Author: mburchell

Looped 40M Onnx is an open-source language model by mburchell. Features: 40m LLM, Context: 1K, License: cc-by-sa-4.0.

Base model:mburchell/looped-40... Base model:quantized:mburchell... Conversational Custom code Dataset:facebook/babi qa Dataset:huggingfacetb/everyday... Dataset:huggingfacetb/smol-smo... Dataset:huggingfacetb/smollm-c... Dataset:rajpurkar/squad En Looped Looped transformer Onnx Recurrent Region:us

Model Card on HF 🤗: https://huggingface.co/mburchell/looped-40m-onnx

Looped 40M Onnx Parameters and Internals

LLM Name	Looped 40M Onnx
Repository 🤗	https://huggingface.co/mburchell/looped-40m-onnx
Base Model(s)	Looped 40M mburchell/looped-40m
Model Size	40m
Updated	2026-11-06
Maintainer	mburchell
Model Type	looped_transformer
Supported Languages	en
Model Architecture	LoopedForCausalLM
License	cc-by-sa-4.0
Context Length	1024
Model Max Length	1024
Transformers Version	5.22.1
Tokenizer Class	LoopedTokenizer
Padding Token	<\|pad\|>
Vocabulary Size	24576

Rank the Looped 40M Onnx 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 Looped 40M Onnx

Best Alternatives	Context / RAM	Downloads	Likes
Looped 40M	1K / 0.2 GB	20	1

Note: green Score (e.g. "73.2") means that the model is better than mburchell/looped-40m-onnx.