appvoid / palmer-005-nano

huggingface.co
Total runs: 31
24-hour runs: 0
7-day runs: 31
30-day runs: 31
Model's Last Updated: May 15 2026
text-generation

Introduction of palmer-005-nano

Model Details of palmer-005-nano

cubby

In this repository, we propose the next iteration of palmer , a new family of small language models trained with better foundational models, better data but same tasks: Text rewriting, paraphrasing, tone transfer, grammar-style editing, and instruction-following text transformations. With only 90m parameters, this model is perfect for experiments on small SBCs and low-power devices.

Our custom evaluation consists of 100 text-editing tasks where the model has to modify a diversity of texts in different ways. All models were evaluated using q8_0 gguf quantization.

Model Avg Emb String Token Rule Exact Strict Flagged Params
🥇 nano 84.70 95.81 81.12 78.22 87.57 39/100 68/100 19/100 90m
lfm2 72.04 93.19 62.00 56.22 75.35 21/100 40/100 35/100 700m
granite4 71.96 92.54 65.01 54.98 76.41 17/100 34/100 33/100 350m
qwen3 51.81 87.76 45.26 33.65 50.80 6/100 22/100 60/100 600m

The model has learned from a dataset with about 1 million examples on how to edit text in many different ways. The dataset contains high-quality data that was further expanded using common well-known heuristics.

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legal

If you are an individual, you're totally free to make money with the model as long as you properly credit the model being used in your products. If you are a company, you need to get a license at this email for commercial purposes.

Note : the model has not been tested as a chat assistant and it might not work as intended, use with caution.

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More Information About palmer-005-nano huggingface.co Model

More palmer-005-nano license Visit here:

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palmer-005-nano huggingface.co

palmer-005-nano huggingface.co is an AI model on huggingface.co that provides palmer-005-nano's model effect (), which can be used instantly with this appvoid palmer-005-nano model. huggingface.co supports a free trial of the palmer-005-nano model, and also provides paid use of the palmer-005-nano. Support call palmer-005-nano model through api, including Node.js, Python, http.

palmer-005-nano huggingface.co Url

https://huggingface.co/appvoid/palmer-005-nano

appvoid palmer-005-nano online free

palmer-005-nano huggingface.co is an online trial and call api platform, which integrates palmer-005-nano's modeling effects, including api services, and provides a free online trial of palmer-005-nano, you can try palmer-005-nano online for free by clicking the link below.

appvoid palmer-005-nano online free url in huggingface.co:

https://huggingface.co/appvoid/palmer-005-nano

palmer-005-nano install

palmer-005-nano is an open source model from GitHub that offers a free installation service, and any user can find palmer-005-nano on GitHub to install. At the same time, huggingface.co provides the effect of palmer-005-nano install, users can directly use palmer-005-nano installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

palmer-005-nano install url in huggingface.co:

https://huggingface.co/appvoid/palmer-005-nano

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appvoid
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