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title: README
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![Organization Full Logo](https://cdn-uploads.huggingface.co/production/uploads/670562d6ac129959c16f84d4/3X7sjiyGmQlyu64qkhNio.png)

# İvmeLabs

Welcome to İvmeLabs! We are a Turkish HuggingFace organization that builds AI models that are small and push above their weight.

Our main proposition for our language models is that they're small, but they do one thing (or multiple things if we are crazy) right and do it well.

## Our Model Families

**İvme-Conversate:** İvme-Conversate is our series of language models designed for prediction and conversation using human language.

**İvme-Classify (Upcoming):** İvme-Classify is our series of language models designed for zero-shot classification at small sizes.

**İvme-Polisher (Upcoming):** İvme-Polisher is our series of diffusion language models (That might change; we don't know) designed for polishing user text on the go, such as fixing grammar or adding markdown stylizing.

**İvme-CaaLM/İvme-LaaLM (Proposed, Unknown):** While we can't verify it happening, we have plans of merging our sister organizations [LaaLM](https://huggingface.co/LaaLM) and [CaaLM](https://huggingface.co/CaaLM) into the İvme family.

**İvmecikler (Proposed, Unknown):** İvmecikler is our proposed family of models designed for trying to stay useful or even vaguely coherent at extreme sizes (Think sub-5M or even sub-1M). We can't verify they'll come, but they will probably, as the price of them will be dirt cheap basically.

## Definitely Planned Models

**İvme-Conversate-v2:** We can't really verify that will be the name, but this will be our next model for the İvme-Conversate family. Bringing Turkish support to İvme and also possibly experimenting with some parts of the model. But let's not spoil it too much.

**İvme-Conversate-22M-Instruct:** Probably the weirdest story out of all. We have the code and the dataset, but we just didn't do it for some reason. But we will release it shortly, don't worry!

**İvme-Classify:** While the parameter count and everything overall is unknown, we are definitely going to release it sometime soon.

## Note the Budget

We will TRY to bring models on time, but we CAN'T really verify that they'll come as soon as we say they are coming. As we hit budget problems and noisy hosts. Even backing up İvme-Conversate-22M-Base's training data was hard for us after our host refused to boot. But don't worry, we will try our best as long as our host won't fail and our budget won't hit its limit!