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# Hugging Face Research

The science team at Hugging Face is dedicated to advancing machine learning research in ways that maximize value for the whole community. Our work focuses on three core areas of tooling, datasets and open models:

### 🛠️ Tooling & Infrastructure

The foundation of ML research is tooling and infrastructure and we are working on a range of tools such as [datatrove](www.github.com/huggingface/datatrove), [nanotron](www.github.com/huggingface/nanotron), [TRL](www.github.com/huggingface/trl), [LeRobot](www.github.com/huggingface/lerobot), and [lighteval](www.github.com/huggingface/lighteval).

### 📑 Datasets

High quality datasets are the powerhouse of LLMs and require special care and skills to build. We focus on building high-quality datasets such as [no-robots](https://huggingface.co/datasets/HuggingFaceH4/no_robots), [FineWeb](https://huggingface.co/datasets/HuggingFaceFW/fineweb), [The Stack](https://huggingface.co/datasets/bigcode/the-stack-v2), and [FineVideo](https://huggingface.co/datasets/HuggingFaceFV/finevideo).

### 🤖 Open Models

The datatsets and training recipes of most state-of-the-art models are not released. We build cutting-edge models and release the full training pipeline as well fostering more innovation and reproducibility, such as [Zephyr](https://huggingface.co/HuggingFaceH4/zephyr-7b-beta), [StarCoder2](https://huggingface.co/bigcode/starcoder2-15b), or [SmolLM2](https://huggingface.co/HuggingFaceTB/SmolLM2-1.7B-Instruct).

### 🌸 Collaborations

Research and collaboration go hand in hand. That's why we like to organize and participate in large open collaborations such as [BigScience](https://bigscience.huggingface.co) and [BigCode](https://www.bigcode-project.org). 

### ⚙️ Infrastructre

The research team is organized in small teams with typically <4 people and the science cluster consists of 96 x 8xH100 nodes as well as an auto-scalable CPU cluster for dataset processing. In this setup, even a small research team can build and push out impactful artifacts.

### 📖 Educational material

Besides writing tech reports of research projects we also like to write more educational content to help newcomers get started to the field or practitioners. We built for example the [alignment handbook](https://github.com/huggingface/alignment-handbook), the [pretraining tutorial](https://www.youtube.com/watch?v=2-SPH9hIKT8), or the [FineWeb blog](https://huggingface.co/spaces/HuggingFaceFW/blogpost-fineweb-v1).

### 🚀 Releases

This is the release timeline of 2024 so far (you can click on each element!):

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<div class="timeline-container">
    <div class="timeline">
        <div class="line"></div>
        <div class="timeline-items">
            <div class="month-marker">
                <div class="events-container">
                    <div class="event">🔥 Warming up</div>
                </div>
                <div class="month-dot"></div>
                <div class="month-label">Jan</div>
            </div>
            <div class="month-marker">
                <div class="events-container">
                    <div class="event">⚙️<a href="https://github.com/huggingface/nanotron/" target="_blank">Nanotron Release</a></div>
                    <div class="event">⭐️<a href="https://huggingface.co/datasets/bigcode/the-stack-v2" target="_blank">The Stack v2</a></div>
                    <div class="event">⭐️<a href="https://huggingface.co/bigcode/starcoder2-15b" target="_blank">StarCoder2</a></div>
                </div>
                <div class="month-dot"></div>
                <div class="month-label">Feb</div>
            </div>
            <div class="month-marker">
                <div class="events-container">
                    <div class="event">🪁<a href="https://huggingface.co/HuggingFaceH4/zephyr-7b-gemma-v0.1" target="_blank">Zephyr Gemma</a></div>
                    <div class="event">🪐<a href="https://huggingface.co/datasets/HuggingFaceTB/cosmopedia" target="_blank">Cosmopedia</a></div>
                </div>
                <div class="month-dot"></div>
                <div class="month-label">Mar</div>
            </div>
            <div class="month-marker">
                <div class="events-container">
                    <div class="event">🍷<a href="https://huggingface.co/datasets/HuggingFaceFW/fineweb" target="_blank">FineWeb</a></div>
                    <div class="event">🕵️<a href="https://huggingface.co/blog/jat" target="_blank">JAT Agent</a></div>
                    <div class="event">🪁<a href="HuggingFaceH4/zephyr-orpo-141b-A35b-v0.1" target="_blank">Zephyr Mixtral</a></div>
                    <div class="event">🐶<a href="https://huggingface.co/HuggingFaceM4/idefics2-8bb" target="_blank">Idefics 2</a></div>
                    <div class="event">🏆<a href="https://huggingface.co/blog/leaderboard-medicalllm" target="_blank">Community Leaderboards</a></div>
                </div>
                <div class="month-dot"></div>
                <div class="month-label">Apr</div>
            </div>
            <div class="month-marker">
                <div class="events-container">
                    <div class="event">🦾<a href="https://github.com/huggingface/lerobot" target="_blank">LeRobot Release</a></div>
                    <div class="event">📈<a href="https://arxiv.org/abs/2405.18392" target="_blank">WSD Analysis</a></div>
                </div>
                <div class="month-dot"></div>
                <div class="month-label">May</div>
            </div>
            <div class="month-marker">
                <div class="events-container">
                    <div class="event">🍷<a href="https://huggingface.co/spaces/HuggingFaceFW/blogpost-fineweb-v1f" target="_blank">FineWeb Report</a></div>
                    <div class="event">🍷<a href="https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu" target="_blank">FineWeb-Edu</a></div>
                    <div class="event">🌺<a href="https://huggingface.co/blog/finetune-florence2" target="_blank">Florence 2 Blog</a></div>
                    <div class="event">🏆<a href="https://huggingface.co/spaces/open-llm-leaderboard/blog" target="_blank">Open LLM Leaderboard v2</a></div>
                    <div class="event">👩‍🏫<a href="https://www.youtube.com/watch?v=jm2hyJLFfN8" target="_blank">Stanford CS25</a></div>
                </div>
                <div class="month-dot"></div>
                <div class="month-label">Jun</div>
            </div>
            <div class="month-marker">
                <div class="events-container">
                    <div class="event">🛟<a href="https://x.com/Haojun_Zhao14/status/1815419356408336738" target="_blank">Ring attention</a></div>
                    <div class="event">🦾<a href="https://x.com/RemiCadene/status/1805583409382932620" target="_blank">LeRobot TeleOps</a></div>
                    <div class="event">🥇<a href="https://x.com/_lewtun/status/1808898804822720769" target="_blank">Win AIMO</a></div>
                    <div class="event">🐶<a href="https://huggingface.co/blog/docmatix" target="_blank">Docmatix</a></div>
                    <div class="event">🤏<a href="https://huggingface.co/blog/smollm" target="_blank">SmolLM</a></div>
                </div>
                <div class="month-dot"></div>
                <div class="month-label">Jul</div>
            </div>
            <div class="month-marker">
                <div class="events-container">
                    <div class="event">🦾<a href="https://github.com/huggingface/lerobot/blob/main/examples/7_get_started_with_real_robot.md" target="_blank">LeRobot Tutorial</a></div>
                    <div class="event">📣<a href="https://github.com/huggingface/speech-to-speech" target="_blank">Speech-to-Speech</a></div>
                    <div class="event">🐶<a href="https://huggingface.co/HuggingFaceM4/Idefics3-8B-Llama3" target="_blank">Idefics 3</a></div>
                    <div class="event">🤏<a href="https://huggingface.co/spaces/HuggingFaceTB/instant-smollm" target="_blank">Instant SmolLM</a></div>
                </div>
                <div class="month-dot"></div>
                <div class="month-label">Aug</div>
            </div>
            <div class="month-marker">
                <div class="events-container">
                    <div class="event">🦾<a href="https://x.com/alibert_s/status/1828760527730082024" target="_blank">LeRobot Video</a></div>
                    <div class="event">🎥<a href="https://huggingface.co/spaces/HuggingFaceFV/FineVideo-Explorer" target="_blank">FineVideo</a></div>
                    <div class="event">📣<a href="https://x.com/andi_marafioti/status/1830862304906268725" target="_blank">Speech-to-Speech Multilingual</a></div>
                </div>
                <div class="month-dot"></div>
                <div class="month-label">Sep</div>
            </div>
            <div class="month-marker">
                <div class="events-container">
                    <div class="event">🔎<a href="https://github.com/huggingface/evaluation-guidebook" target="_blank">LLM Evaluation Guidebook</a></div>
                    <div class="event">🦾<a href="https://x.com/Thom_Wolf/status/1851557379294286176" target="_blank">LeRobot Hackathon</a></div>
                    <div class="event">🗺️<a href="https://huggingface.co/spaces/HuggingFaceFW/blogpost-fine-tasks" target="_blank">FineTasks</a></div>
                </div>
                <div class="month-dot"></div>
                <div class="month-label">Oct</div>
            </div>
            <div class="month-marker">
                <div class="events-container">
                    <div class="event">🤏<a href="https://huggingface.co/HuggingFaceTB/SmolLM2-1.7B-Instruct" target="_blank">SmolLM2</a></div>
                </div>
                <div class="month-dot"></div>
                <div class="month-label">Nov</div>
            </div>
        </div>
    </div>
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### 🤗 Join us! 

We are actively hiring for both full-time and internships. Check out [hf.co/jobs](https://hf.co/jobs)