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Daniel Vila

dvilasuero

https://argilla.io

AI & ML interests

RLHF, RLAIF, DPO, data, data, data

Recent Activity

reacted to davanstrien's post with 🚀 1 day ago

The https://huggingface.co/datasets/data-is-better-together/fineweb-c dataset is growing! This week a few more languages have got 1,000 annotations for the educational quality of data from https://huggingface.co/datasets/HuggingFaceFW/fineweb-2. Why should you care? The quality of pre-training data can have a big impact on the performance of downstream language models trained on that data (https://huggingface.co/spaces/HuggingFaceFW/blogpost-fineweb-v1). Being able to filter by educational quality is on way of improving the quality of the data you use for training an LLM. Very importantly this approach can also reduce the amount of data needed for pertaining. Why not use an LLM? LLMs can be used to annotate educational quality for a subset of data. This data can then be used to train a smaller encoder only model to label the full dataset. However, this may not work well for languages outside of english. This is where fineweb-c (community) comes in. The community is annotating the educational quality of fineweb2 data. Currently 114 languages have some annotations. These annotations will enable a number of things: - Evaluate whether an LLM can label the educational quality for texts in that language well - Directly be used for training quality classifiers - Help discover other rules and huerisitcs for refining fineweb2 further for different languages. This week the following languages where done: Swedish thanks to: @Lauler @AntonVic @ohallstrom @bjarlestam @menbom @Ekgren @apsod Ukrainian thanks to: @hannayukhymenko @robinhad @realPivo @RabotiahovDmytro @reciprocate Assamese thanks to: @moyoor97 @Arpanjyoti @nawaf-helmi123 @pahigogoi1 @aelhence @kishorekashyap Want to learn more: https://huggingface.co/blog/davanstrien/fineweb2-community Contribute yourself here: https://huggingface.co/spaces/data-is-better-together/fineweb-c

liked a model 2 days ago

stabilityai/stable-point-aware-3d

liked a dataset 2 days ago

eltorio/ROCOv2-radiology

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Articles

Argilla 2.4: Easily Build Fine-Tuning and Evaluation datasets on the Hub — No Code Required

Nov 4, 2024

• 41

How to build a custom text classifier without days of human labeling

Oct 17, 2024

• 55

How to optimize your data labelling project with custom interfaces

Oct 16, 2024

• 18

🔥 Argilla 2.0: the data-centric tool for AI makers 🤗

Jul 30, 2024

• 37

Llama 3.1 - 405B, 70B & 8B with multilinguality and long context

Jul 23, 2024

• 226

How we leveraged distilabel to create an Argilla 2.0 Chatbot

Jul 16, 2024

• 32

Ethics and Society Newsletter #6: Building Better AI: The Importance of Data Quality

Jun 24, 2024

• 33

🦙⚗️ Using Llama3 and distilabel to build fine-tuning datasets

Jun 4, 2024

• 73

Data is better together

Mar 4, 2024

• 8

Organizations

dvilasuero's activity

upvoted an article 2 days ago

Article

Crowd-sourced Open Preference Dataset for Text-to-Image Generation

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4 days ago

• 17

upvoted 2 articles 5 days ago

Article

FineWeb2-C: Help Build Better Language Models in Your Language

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19 days ago

• 12

Article

Fine-tune ModernBERT for text classification using synthetic data

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12 days ago

• 22

upvoted a collection about 1 month ago

FineWeb2 Collaborative Annotation Sprint

Collection

5 items • Updated 18 days ago • 6

upvoted a paper about 1 month ago

Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluation

Paper • 2412.03304 • Published Dec 4, 2024 • 17

upvoted an article about 2 months ago

Article

Let’s make a generation of amazing image generation models

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Nov 26, 2024

• 34

upvoted 2 collections about 2 months ago

Dataset transformation, preparation and edition

Collection

3 items • Updated 29 days ago • 5

Dataset Creation

Collection

Spaces and utilities for creating datasets and getting them on the Hub • 3 items • Updated Nov 10, 2024 • 10

upvoted an article about 2 months ago

Article

Halo: Open Source Health Tracking with Wearables

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Nov 19, 2024

• 101

upvoted 3 articles 3 months ago

Article

How to build a custom text classifier without days of human labeling

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Oct 17, 2024

• 55

Article

How to optimize your data labelling project with custom interfaces

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Oct 16, 2024

• 18

Article

Scaling AI-based Data Processing with Hugging Face + Dask

Oct 9, 2024

• 27

upvoted 2 collections 3 months ago

LLM Reasoning Papers

Collection

Papers to improve reasoning capabilities of LLMs • 18 items • Updated 1 day ago • 99

Critique-out-Loud Reward Models

Collection

Paper: https://arxiv.org/abs/2408.11791 | Code: https://github.com/zankner/CLoud • 7 items • Updated Sep 5, 2024 • 3

upvoted an article 3 months ago

Article

Let's talk about LLM evaluation

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May 23, 2024

• 144

upvoted 2 articles 4 months ago

Article

ColPali: Efficient Document Retrieval with Vision Language Models 👀

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Jul 5, 2024

• 186

Article

Llama can now see and run on your device - welcome Llama 3.2

Sep 25, 2024

• 180

upvoted a collection 4 months ago

Molmo

Collection

Artifacts for open multimodal language models. • 5 items • Updated 5 days ago • 292

upvoted a paper 4 months ago

V-STaR: Training Verifiers for Self-Taught Reasoners

Paper • 2402.06457 • Published Feb 9, 2024 • 9

upvoted an article 4 months ago

Article

Preference Optimization for Vision Language Models

Jul 10, 2024

• 55

Daniel Vila

AI & ML interests

Recent Activity

Articles

FineWeb2-C: Help Build Better Language Models in Your Language

Introducing the Synthetic Data Generator - Build Datasets with Natural Language

Open Preference Dataset for Text-to-Image Generation by the 🤗 Community

Let’s make a generation of amazing image generation models

Argilla 2.4: Easily Build Fine-Tuning and Evaluation datasets on the Hub — No Code Required

How to build a custom text classifier without days of human labeling

How to optimize your data labelling project with custom interfaces

🔥 Argilla 2.0: the data-centric tool for AI makers 🤗

Llama 3.1 - 405B, 70B & 8B with multilinguality and long context

How we leveraged distilabel to create an Argilla 2.0 Chatbot

Ethics and Society Newsletter #6: Building Better AI: The Importance of Data Quality

🦙⚗️ Using Llama3 and distilabel to build fine-tuning datasets

Data is better together

Organizations

dvilasuero's activity

Crowd-sourced Open Preference Dataset for Text-to-Image Generation

FineWeb2-C: Help Build Better Language Models in Your Language

Fine-tune ModernBERT for text classification using synthetic data

Let’s make a generation of amazing image generation models

Halo: Open Source Health Tracking with Wearables

How to build a custom text classifier without days of human labeling

How to optimize your data labelling project with custom interfaces

Scaling AI-based Data Processing with Hugging Face + Dask

Let's talk about LLM evaluation

ColPali: Efficient Document Retrieval with Vision Language Models 👀

Llama can now see and run on your device - welcome Llama 3.2

Preference Optimization for Vision Language Models