Mykhailo Shtopko

🚀 Meet GLinker — an ultra-fast, modular, zero-shot entity linking system. Back in 2024, we developed GLiNER bi-encoder that enabled zero-shot NER across hundreds of entity types. But that was just the start. Our real goal was linking text to millions of entities dynamically, without retraining. After ~2 years of research & engineering, it’s here. github.com/Knowledgator/G…

@snwy_me @charliermarsh try to install the same version of cuda toolkit and cuda (it should be also the same as in your torch build); ninja to speed up compiling

@charliermarsh can never just install it; either it isn’t built against my torch version or my cuda version…

WHY IS FLASH-ATTN SUCH A PIECE OF SHIT? AND WHY DOES NOBODY FUCKING DO SOMETHING ABOUT IT? OH MY FUUUUCKING GOD

🚀 Encoders are making come back 🚀 We’re thrilled to share our latest technical paper on the multi-task #GLiNER model. It covers such topics as multi-task encoders, self-learning and synthetic data generation: Paper: arxiv.org/abs/2406.12925

The first truly flash T5: github.com/Knowledgator/T…

Our first million 💸- IUPAC2SMILES-base model crossed 1M downloads @huggingface . It was designed to accurately translate IUPAC chemical names to SMILES. The model is based on the MT5 model with optimizations to handle both modalities. huggingface.co/knowledgator/I…

Who could believe that our the most popular model will be the IUPAC2SMILES encoder-decoder for chemistry 🧪? It got 384,391 downloads 🚀🚀🚀 @huggingface , we hope it's not a joke 😁 Model: huggingface.co/knowledgator/I…

SMILES and IUPAC are like 2 separate #languages in #chemistry, which have unique applications and advantages. To excel in #science, you must handle both simultaneously. Machines handle SMILES better, and they are the main #molecule representations in various databases and modelling applications, but for most people, it is more convenient to communicate in the “IUPAC language”. So, to machine-accelerate the #research, we need translators handling gaps between chemical notations. Imagine a case: - You read a paper and find a molecule in IUPAC notation that has interesting properties - Copy IUPAC, paste it to a translator and get the corresponding SMILES - Feed SMILES to a modelling tool that finds similar SMILES (molecules) - Feed those SMILES to a translator, get their IUPACs and search for information about those molecules on the web, papers, databases, etc!

Manual converting #SMILES to #IUPAC names is time-consuming and challenging, while commercial software costs thousands of dollars. Thanks to @Gradio, we can quickly contribute to #openscience and demonstrate the power of our models that can automatise conversion between different formats of molecules. Check it here huggingface.co/spaces/knowled….

Meet #opensource Google Translator for #chemistry on @huggingface: - SMILES to IUPAC converter - IUPAC to SMILES converter This Space translates into different IUPAC styles and visualises molecules , being the most elaborated #opensource system to date! huggingface.co/spaces/knowled…

We can’t hold it anymore! In an hour, our #research team is presenting a collection of #opensource models for #chemistry: SMILES to IUPAC converter IUPAC to SMILES converter The fundamental chemical encoder Hope #computationalchemistry community will like it and contribute!

Finally, we present collection of #opensource models for practical #chemisty: - SMILES to IUPAC converter - IUPAC to SMILES converter - Fundamental Chemical Encoder Commercial solutions are too expensive. #OpenScience will win! huggingface.co/collections/kn…

фізика фізика якби енштейн не зіпсув все

hi there! наукова спільнота UkrTeenScience тепер у твітері😉 якщо ви захоплюєтесь наукою або просто любите мемчики - welcome колись життя на Землі зародилося з однієї бактерії. можливо, твоя любов до науки почнеться з одного цікавого факту, знайденого тут? максимальний ретвіт!

світ, якби всі користувалися Вієтом

With or without sprinkles, our favorite donuts are supermassive! Happy #DonutDay ! 🍩

An aerial view from Mars. During #MarsHelicopter’s 25th flight, it flew 2,310 ft (704 m) at a speed of 12 mph (5.5 m/s), breaking its own distance and groundspeed records on another planet. Imagery recently downlinked shows Ingenuity’s point of view. go.nasa.gov/3GqC6aO

Microgreens reactor

We challenge you to recreate a work of art with objects (and people) in your home. 🥇 Choose your favorite artwork 🥈 Find three things lying around your house⠀ 🥉 Recreate the artwork with those items And share with us.

“The reason we like best for becoming an entrepreneur is that you are extremely passionate about an idea and believe that starting a new company is the best way to bring it into the world.” — @moskov link.medium.com/H4sidOpmp5