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Knowledgator Engineering

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Knowledgator Engineering

Introducing LiqFit: Flexible Few-Shot Learning Library for Cross-Encoder Models

LiqFit library is a game-changing tool for few-shot learning specifically designed for cross-encoder models. At its core, LiqFit discerns…

6 min readJan 30, 2024

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Introducing LiqFit: Flexible Few-Shot Learning Library for Cross-Encoder Models

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Knowledgator Engineering

Achieve 90% Results in Few-Shot Text Classification with Just 0.1% Data

Zero-shot abilities of modern LLMs are truly inspiring and make us feel that AGI is pretty close. However, it requires large networks and…

5 min readDec 27, 2023

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Achieve 90% Results in Few-Shot Text Classification with Just 0.1% Data

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Knowledgator Engineering

Extract custom table from PDF with LLMs

Portable Document Format (PDF) is one of the most widely used file formats for sharing information, especially in academic, scientific…

5 min readSep 30, 2023

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Extract custom table from PDF with LLMs

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Knowledgator Engineering

Run T5 model 🦾 on 100k tokens 📚 20x faster ⚡

Small language models (SLMs) are essential in tasks that require instant response or in situations with low computational resources…

5 min readApr 25, 2024

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Run T5 model 🦾 on 100k tokens 📚 20x faster ⚡

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Knowledgator Engineering

How to classify text into millions of classes

Text Classification is one of the fundamental tasks in NLP and ML in general. During years of development, the fields have emerged with a…

5 min readFeb 29, 2024

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How to classify text into millions of classes

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Knowledgator Engineering

SMILES to IUPAC and vice versa

You may already be familiar with SMILES and IUPAC nomenclature if you’ve navigated to this article. Briefly, SMILES (Simplified…

6 min readFeb 21, 2024

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SMILES to IUPAC and vice versa

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Knowledgator Engineering

Pros and Cons of Encoder-Decoder Architecture

In the realm of deep learning, especially within natural language processing (NLP) and image processing, three prevalent architectures…

10 min readFeb 12, 2024

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Pros and Cons of Encoder-Decoder Architecture

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Knowledgator Engineering

Defining Levels of AGI

Author: Ihor Stepanov

5 min readJan 23, 2024

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Defining Levels of AGI

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Knowledgator Engineering

Interpolation, Extrapolation, and Reasoning in Neural Networks

Let’s start with the basics.

12 min readJan 20, 2024

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Interpolation, Extrapolation, and Reasoning in Neural Networks

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Knowledgator Engineering

Open-Source Prompt-Tuned Encoder for Token Classification

Relevance in the Current ML Landscape

10 min readJan 16, 2024

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Open-Source Prompt-Tuned Encoder for Token Classification

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Knowledgator Engineering

Knowledgator Engineering

Open-Source ML research company focused on developing fundamental encoder-based model for information extraction https://knowledgator.com/

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