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Knowledgator Engineering

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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…

Jan 30, 2024

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

Jan 30, 2024

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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…

Dec 27, 2023

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

Dec 27, 2023

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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…

Sep 30, 2023

Extract custom table from PDF with LLMs

Sep 30, 2023

GLiNER-Decoder: You extract entities only once

GLiNER is a Named Entity Recognition (NER) model capable of identifying any entity type using a bidirectional transformer encoder…

Aug 15, 2025

GLiNER-Decoder: You extract entities only once

Aug 15, 2025

Text Classification meets RL

Classification is a fundamental ML task aimed at categorizing information, whether text, images, or other data types. While classification…

Mar 28, 2025

Text Classification meets RL

Mar 28, 2025

Pushing zero-shot classification to the limit

Last year, we developed a new classification approach inspired by GLiNER, enabling zero-shot classification in a single forward pass —…

Mar 7, 2025

Pushing zero-shot classification to the limit

Mar 7, 2025

Refreshing zero-shot classification with ModernBERT

Text classification is one of the fundamental tasks in ML with a long history of research and profound practical interests. Moreover, it’s…

Feb 19, 2025

Refreshing zero-shot classification with ModernBERT

Feb 19, 2025

Replicating DeepSeek R1 for information extraction

I have been working on replicating DeepSeek R1 since its release, and here are the early insights I got:

Jan 30, 2025

Replicating DeepSeek R1 for information extraction

Jan 30, 2025

AI Predictions for 2025: A Comprehensive Outlook. Spoiler: Open-Source Will Greatly Win Again.

Many of our forecasts for 2024 materialized, making it a remarkable year for AI. We witnessed the emergence of new paradigms such as…

Dec 31, 2024

AI Predictions for 2025: A Comprehensive Outlook. Spoiler: Open-Source Will Greatly Win Again.

Dec 31, 2024

Meet new encoder language models (LLM2Encoder)

The evolution of language models has followed two major paths: generative models (such as GPT, Llama and T5) and discriminative models…

Sep 10, 2024

Meet new encoder language models (LLM2Encoder)

Sep 10, 2024

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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