PinnedKnowledgator EngineeringIntroducing LiqFit: Flexible Few-Shot Learning Library for Cross-Encoder ModelsLiqFit library is a game-changing tool for few-shot learning specifically designed for cross-encoder models. At its core, LiqFit discerns…6 min read·Jan 30, 2024--1--1
PinnedKnowledgator EngineeringAchieve 90% Results in Few-Shot Text Classification with Just 0.1% DataZero-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 read·Dec 27, 2023----
PinnedKnowledgator EngineeringExtract custom table from PDF with LLMsPortable Document Format (PDF) is one of the most widely used file formats for sharing information, especially in academic, scientific…5 min read·Sep 30, 2023--2--2
Knowledgator EngineeringRun 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 read·Apr 25, 2024----
Knowledgator EngineeringHow to classify text into millions of classesText 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 read·Feb 29, 2024--2--2
Knowledgator EngineeringSMILES to IUPAC and vice versaYou may already be familiar with SMILES and IUPAC nomenclature if you’ve navigated to this article. Briefly, SMILES (Simplified…6 min read·Feb 21, 2024----
Knowledgator EngineeringPros and Cons of Encoder-Decoder ArchitectureIn the realm of deep learning, especially within natural language processing (NLP) and image processing, three prevalent architectures…10 min read·Feb 12, 2024----
Knowledgator EngineeringInterpolation, Extrapolation, and Reasoning in Neural NetworksLet’s start with the basics.12 min read·Jan 20, 2024----
Knowledgator EngineeringOpen-Source Prompt-Tuned Encoder for Token ClassificationRelevance in the Current ML Landscape10 min read·Jan 16, 2024----