Marktechpost

JULY 8, 2024

Multilingual natural language processing (NLP) is a rapidly advancing field that aims to develop language models capable of understanding & generating text in multiple languages. These models facilitate effective communication and information access across diverse linguistic backgrounds.

Data Scarcity 132

Data Scarcity Large Language Models Natural Language Processing NLP 132

Towards AI

OCTOBER 31, 2024

GenAI can help by automatically clustering similar data points and inferring labels from unlabeled data, obtaining valuable insights from previously unusable sources. Natural Language Processing (NLP) is an example of where traditional methods can struggle with complex text data. GPT-4o mini response use case #2.

Data Quality 122

Data Quality Data Scarcity Automation Natural Language Processing 122

Topbots

DECEMBER 19, 2023

The findings indicate that alleged emergent abilities might evaporate under different metrics or more robust statistical methods, suggesting that such abilities may not be fundamental properties of scaling AI models. The paper also explores alternative strategies to mitigate data scarcity.

Large Language Models 103

Large Language Models Natural Language Processing AI Researcher AI Research 103

Pickl AI

MAY 29, 2024

Also read: What is Information Retrieval in NLP? What is Tokenization in NLP? Instead of training separate models for each task, we can train a single model for multiple tasks, leading to significant time, memory, and energy savings. By simultaneously tackling multiple related tasks, MTL offers a myriad of benefits.

Data Scarcity 52

Data Scarcity Neural Network Deep Learning Natural Language Processing 52

Pickl AI

FEBRUARY 1, 2023

Transfer Learning is a technique in Machine Learning where a model is pre-trained on a large and general task. Since this technology operates in transferring weights from AI models, it eventually makes the training process for newer models faster and easier. Thus it reduces the amount of data and computational need.

Deep Learning 52

Deep Learning Convolutional Neural Networks Neural Network Machine Learning 52

AWS Machine Learning Blog

DECEMBER 18, 2024

Overcoming data scarcity with translation and synthetic data generation When fine-tuning a custom version of the Mistral 7B LLM for the Italian language, Fastweb faced a major obstacle: high-quality Italian datasets were extremely limited or unavailable. In his free time, Giuseppe enjoys playing football.

Large Language Models 74

Large Language Models Data Scarcity LLM Generative AI 74

Pickl AI

OCTOBER 9, 2024

This blog explores the innovations in AI driven by SLMs, their applications, advantages, challenges, and future potential. What Are Small Language Models (SLMs)? Small Language Models (SLMs) are a subset of AI models specifically tailored for Natural Language Processing (NLP) tasks.

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Natural Language Processing Data Scarcity Large Language Models AI 52