Marktechpost

MARCH 3, 2025

Encoder models like BERT and RoBERTa have long been cornerstones of natural language processing (NLP), powering tasks such as text classification, retrieval, and toxicity detection. Data Scarcity: Pre-training on small datasets (e.g., All credit for this research goes to the researchers of this project.

BERT 74

BERT Data Scarcity Natural Language Processing Large Language Models 74

Marktechpost

SEPTEMBER 2, 2023

On various Natural Language Processing (NLP) tasks, Large Language Models (LLMs) such as GPT-3.5 Researchers from Chinese Academy of Sciences, University of Chinese Academy of Sciences, Objecteye Inc., They optimize the LVLM using synthesized anomalous visual-textual data and incorporating IAD expertise.

Data Scarcity 121

Data Scarcity Large Language Models Natural Language Processing LLM 121

Topbots

DECEMBER 19, 2023

Generated with Midjourney The NeurIPS 2023 conference showcased a range of significant advancements in AI, with a particular focus on large language models (LLMs), reflecting current trends in AI research. These awards highlight the latest achievements and novel approaches in AI research. Enjoy this article?

Large Language Models 110

Large Language Models Natural Language Processing Machine Learning AI Researcher 110

Marktechpost

AUGUST 3, 2023

Subsequently, a team of researchers from South Korea has developed a method called LP-MusicCaps (Large language-based Pseudo music caption dataset), creating a music captioning dataset by applying LLMs carefully to tagging datasets. This resulted in the generation of approximately 2.2M captions paired with 0.5M audio clips.

Data Scarcity 52

Data Scarcity Large Language Models BERT Natural Language Processing 52

Pickl AI

OCTOBER 9, 2024

Summary: Small Language Models (SLMs) are transforming the AI landscape by providing efficient, cost-effective solutions for Natural Language Processing tasks. This blog explores the innovations in AI driven by SLMs, their applications, advantages, challenges, and future potential.

Natural Language Processing 52

Natural Language Processing Data Scarcity Large Language Models AI 52

Viso.ai

DECEMBER 18, 2023

Instead of relying on organic events, we generate this data through computer simulations or generative models. Synthetic data can augment existing datasets, create new datasets, or simulate unique scenarios. Specifically, it solves two key problems: data scarcity and privacy concerns.

Computer Vision 52

Computer Vision Neural Network Auto-complete Data Scarcity 52

Unite.AI

MARCH 13, 2024

Introduction The field of natural language processing (NLP) and language models has experienced a remarkable transformation in recent years, propelled by the advent of powerful large language models (LLMs) like GPT-4, PaLM, and Llama. The implications of SaulLM-7B's success extend far beyond academic benchmarks.

Natural Language Processing 203

Natural Language Processing Large Language Models Data Scarcity LLM 203