Semantic Tagging: Create Meaningful Tags for your Text Data

Fine-tuning Large Language Models with Identity Preference Optimization to enhance the semantic alignment of textual tags.

Introduction

Textual information can be found in almost every area of individual and organizational activities. Handling this huge amount of data and harnessing its power requires the implementation of effective data strategies. Due to the difficulties and costs of implementing the appropriate policies, much of this valuable information is often overlooked and not effectively exploited.

Textual tags can …

alignment data data strategies every fine-tuning found identity implementation information ipo language language models large language large language models llm nlp optimization photo power semantic strategies tag tagging tags text textual