Assessing Natural Language Generation (NLG) in the Age of Large Language Models: A Comprehensive Survey and Taxonomy

Assessing Natural Language Generation (NLG) in the Age of Large Language Models: A Comprehensive Survey and Taxonomy AI News, Adnan Hassan, AI, AI tools, Innovation, itinai.com, LLM, MarkTechPost, t.me/itinai 🚀 **Unlocking the Power of Natural Language Generation (NLG) and Large Language Models (LLMs) in AI** The world of AI and linguistics is being transformed by the advancements in Natural Language Generation (NLG) and Large Language Models (LLMs). These breakthroughs have significantly enhanced the ability of systems to create coherent and contextually relevant human-like text. 🔍 **Challenges in NLG Evaluation** Evaluating NLG poses a unique challenge: ensuring that machine-generated text not only mimics human language fluency and grammar but also aligns with the intended message and context. Traditional evaluation metrics like BLEU and ROUGE fall short in assessing semantic aspects, hindering progress in the field. 📊 **Insights from a Comprehensive Study** A recent comprehensive study by leading researchers has delved into the evaluation of LLM-based NLG. The study covers formalization, generative evaluation methods, benchmarks, and open challenges. It emphasizes the need for robust evaluation methodologies and introduces a nuanced understanding of text quality, promising to enhance the reliability and effectiveness of NLG systems in real-world applications. 🌐 **Practical AI Solutions for Middle Managers** AI offers a transformative potential for middle managers, from identifying automation opportunities to defining KPIs and selecting AI solutions. To explore AI KPI management advice and continuous insights into leveraging AI, connect with us at hello@itinai.com and follow us on Telegram or Twitter. 🤖 **Spotlight on a Practical AI Solution: AI Sales Bot** Our AI Sales Bot, available at itinai.com/aisalesbot, is designed to automate customer engagement 24/7 and manage interactions across all customer journey stages. 🔗 **Useful Links for Further Exploration** - AI Lab in Telegram: @aiscrumbot – free consultation - Research Paper: "Assessing Natural Language Generation (NLG) in the Age of Large Language Models: A Comprehensive Survey and Taxonomy" - MarkTechPost - Twitter: @itinaicom Join us in harnessing the potential of AI for your business success! #AI #NLG #LLM #ArtificialIntelligence #AISolutions #BusinessTransformation