This AI Research from Cohere Discusses Model Evaluation Using a Panel of Large Language Models Evaluators (PoLL)

Large Language Models (LLMs) are improving quickly, but verifying their accuracy and quality is challenging due to limited data. Evaluating text production precision is complex. Practical Solutions and Value: Now, we use LLMs as judges to score other models like GPT-4, but this has drawbacks. An efficient alternative is using a Panel of LLM evaluators (PoLL) with smaller models, which is cost-effective and shows superior performance. Benefits of PoLL: PoLL reduces bias and offers cost-saving advantages, making evaluations more precise and economical. Research Findings: Research shows that PoLL is more cost-effective and closely correlates with human evaluations compared to using a single large judge like GPT-4. AI Solutions for Business Transformation: AI can redefine work processes, identify automation opportunities, define KPIs, select suitable AI tools, and implement AI solutions for impactful business outcomes. Practical AI Solution: AI Sales Bot: The AI Sales Bot automates customer engagement 24/7 and manages interactions across all customer journey stages, revolutionizing sales processes and customer engagement. Useful Links: AI Lab in Telegram @itinai – free consultation Twitter – @itinaicom