I will fine tune llm, evaluate dataset and train custom ai model for quality and safety

Need expert, human-in-the-loop validation for your AI models?

I provide rigorous LLM response evaluation, prompt testing, and AI data quality assessment to ensure your large language models deliver factual, safe, and reliable outputs.

Services Offered:

• LLM response evaluation
• Factuality evaluation & hallucination detection
• Instruction-following assessment
• Relevance & completeness evaluation
• AI safety evaluation & toxicity review
• Error classification & severity taxonomy
• Pairwise preference ranking (RLHF)
• Prompt testing & red-teaming
• Healthcare LLM evaluation
• Data quality assurance & dataset preparation

Tools & Formats:

Microsoft Excel, Google Sheets, CSV, JSON, and custom evaluation rubrics.

Quality Assurance:

Every prompt-response pair undergoes multi-pass manual review against your exact evaluation guidelines, scoring criteria, and ground-truth reference sources.

Contact me to review your guidelines or request a sample evaluation!

Relevant Searches:

llm evaluation, ai evaluation, prompt testing, factuality evaluation, ai safety, rlhf, data annotation, response quality, hallucination detection, text evaluation data annotation data labeling image annotation ai data-annotation