Larry P.

Key Skills

Software

Other

Top Subject Matter

LLM response evaluation and AI tutoring for text-based conversational outputs

Relationship / Human Interaction AI Trainer

RLHF Data Specialist

Top Data Types

Text

Document

Audio

Top Task Types

RLHF

Text Generation

Question Answering

Text Summarization

Evaluation/Rating

Red Teaming

Transcription

Data Collection

Fine-tuning

Classification

Entity (NER) Classification

Function Calling

Freelancer Overview

AI Trainer and LLM Response Evaluator with 25+ years of experience in production, quality control, writing, and structured communication. I evaluate AI responses for clarity, accuracy, tone, bias, safety, usefulness, and alignment with user intent. My background in newspaper production trained me to catch details, follow SOPs, troubleshoot complex systems, and improve workflows under deadline pressure. I specialize in human-centered AI interaction, prompt refinement, conversational quality, and helping AI outputs become more reliable, natural, and useful.

Labeling Experience

Independent AI Collaboration & Content Development (AI Trainer / LLM Response Evaluator)

Don't discloseTextRLHF

Provided iterative review and refinement of AI-generated responses, focusing on clarity, tone, accuracy, balance, usefulness, and emotional intelligence. Applied safety-minded evaluation for sensitive topics, including politics, personal relationships, mental health, and public communication. Tuned prompts through structured feedback loops to better align outputs with user intent while reducing mistakes and improving consistency. • Evaluated responses for correctness, bias signals, logic, and usability • Refined prompting with role, audience, objective, and constraint definitions • Performed quality control style auditing to ensure safety and reliability • Built human+AI conversational frameworks for complex topics

2025 - Present

Education

Work History