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Ash C.

Ash C.

LLM Evaluation, Rubric Creation, and Text Generation Specialist

USA flagYork, Usa

Key Skills

Software

Data Annotation TechData Annotation Tech

Top Subject Matter

No subject matter listed

Top Data Types

ImageImage
TextText
VideoVideo

Top Task Types

Text GenerationText Generation
Text SummarizationText Summarization

Freelancer Overview

I've contributed to multiple projects aimed at producing ideal LLM responses by grading several existing responses against specific, atomic rubrics. I have experience both in analyzing responses against existing rubrics and in creating rubrics myself. I also have contributed to video-training for various AI models, and I've worked on labelling conversations between users and LLMs according to the correct company-specified categories.

Labeling Experience

Data Annotation Tech

Ranking LLM Image Comprehension

Data Annotation TechData Annotation TechImageImageObject DetectionObject DetectionEvaluation/RatingEvaluation/Rating

I compared different LLM responses to prompts requiring the LLMs to comprehend an attached image. This included ranking the LLMs based on accurate descriptions of the images, accurate understanding of what the images represented, and accurate implementation of that knowledge into their responses.

2025
Data Annotation Tech

Testing LLM capability with complex trivia

Data Annotation TechData Annotation TechTextTextText SummarizationText SummarizationEvaluation/RatingEvaluation/Rating

I have worked with several projects intended to find the weak points of existing LLMs by creating precise, complex trivia questions with only one correct answer that an LLM will get correct only 1 or 2 times out of 4 attempts. This requires fine-tuning the prompt, multiple iterations of each trivia question, and identifying where LLMs tend to get tripped up and why.

2025
Data Annotation Tech

Categorizing LLM conversations with users

Data Annotation TechData Annotation TechTextTextClassificationClassificationEmotion RecognitionEmotion Recognition

I participated in multiple projects with the intention to categorize conversations between LLMs and users into pre-specified categories. This involved reading complex, detailed instructions, and accurate identifying the emotion and intent behind user queries in order to categorize the conversations accurately.

2025

Education

S

Shippensburg University

Bachelor of Arts, English Writing

Bachelor of Arts
2015 - 2019
U

University of Granada

N/A (Study Abroad), Spanish Culture and Language

N/A (Study Abroad)
2017 - 2017

Work History

D

DataAnnotation

Annotator

Remote
2025 - Present
C

Citizens Bank

Bank Teller

York
2023 - 2025