Ankit C.

Key Skills

Software

Appen

Top Subject Matter

LLM (Large Language Model) AI

Generative AI

Top Data Types

Text

Top Task Types

Fine-tuning

Evaluation/Rating

Prompt + Response Writing (SFT)

Freelancer Overview

LLM Post Trainer. Brings 1+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Technology, CDGI Indore (2026). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

LLM Post Trainer

Text

As an LLM Post Trainer, I was responsible for evaluating and validating AI-generated text outputs for coherence and adherence to ground-truth standards. I identified and documented model reasoning failures, which contributed to refining system reliability. My work included providing actionable feedback to improve AI text generation performance. • Conducted comparison of AI-generated answers versus established answers. • Logged and categorized edge-case failures in AI text outputs. • Suggested targeted data-augmentation strategies to address model weaknesses. • Used internal/proprietary tools to review large volumes of AI assistant responses.

2026 - Present

Education

Work History