Ashutosh Tiwari

Key Skills

Software

Sama

Scale AI

Top Subject Matter

No subject matter listed

Top Data Types

Audio

Image

Text

Top Label Types

Audio Recording

Classification

Evaluation Rating

Fine Tuning

Prompt Response Writing SFT

Red Teaming

RLHF

Text Generation

Text Summarization

Transcription

Translation Localization

Freelancer Overview

I am a responsible and detail-oriented professional with hands-on experience in data annotation, AI language training, and search engine evaluation for companies such as Appen, Neevo, and Remotasks/Outlier. My background includes working on projects involving transcription, language data labeling, and quality assessment for natural language processing applications. I am skilled in using text processors, spreadsheets, and presentation tools, and I am always eager to learn new technologies and workflows. With strong organizational skills and the ability to meet deadlines, I am committed to delivering high-quality training data for AI and machine learning projects.

Labeling Experience

AI Language Training, RLHF & Quality Control (Hindi)

Scale AITextRLHFFine Tuning

I have worked as a freelance AI Language Trainer with Outlier/Remotasks since 2022, contributing to diverse projects focused on improving large language model performance and reliability. My responsibilities included fact-checking, hallucination detection, RLHF and SFT annotations, response evaluation, transcription, audio labeling, localization, translation, classification, and structured writing tasks. The work required strong attention to detail, accurate interpretation of evolving guidelines, and consistency in judgment across large datasets. In 2024, I was promoted from contributor to Freelance Quality Control Auditor for Hindi. In this role, I reviewed rater outputs, ensured alignment with project standards, and supported overall quality improvement.

I have worked as a freelance AI Language Trainer with Outlier/Remotasks since 2022, contributing to diverse projects focused on improving large language model performance and reliability. My responsibilities included fact-checking, hallucination detection, RLHF and SFT annotations, response evaluation, transcription, audio labeling, localization, translation, classification, and structured writing tasks. The work required strong attention to detail, accurate interpretation of evolving guidelines, and consistency in judgment across large datasets. In 2024, I was promoted from contributor to Freelance Quality Control Auditor for Hindi. In this role, I reviewed rater outputs, ensured alignment with project standards, and supported overall quality improvement.

2022

AI Response Evaluation

SamaTextClassificationTranslation Localization

I worked as an AI Response Evaluator at Samasource Inc., primarily supporting search and generative AI models by reviewing outputs for accuracy, relevance, safety, and linguistic quality. My responsibilities included comparing multiple responses, detecting hallucinations and reasoning gaps, and writing structured, guideline-based justifications. In addition to evaluation, I contributed to tasks involving translation and localization, classification, and fine-tuning support. The role required strong attention to user intent, cultural nuance, and rating consistency. My evaluations supported RLHF workflows and helped improve model reliability and overall user experience.

I worked as an AI Response Evaluator at Samasource Inc., primarily supporting search and generative AI models by reviewing outputs for accuracy, relevance, safety, and linguistic quality. My responsibilities included comparing multiple responses, detecting hallucinations and reasoning gaps, and writing structured, guideline-based justifications. In addition to evaluation, I contributed to tasks involving translation and localization, classification, and fine-tuning support. The role required strong attention to user intent, cultural nuance, and rating consistency. My evaluations supported RLHF workflows and helped improve model reliability and overall user experience.

2024 - 2025

Education

Work History