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Pronoy Sircar

Pronoy Sircar

Physics and Mathematics Expert Contributor, Outlier AI

USA flagChicago, Usa
Intermediate

Key Skills

Software

No software listed

Top Subject Matter

Physics Domain Expertise
Mathematics Domain Expertise
LLM Evaluation

Top Data Types

TextText

Top Task Types

Text GenerationText Generation

Freelancer Overview

Physics and Mathematics Expert Contributor, Outlier AI. Brings 13+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Doctor of Philosophy, University of Chicago (2022) and Integrated Master of Science, Indian Institute of Technology Kanpur (2009). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Text Generation.

Intermediate

Labeling Experience

Physics and Mathematics Expert Contributor, Outlier AI

Text
Worked as a Physics and Mathematics Expert Contributor on projects evaluating and improving LLM-generated responses to complex prompts in physics and mathematics. Responsibilities included engineering open-ended, domain-specific prompts designed to expose model failures, and creating rubrics to assess AI performance. Actively participated in iterative model evaluation and improvement cycles with expert peers. • Evaluated model responses to complex subject matter prompts. • Engineered prompts to intentionally induce subpar model output. • Contributed to rubric creation for objective evaluation. • Worked on continuous improvement of LLM models in STEM domains.

Worked as a Physics and Mathematics Expert Contributor on projects evaluating and improving LLM-generated responses to complex prompts in physics and mathematics. Responsibilities included engineering open-ended, domain-specific prompts designed to expose model failures, and creating rubrics to assess AI performance. Actively participated in iterative model evaluation and improvement cycles with expert peers. • Evaluated model responses to complex subject matter prompts. • Engineered prompts to intentionally induce subpar model output. • Contributed to rubric creation for objective evaluation. • Worked on continuous improvement of LLM models in STEM domains.

2025 - Present

AI Content Analyst, GlobalLogic (via Avance Consulting)

Text
Served as an AI Content Analyst in projects aimed at assessing and refining Gemini reasoning models at GlobalLogic for Google. Tasks involved assessing model outputs for quality and adherence to specifications, as well as creating challenging prompts to test model limitations. Peer review and feedback played a significant role in maintaining project quality standards. • Analyzed model outputs on complex reasoning tasks. • Authored prompts to reveal model errors and weaknesses. • Conducted quality and accuracy evaluations of peer submissions. • Collaborated on enhancing AI reasoning evaluation projects.

Served as an AI Content Analyst in projects aimed at assessing and refining Gemini reasoning models at GlobalLogic for Google. Tasks involved assessing model outputs for quality and adherence to specifications, as well as creating challenging prompts to test model limitations. Peer review and feedback played a significant role in maintaining project quality standards. • Analyzed model outputs on complex reasoning tasks. • Authored prompts to reveal model errors and weaknesses. • Conducted quality and accuracy evaluations of peer submissions. • Collaborated on enhancing AI reasoning evaluation projects.

2024 - 2025

Mathematics Expert, Pareto AI

TextText Generation
Worked as a Mathematics Expert at Pareto AI, focused on generating original mathematical problems to test the limits of AI models. Created novel, challenging mathematics questions and corresponding solutions to intentionally prompt model failure. Contributed to an ongoing cycle of quality control and evaluation for math-focused text generation tasks. • Developed and delivered math problems of varying complexity. • Authored detailed solutions for complex mathematical topics. • Ensured coverage across a broad range of mathematical domains. • Supported improvements in math-specific LLM performance.

Worked as a Mathematics Expert at Pareto AI, focused on generating original mathematical problems to test the limits of AI models. Created novel, challenging mathematics questions and corresponding solutions to intentionally prompt model failure. Contributed to an ongoing cycle of quality control and evaluation for math-focused text generation tasks. • Developed and delivered math problems of varying complexity. • Authored detailed solutions for complex mathematical topics. • Ensured coverage across a broad range of mathematical domains. • Supported improvements in math-specific LLM performance.

2024 - 2024

Education

U

University of Chicago

Doctor of Philosophy, Physics

Doctor of Philosophy
2010 - 2022
I

Indian Institute of Technology Kanpur

Integrated Master of Science, Physics

Integrated Master of Science
2004 - 2009

Work History

U

University of Chicago

Graduate Teaching Assistant

Chicago
2010 - 2022
U

University of Chicago

Graduate Research Assistant

Chicago
2017 - 2021