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D

Doyel Masanta

Legal Data Labeling and Structuring

INDIA flag
Kolkata, India
$10.00/hrIntermediateAppenClickworkerOther

Key Skills

Software

AppenAppen
ClickworkerClickworker
Other

Top Subject Matter

Legal/Case Law
AI Validation
Legal Services & Contract Review

Top Data Types

TextText
DocumentDocument
ImageImage

Top Task Types

Bounding Box
Classification
Entity Ner Classification

Freelancer Overview

Legal Data Labeling and Structuring. Core strengths include Other. AI-training focus includes data types such as Document and Text and labeling workflows including Classification, Entity (NER) Classification, and Evaluation.

IntermediateBengaliHindiEnglish

Labeling Experience

AI Output Evaluation & Benchmarking

OtherText
Benchmarked and evaluated AI-generated summaries for alignment with manual outputs. Identified hallucinations, gaps in context, and inconsistencies in AI outputs. Documented error patterns to improve future model prompting and evaluation. • Compared machine-generated summaries to human-written text. • Detected logical inaccuracies and reasoning errors. • Provided feedback to enhance model accuracy. • Used tools like ChatGPT and Claude for analysis and review.

Benchmarked and evaluated AI-generated summaries for alignment with manual outputs. Identified hallucinations, gaps in context, and inconsistencies in AI outputs. Documented error patterns to improve future model prompting and evaluation. • Compared machine-generated summaries to human-written text. • Detected logical inaccuracies and reasoning errors. • Provided feedback to enhance model accuracy. • Used tools like ChatGPT and Claude for analysis and review.

Not specified

Legal Dataset Structuring & Annotation

OtherDocumentEntity Ner Classification
Created standardized datasets by tagging legal concepts in judicial decisions. Annotated documents by tagging issues, jurisdictions, and case outcomes. Extracted reasoning patterns for the purpose of categorization and analysis. • Structured judicial documents for annotation projects. • Tagged various legal entities and outcomes in texts. • Applied consistent annotation formats across projects. • Leveraged Microsoft Excel and Google Sheets for dataset management.

Created standardized datasets by tagging legal concepts in judicial decisions. Annotated documents by tagging issues, jurisdictions, and case outcomes. Extracted reasoning patterns for the purpose of categorization and analysis. • Structured judicial documents for annotation projects. • Tagged various legal entities and outcomes in texts. • Applied consistent annotation formats across projects. • Leveraged Microsoft Excel and Google Sheets for dataset management.

Not specified

Legal Data Labeling and Structuring

OtherDocumentClassification
Processed and structured legal documents by labeling facts, issues, and outcomes. Converted unstructured legal texts into annotated datasets for downstream analysis. Conducted classification and standardization to enable document categorization. • Labeled over 100 legal documents for structure and content. • Identified patterns for document classification. • Standardized legal data for greater consistency. • Utilized tools such as Microsoft Excel and Google Sheets for organizing data.

Processed and structured legal documents by labeling facts, issues, and outcomes. Converted unstructured legal texts into annotated datasets for downstream analysis. Conducted classification and standardization to enable document categorization. • Labeled over 100 legal documents for structure and content. • Identified patterns for document classification. • Standardized legal data for greater consistency. • Utilized tools such as Microsoft Excel and Google Sheets for organizing data.

Not specified

Education

B

Bhavans Gangabux Kanoria Vidyamandir

Senior Secondary School Certificate, General Studies

Senior Secondary School Certificate
2022 - 2023
A

Aditya Academy Senior Secondary

Secondary School Certificate, General Studies

Secondary School Certificate
2020 - 2021

Work History

F

Fox and Mandal

Intern

Kolkata
2025 - 2025
G

Gaggar and Partners

Intern

Kolkata
2025 - 2025