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resume_id string | category string | resume_text string | target_json dict |
|---|---|---|---|
resume_f733bd7c6f8dcc09 | Accountant | ACCOUNTANT
Highlights
-Soft Skills: Public Speaking, Public Relations, Team Building, Project Management, Procedure writing, Staff Supervision and Management,
Ability to interface with professionals on all levels. Accomplishments, Honors, and Activities -Board of Directors Member for the Food Bank of
Corpus Christi fro... | {
"personal_information": {
"full_name": null,
"professional_title": "ACCOUNTANT",
"email": "dkterry40@sbcglobal.net",
"phone_numbers": [
"361.563.7084"
],
"address": "2383 Suwanee Pointe Drive",
"city": "Lawrenceville",
"state_or_region": "GA",
"postal_code": "30043",
"c... |
resume_a459ff46380d4da0 | Accountant | SENIOR ACCOUNTANT
https://www.linkedin.com/in/angelo-bennett-a2b638106
Professional Summary
Talented Senior Accountant highly effective at solving routine and critical issues across all operational levels. Specialize in financial accounting.
Skills
Microsoft AX Dynamics
General ledger accounting
GAAP proficiency
Record... | {
"personal_information": {
"full_name": null,
"professional_title": "SENIOR ACCOUNTANT",
"email": null,
"phone_numbers": [],
"address": null,
"city": null,
"state_or_region": null,
"postal_code": null,
"country": null,
"linkedin": "https://www.linkedin.com/in/angelo-bennett-a2... |
resume_4c0eaa619609fcaf | Accountant | JESSICA
CLAIRE
resumesample@example.com
(555) 432-1000
100 Montgomery St. 10th
Floor
PROFESSIONAL SUMMARY
Adept at managing budgets, payroll, invoicing and all other general accounting functions. Instrumental in keeping business operations fully compliant and working within budgetary guidelines. Fastidious in trac... | {
"personal_information": {
"full_name": "JESSICA CLAIRE",
"professional_title": null,
"email": "resumesample@example.com",
"phone_numbers": [
"(555) 432-1000"
],
"address": "100 Montgomery St. 10th Floor",
"city": null,
"state_or_region": null,
"postal_code": null,
"coun... |
resume_cee49d042acb1a06 | Accountant | Jessica Claire
100 Montgomery St. 10th Floor (555) 432-1000 resumesample@example.com
SUMMARY
Results-oriented Staff Accountant and Warehouse Coordinator with 3 years of experience in accounting, proficient Microsoft Office skill and SAP- related settings. Quick and eager learner with acute attention to detail ... | {
"personal_information": {
"full_name": "Jessica Claire",
"professional_title": "Staff Accountant and Warehouse Coordinator",
"email": "resumesample@example.com",
"phone_numbers": [
"(555) 432-1000"
],
"address": "100 Montgomery St. 10th Floor",
"city": null,
"state_or_region": ... |
resume_2b4518697febc7a6 | Accountant | ASSISTANT ACCOUNTANT
Summary
Accountant/Business Consultant Objectives; Dynamic, creative and proactive Accountant seeking a long-term opportunity within the business
community, where my professional, experience, education, and abilities would be advantageous to the growth of my employer and my self. Profile
Summary *A... | {
"personal_information": {
"full_name": null,
"professional_title": "ASSISTANT ACCOUNTANT",
"email": null,
"phone_numbers": [],
"address": null,
"city": null,
"state_or_region": null,
"postal_code": null,
"country": null,
"linkedin": null,
"portfolio": null,
"other_lin... |
resume_b8192684e4d762a8 | Accountant | JESSICA CLAIRE
100 Montgomery St. 10th Floor • (555) 432-1000 • resumesample@example.com
SUMMARY
Motivated Assistant Accountant focused on maintaining accurate, compliant records and controls. Responsive to dynamic operating conditions. Detail-oriented and methodical with excellent mathematical skills, GAAP expertis... | {
"personal_information": {
"full_name": "JESSICA CLAIRE",
"professional_title": "Assistant Accountant",
"email": "resumesample@example.com",
"phone_numbers": [
"(555) 432-1000"
],
"address": "100 Montgomery St. 10th Floor",
"city": null,
"state_or_region": null,
"postal_code... |
resume_0ee7bdb56fcca952 | Accountant | JESSICA
CLAIRE
resumesample@example.com
(555) 432-1000
Montgomery Street, San
Francisco, CA 94105
PROFESSIONAL SUMMARY
In the process of completing the last portion of the CPA exam before I can obtain my license. Detail-oriented Accountant with 2+ years of experience outside of my undergraduate degree. I have expe... | {
"personal_information": {
"full_name": "JESSICA CLAIRE",
"professional_title": "Accountant",
"email": "resumesample@example.com",
"phone_numbers": [
"(555) 432-1000"
],
"address": "Montgomery Street, San Francisco, CA 94105",
"city": "San Francisco",
"state_or_region": "CA",
... |
resume_2b7984d333450b73 | Accountant | Jessica Claire
📍 100 Montgomery St. 10th Floor ☎ (555) 432-1000 ✈ resumesample@example.com
SUMMARY
Driven accounting professional with over 20 years of extensive experience in private and governmental accounting. Performs professional accounting and administrative work of considerable difficulty including bank ac... | {
"personal_information": {
"full_name": "Jessica Claire",
"professional_title": "Accountant",
"email": "resumesample@example.com",
"phone_numbers": [
"(555) 432-1000"
],
"address": "100 Montgomery St. 10th Floor",
"city": null,
"state_or_region": null,
"postal_code": null,
... |
resume_3c557616541ffcf4 | Accountant | ACCOUNTANT
Summary
Several years experience in providing information and creating software solutions for business needs and efficiencies. Three plus years experience
in varying accounting positions. Work well independently and as part of a team. Knowledgeable in use of MS Office products.
Skills
Excel spreadsheets
Meti... | {
"personal_information": {
"full_name": null,
"professional_title": "ACCOUNTANT",
"email": null,
"phone_numbers": [],
"address": null,
"city": null,
"state_or_region": null,
"postal_code": null,
"country": null,
"linkedin": null,
"portfolio": null,
"other_links": []
... |
resume_140fa74121ee8729 | Accountant | Kevin Frank
SENIOR ACCOUNTANT
info@resumekraft.com
202-555-0120
Chicago, Illinois, US
linkedin.com/resumekraft
Skills
Microsoft Office
ERP Systems, Peach tree,
Comsys.
Leadership
Organizational Skills
Documentation
Poised under pressure
Hobbies
Reading Books
Cycling
Swimming
Cooking
Education
Bachelor Of Co... | {
"personal_information": {
"full_name": "Kevin Frank",
"professional_title": "SENIOR ACCOUNTANT",
"email": "info@resumekraft.com",
"phone_numbers": [
"202-555-0120"
],
"address": null,
"city": "Chicago",
"state_or_region": "Illinois",
"postal_code": null,
"country": "US"... |
resume_79facb6e8a99d584 | Accountant | JESSICA CLAIRE
Montgomery Street, San Francisco, CA 94105
(555) 432-1000 - resumesample@example.com
SUMMARY
Detail-oriented Accountant who effectively manages strict deadClairenes, schedules and tasks with a positive, can-do attitude.
HIGHLIGHTS
Financial statement analysisGeneral and tax accounting Knowledge... | {
"personal_information": {
"full_name": "JESSICA CLAIRE",
"professional_title": "Accountant",
"email": "resumesample@example.com",
"phone_numbers": [
"(555) 432-1000"
],
"address": "Montgomery Street",
"city": "San Francisco",
"state_or_region": "CA",
"postal_code": "94105",... |
resume_3425059687cb22c4 | Accountant | STAFF ACCOUNTANT
Summary
Flexible Accountant who adapts seamlessly to constantly evolving accounting processes and technologies.
Highlights
10 years of practical accounting
experience
Prior Management experience
Full lifecycle implementation
Prior experience using MS Excel, JD Edwards, QuickBooks, AX, and RFMS on an
ex... | {
"personal_information": {
"full_name": null,
"professional_title": "STAFF ACCOUNTANT",
"email": null,
"phone_numbers": [],
"address": null,
"city": null,
"state_or_region": null,
"postal_code": null,
"country": null,
"linkedin": null,
"portfolio": null,
"other_links":... |
resume_71ce69cb5e7dcb05 | Accountant | ACCOUNTANT
Summary
Financial Accountant specializing in financial planning, reporting and analysis in both private and public sectors.Capable Accountant successful at
managing multiple projects and consistently meeting deadlines under pressure. Extensive knowledge of accounting software and processes.
Highlights
Accoun... | {
"personal_information": {
"full_name": "Smruti Rekha singh",
"professional_title": "ACCOUNTANT",
"email": null,
"phone_numbers": [],
"address": null,
"city": null,
"state_or_region": null,
"postal_code": null,
"country": null,
"linkedin": null,
"portfolio": null,
"oth... |
End of preview.
Resume Parser Dataset and Processing Pipeline
This repository documents and packages the data pipeline for the resume-parser-model project. The project explores fine-tuning compact language models to turn resume text into structured JSON, using only facts supported by each resume.
What is in this repository?
The folders preserve the stages used to build the dataset:
| folder | contents |
|---|---|
raw/ |
Original source resumes, organized by occupation/category. |
extracted/ |
Text extracted from each source file; image-only or failed extractions may be represented by a status marker. |
annotated/ |
Resume-level target JSON, validated against the project's Pydantic schema. |
curated/ |
JSONL records with separate resume text and target JSON fields, plus split statistics. |
Resume files and their derived text/annotations use matching category folders and resume IDs so the processing trail can be followed across stages.
Training example format
Each JSONL record contains four top-level fields:
resume_id: the stable resume identifier shared across processing stages.category: the resume's occupation/category label.resume_text: the extracted text used as model input (X).target_json: the schema-validated JSON object used as the expected output (Y).
The target follows the project's ResumeOutput Pydantic schema. It covers contact details, professional summary and objectives, roles, work history, education, skills, certifications, projects, awards, publications, volunteering, memberships, references, and additional sections. Missing scalar values use null; missing collections use empty lists. Convert these fields to a model-specific prompt or chat format during training preprocessing as needed.
Dataset splits
| split | rows | percentage |
|---|---|---|
| train | 12,440 | 85.002% |
| validation | 732 | 5.002% |
| test | 1,463 | 9.997% |
| total | 14,635 | 100% |
Splits are approximately stratified by resume category and created with seed 42. The test split is held out from model training and validation for final evaluation.
Source datasets
The source materials were collected from:
Intended use and limitations
This corpus is intended for research and experimentation in resume text extraction and structured-output fine-tuning. It is not a resume-ranking dataset and should not be used to make hiring or other high-impact decisions. Resume layouts, extraction quality, annotation coverage, and category balance vary; results should be evaluated on a separate, representative test set.
Resumes may contain personal information. The source datasets have their own terms and licensing; review those terms and applicable privacy requirements before reusing or redistributing the files. No single blanket license is asserted for all source materials in this combined corpus.
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