Datasets:
instruction stringclasses 1
value | input stringlengths 2.31k 8.72k | output stringlengths 1.67k 6.34k |
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You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Experienced .NET developer with experience across the Microsoft development stack with a passion for web development and application architecture. I am a stron... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Enthusiastic and innovative Software Engineer with over 7 years of experience in software engineering, primarily using .NET and C#. Proven ability to design and engineer scal... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Capable Accountant successful at managing multiple projects and consistently meeting deadlines under pressure. Extensive knowledge of accounting software and p... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Detail-oriented Intermediate Accountant with extensive experience in financial reporting, compliance monitoring, and expenditure management. Proven ability to establish and m... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": "Phoenix, AZ", "links": []}, "summary": "Recent graduate from Nucamp Coding Bootcamp with excellent research, technical and problem-solving skills. Detail-oriented and able to learn new techn... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": "Phoenix, AZ", "links": []}, "summary": "Experienced Software QA Engineer with a strong background in managing and delivering high-quality features. Proven track record in Agile methodologies and effective ... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": "Houston", "links": []}, "summary": "Degreed accountant with more than 10 years of diversified accounting experience seeking accounting position at a well-established company in Houston", "ex... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": "Houston", "links": []}, "summary": "Detail-oriented and analytical accountant with over 10 years of diversified accounting experience, including 4+ years as a seasoned senior accountant. Seeking the Senior... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "I am a full-stack developer with excellent communication and coordination skills and a passion for design.", "experience": [{"title": "Software Engineer", "com... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Experienced Salesforce Communication Cloud Business Analyst with over 10 years in Salesforce (SFDC) and a strong background in Telecom domain solutioning for Quote to Cash. P... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Ardent and intelligent software engineer capable of providing sterling service using my technical prowess, hard working nature and interpersonal skills.", "exp... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Innovative Full Stack Engineer with extensive experience in backend development, particularly in Node.js and RESTful APIs. Proven ability to design scalable solutions and col... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "To participate as a team member in a dynamic work environment focused on promoting business growth and building University popularity by providing superior val... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Results-driven Business Analyst with over 10 years of experience, including 5+ years of hands-on experience in Salesforce and a strong background in the BFSI domain. Adept at... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Results-oriented and innovative Senior Software Engineer with 10+ years of experience. Easily communicates complex technical requirements to non-technical stak... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Results-oriented and innovative Principal Software Engineer with over 10 years of experience in software engineering, specializing in building, testing, deploying, and operat... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Highly motivated Sales Associate with extensive customer service and sales experience. Outgoing sales professional with track record of driving increased sales... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Results-driven Business Analyst with over 10 years of experience in evaluating business processes, anticipating requirements, and developing solutions. Proven track record in... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Adept at managing budgets, payroll, invoicing and general accounting functions. Instrumental in keeping business operations fully compliant and working within ... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Detail-oriented Accountant and Accounts Receivable Specialist with over 4 years of experience in accounts receivable management within the manufacturing and distribution sect... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": ["https://github.com/sbenthall/bigbang", "www.bmobilized.com"]}, "summary": "Highly motivated Sales Associate with extensive customer service and sales experience. Outgoing sal... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": ["https://github.com/sbenthall/bigbang", "www.bmobilized.com"]}, "summary": "Detail-oriented Software Engineer with over 8 years of experience in software development, specializing in data st... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": "Phoenix, AZ", "links": []}, "summary": "Recent graduate from Nucamp Coding Bootcamp with excellent research, technical and problem-solving skills. Detail-oriented and able to learn new techn... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": "Phoenix, AZ", "links": []}, "summary": "Ambitious Full Stack Engineer with experience in developing web applications and a strong focus on customer-centric design. Proven ability to collaborate with cross-... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Highly motivated Sales Associate with extensive customer service and sales experience. Outgoing sales professional with track record of driving increased sales... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Detail-oriented Electrical Design Engineer with extensive experience in hardware validation and verification (HW V&V), DFMEA, and developing innovative solutions for engineer... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": "Reston, VA", "links": []}, "summary": "Highly skilled software development professional bringing more than 4 years in software design, development and integration. Offering advanced knowledg... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": "Reston, VA", "links": []}, "summary": "Results-driven DevOps Engineer with over 4 years of experience in software development and operations. Proven expertise in designing, building, and maintaining tools ... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Technically sophisticated software and web development professional, with background in system engineering and networking. Up-to-date system analysis, integrat... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Results-driven Senior Salesforce Software Engineer with extensive experience in Salesforce declarative and programmatic customization. Proven ability to design secure and sta... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "null", "email": "null", "phone": "null", "location": "null", "links": []}, "summary": "An Engineer-in-Training (E.I.T) with 5+ years of experience together with a MS. (Environmental Engineering) Degree, M.Sc. Chemical and Process Engineering) Degree, and a B.Sc. (Chemical & Pr... | {"personal_info": {"name": "null", "email": "null", "phone": "null", "location": "null", "links": []}, "summary": "Detail-oriented Engineer-in-Training (E.I.T) with over 5 years of experience in water resource engineering and a strong background in environmental sustainability. Proficient in data analysis, regulatory c... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Flexible accounting professional who adapts seamlessly to constantly evolving accounting processes and technologies, with over 8 years of experience with accou... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Detail-oriented Senior Accountant with over 10 years of accounting experience, specializing in general ledger accounting, accounts receivable, and financial analysis. Proven ... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "null", "email": "null", "phone": "null", "location": "null", "links": []}, "summary": "Highly motivated Sales Associate with extensive customer service and sales experience. Outgoing sales professional with track record of driving increased sales, improving buying experience a... | {"personal_info": {"name": "null", "email": "null", "phone": "null", "location": "null", "links": []}, "summary": "Detail-oriented Software Engineer in Test with extensive experience in developing and executing automated tests, maintaining test frameworks, and collaborating with development teams to enhance software qu... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Wireless communications engineer with experience in UMTS, LTE cellular technologies and working with OEMs for their product launches. Experience in providing t... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Lead Software Developer with over 8 years of experience in software engineering, specializing in full stack development and cross-functional collaboration. Proven track recor... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Highly motivated Sales Associate with extensive customer service and sales experience. Outgoing sales professional with track record of driving increased sales... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Detail-oriented Electrical Design Engineer with extensive experience in hardware verification and validation (HW V&V), DFMEA, and DV testing. Proven track record in developin... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": "Wichita, KS", "links": []}, "summary": "Highly proficient Business Analyst with 5 year experience and technical acumen complemented by extensive project management and CRM experience.", "exp... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": "Wichita, KS", "links": []}, "summary": "Results-driven Business Analyst with over 8 years of experience in Data Quality and Governance, specializing in regulatory reporting and KYC Screening. Proven expert... |
You are an expert resume writer and ATS optimization specialist.
Given a master resume in JSON format and a job description, produce a tailored version
of the resume that maximizes alignment with the job description.
Rules:
- Rewrite bullet points to mirror the JD's language and keywords
- Reorder skills so JD-menti... | MASTER RESUME:
{"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Highly motivated Sales Associate with extensive customer service and sales experience. Outgoing sales professional with track record of driving increased sales... | {"personal_info": {"name": "Candidate Name", "email": "candidate@email.com", "phone": "000-000-0000", "location": null, "links": []}, "summary": "Detail-oriented Software Engineer with a strong background in Java and a keen interest in learning Salesforce. Proven experience in maintaining and improving software integra... |
End of preview. Expand in Data Studio
YAML Metadata Warning:The task_categories "text2text-generation" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other
IterateCV Resume Tailoring Dataset
Dataset Description
An instruction-tuning dataset for fine-tuning LLMs to tailor resumes to job descriptions. Built for the IterateCV project.
Each example contains:
- instruction: Task description for the model
- input: A master resume in JSON format + a job description
- output: A tailored version of the resume optimized for the job description
Dataset Construction
- Source resume-JD pairs from
cnamuangtoun/resume-job-description-fit(Good Fit + Potential Fit labels only) - Parsed raw resume text into structured JSON using GPT-4o mini with a custom Pydantic schema (
MasterResume) - Generated tailored resume outputs using GPT-4o mini with a carefully engineered tailoring prompt
- Formatted into Alpaca-style instruction-tuning JSONL
Schema
The resume JSON follows this schema:
personal_info: {name, email, phone, location, links}
summary: str
experience: [{title, company, dates, bullet_points}]
projects: [{title, tech_stack, description, bullet_points}]
skills: {languages, frameworks, tools, domain_skills}
education: [{degree, institution, dates}]
awards: [{title, year, issuer, description}]
leadership: [{role, organization, dates}]
Splits
| Split | Examples |
|---|---|
| Train | 480 |
| Validation | 60 |
| Test | 60 |
Usage
from datasets import load_dataset
ds = load_dataset("abhaykanjoor/iteratecv-resume-tailoring")
print(ds["train"][0])
Fine-tuned Model
This dataset was used to fine-tune Llama 3.2-3B using QLoRA.
Model available at: abhaykanjoor/iteratecv-llama-3.2-3b-lora (coming soon)
License
MIT
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