datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
resumes
Dataset Card for Advanced Resume Parser & Job Matcher Resumes
This dataset contains a merged collection of real and synthetic resume data in JSON format. The resumes have been normalized to a common schema to facilitate the development of NLP models for candidate-job matching in the technical recruitment domain.
Dataset Details
Dataset Description
This dataset is a combined collection of real resumes and synthetically generated CVs.
Curated by:… See the full description on the dataset page: https://huggingface.co/datasets/datasetmaster/resumes.resumeDatasetresumes
Dataset Card for Advanced Resume Parser & Job Matcher Resumes
This dataset contains a merged collection of real and synthetic resume data in JSON format. The resumes have been normalized to a common schema to facilitate the development of NLP models for candidate-job matching in the technical recruitment domain.
Dataset Details
Dataset Description
This dataset is a combined collection of real resumes and synthetically generated CVs.
Curated by: datasetmaster… See the full description on the dataset page: https://huggingface.co/datasets/hehhe89/resumes.spm_jsonresume_resumed
spm
Small Package Model is a method for creating micro llms trained to be an expert on a single software project. The goal is to generate fine tuned models that are so small they can be saved as a package, loaded as a dependency, and run locally. The advantage of this method is that the model can give accurate and up to date information on the particular code being run without needing external tools, it stays up to date with latest changes and understands the specific implementation… See the full description on the dataset page: https://huggingface.co/datasets/ajaxdavis/spm_jsonresume_resumed.ResumeExtractBench
ResumeExtractBench
ResumeExtractBench is a benchmark for schema-guided structured extraction from resume documents. Given a resume PDF and a JSON Schema, systems must return structured data covering personal details, work history, education, skills, and more.
Dataset Size: 38 documents (handwritten + adversarial distractors)
Schema Sections Scored: 9 (basics, experience, education, projects, summary, certifications, awards, volunteering, skills)
Domains: 6 (engineering… See the full description on the dataset page: https://huggingface.co/datasets/Careerflow/ResumeExtractBench.resume_dataset
Dataset Card for Saba06huggingface/resume_dataset
A collection of Resume Examples taken from livecareer.com for categorizing a given resume into any of the labels defined in the dataset.
This dataset card aims to be a base template for new datasets. It has been generated using this raw template.
Dataset Details
Dataset Description
About Dataset
Context
A collection of Resume Examples taken from livecareer.com for categorizing a given resume into any of… See the full description on the dataset page: https://huggingface.co/datasets/Saba06huggingface/resume_dataset.Work_UA_resumes
WorkUA Resumes Dataset
Dataset Summary
This dataset contains 103,895 structured resume entries collected from publicly available candidate profiles on Work.ua, Ukraine's largest job platform. Resumes were scraped, parsed, cleaned, and deduplicated for research use.
Scraping window: July 9 – August 22, 2025.
Intended use:
Resume parsing and information extraction
Ukrainian-language NLP pipelines
Vacancy–candidate matching
Labor market and salary analysis
Career… See the full description on the dataset page: https://huggingface.co/datasets/KSE-RESEARCH-Group/Work_UA_resumes.resume_dataset
Dataset Card for Saba06huggingface/resume_dataset
A collection of Resume Examples taken from livecareer.com for categorizing a given resume into any of the labels defined in the dataset.
This dataset card aims to be a base template for new datasets. It has been generated using this raw template.
Dataset Details
Dataset Description
About Dataset
Context
A collection of Resume Examples taken from livecareer.com for categorizing a given resume into any… See the full description on the dataset page: https://huggingface.co/datasets/theonlymarjona/resume_dataset.resumes
Dataset Card for Advanced Resume Parser & Job Matcher Resumes
This dataset contains a merged collection of real and synthetic resume data in JSON format. The resumes have been normalized to a common schema to facilitate the development of NLP models for candidate-job matching in the technical recruitment domain.
Dataset Details
Dataset Description
This dataset is a combined collection of real resumes and synthetically generated CVs.
Curated by:… See the full description on the dataset page: https://huggingface.co/datasets/snehamulge2006/resumes.resume-conversations-llm-training
📄 Resume Conversations for LLM Training
High-quality conversational dataset for building AI that understands resumes, careers, and professional growth.Created and maintained by Syncora.ai.
✅ Overview
This dataset provides resume-related conversations in a structured JSONL format, ideal for developers and AI practitioners working on chatbots, career advisory tools, or LLM fine-tuning. It includes realistic Q&A on career development, technology trends, and professional… See the full description on the dataset page: https://huggingface.co/datasets/strova-ai/resume-conversations-llm-training.resumes
Dataset Card for Advanced Resume Parser & Job Matcher Resumes
This dataset contains a merged collection of real and synthetic resume data in JSON format. The resumes have been normalized to a common schema to facilitate the development of NLP models for candidate-job matching in the technical recruitment domain.
Dataset Details
Dataset Description
This dataset is a combined collection of real resumes and synthetically generated CVs.
Curated by:… See the full description on the dataset page: https://huggingface.co/datasets/ssbML/resumes.talentmatch-resume-samples
TalentMatch Resume Samples
Synthetic enterprise resumes and job descriptions with expert HR rankings for benchmark evaluation.
Contents
screenings.jsonl — model vs expert ranks per JD/resume pair
manifest.json — corpus metadata
benchmark_report.json — reproducible metrics
Usage
import json
with open("screenings.jsonl") as f:
for line in f:
print(json.loads(line))
Built by Aria AI.
datatager_llm_resume_scoring
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Large Language Model Resume Scoring (LLM-RS) Task Dataset
Prompt for Training
When training your model with this dataset, prepend the following prompt to each input instance:
给定一个候选人的工作经历信息，你需要针对每个职位进行综合评分。每个工作经历包括职位名称、工作内容、技能需求等详细描述。根据职位的特性和需求，你应该为每个工作经历设计不同的评分标准。
针对每个工作经历，基于上述评分方面，给出一个具体的分数（1-10分）。每个评分方面的最高分为10分，确保评分具有差异性，反映出候选人在每个岗位上的表现强度和改进空间。
Description… See the full description on the dataset page: https://huggingface.co/datasets/pandalla/datatager_llm_resume_scoring.visrl-14b-phase3e-step3814-resumeresumes
Dataset Card for Advanced Resume Parser & Job Matcher Resumes
This dataset contains a merged collection of real and synthetic resume data in JSON format. The resumes have been normalized to a common schema to facilitate the development of NLP models for candidate-job matching in the technical recruitment domain.
Dataset Details
Dataset Description
This dataset is a combined collection of real resumes and synthetically generated CVs.
Curated by:… See the full description on the dataset page: https://huggingface.co/datasets/Sahiti99/resumes.my-resume-v2
Andrew Stanley Resume Q&A
A small, hand-curated chat-format dataset of 122 question/answer pairs covering the professional background, career history, technical skills, certifications, and military service of Andrew Stanley, CTO / Chief Innovation Officer at SMS Data Products Group (McLean, VA).
The dataset is purpose-built for two things:
A working demonstration of an end-to-end LLM fine-tuning workflow — source document → synthetic Q&A generation → QLoRA fine-tune → GGUF export →… See the full description on the dataset page: https://huggingface.co/datasets/2stacks/my-resume-v2.resume-summarization-dataset
Resume Summarization Dataset
This dataset contains machine-generated summaries of 14,505 resumes using gpt-4o-mini. Each entry includes the original resume and a markdown-formatted summary divided into 5 sections.
Structure
Each row is a JSON object with:
resume: The original resume text
summary: The structured markdown summary
input_tokens and output_tokens: (optional) token usage info
License
Some portions of this dataset are derived from public sources… See the full description on the dataset page: https://huggingface.co/datasets/jbeiroa/resume-summarization-dataset.resume-training-dataset
Resume Training Dataset
Dataset Summary
This dataset contains 22,855 curated resume samples designed for training AI models on resume analysis, generation, and career development tasks. Each entry includes structured conversations between users seeking resume help and AI assistants providing feedback, making it ideal for training models to understand professional writing patterns, critique resumes, and suggest improvements.
Dataset Details
Supported… See the full description on the dataset page: https://huggingface.co/datasets/MikePfunk28/resume-training-dataset.resume_sectionsThis dataset is mainly for creating NER model.
These are the following sections:
personal_info
summary
skills
experience
education
certificates
objective
resumes
Dataset Card for Advanced Resume Parser & Job Matcher Resumes
This dataset contains a merged collection of real and synthetic resume data in JSON format. The resumes have been normalized to a common schema to facilitate the development of NLP models for candidate-job matching in the technical recruitment domain.
Dataset Details
Dataset Description
This dataset is a combined collection of real resumes and synthetically generated CVs.
Curated by:… See the full description on the dataset page: https://huggingface.co/datasets/uhfew/resumes.resumes
Dataset Card for Advanced Resume Parser & Job Matcher Resumes
This dataset contains a merged collection of real and synthetic resume data in JSON format. The resumes have been normalized to a common schema to facilitate the development of NLP models for candidate-job matching in the technical recruitment domain.
Dataset Details
Dataset Description
This dataset is a combined collection of real resumes and synthetically generated CVs.
Curated by: datasetmaster… See the full description on the dataset page: https://huggingface.co/datasets/kami-dayo/resumes.resume_wordresumes
Dataset Card for Advanced Resume Parser & Job Matcher Resumes
This dataset contains a merged collection of real and synthetic resume data in JSON format. The resumes have been normalized to a common schema to facilitate the development of NLP models for candidate-job matching in the technical recruitment domain.
Dataset Details
Dataset Description
This dataset is a combined collection of real resumes and synthetically generated CVs.
Curated by: datasetmaster… See the full description on the dataset page: https://huggingface.co/datasets/Hatshe/resumes.Resume_Best_PracticesresumeResume-Job-TextHello I hope you are doing well
This dataset is in llama template format to tune.
Feel free to use and Contirbute if possible
resume_entitiesresume-qasynthetic-resume-datasetresumes
Dataset Card for Advanced Resume Parser & Job Matcher Resumes
This dataset contains a merged collection of real and synthetic resume data in JSON format. The resumes have been normalized to a common schema to facilitate the development of NLP models for candidate-job matching in the technical recruitment domain.
Dataset Details
Dataset Description
This dataset is a combined collection of real resumes and synthetically generated CVs.
Curated by:… See the full description on the dataset page: https://huggingface.co/datasets/tholstholkappiyan/resumes.