Dataset Card for ssf-dataset-v8

This dataset has been created with distilabel.

Dataset Summary

This dataset contains a pipeline.yaml which can be used to reproduce the pipeline that generated it in distilabel using the distilabel CLI:

distilabel pipeline run --config "https://huggingface.co/datasets/Fatin757/ssf-dataset-v8/raw/main/pipeline.yaml"

or explore the configuration:

distilabel pipeline info --config "https://huggingface.co/datasets/Fatin757/ssf-dataset-v8/raw/main/pipeline.yaml"

Dataset structure

The examples have the following structure per configuration:

Configuration: hard_keywords

---

{
    "Job Role": "Audit Associate / Audit Assistant Associate",
    "Performance Expectation": "In accordance with: Singapore Standards on Auditing, Ethics Pronouncements in Singapore, Singapore Companies Act, and Singapore Financial Reporting Standards",
    "Sector": "Accountancy",
    "Track": "Assurance",
    "anchor": "The Audit Associate/Audit Assistant Associate undertakes specific stages of audit work under supervision. He/She begins to appreciate the underlying principles behind the tasks assigned to him as part of the audit plan. He is also able to make adjustments to the application of skills to improve the work tasks or solve non-complex issues. The Audit Associate/Audit Assistant Associate operates in a structured work environment. He is able to build relationships, work in a team and identify ethical issues with reference to the code of professional conduct and ethics. He is able to select and apply from a range of known solutions to familiar problems and takes responsibility for his own learning and performance. He is a trustworthy and meticulous individual.",
    "distilabel_metadata": {
        "raw_input_hard_keywords": [
            {
                "content": "Your task is to generate a positive and a negative sentence given an anchor sentence. Take into account the context given. The positive sentence has to be a query for the anchor sentence, while the negative sentence is a \u0027hard negative\u0027 that meets the following criteria:\n- Uses similar keywords or phrases as the anchor sentence\n- Has a similar grammatical structure or syntax\n- Is not related to the anchor sentence, but could be mistaken for it\nTry to create a negative sentence that would be challenging for a model to distinguish from the positive sentence. You must output only two new sections: `## Positive` and `## Negative`.",
                "role": "system"
            },
            {
                "content": "## Context\n\n\nThe text below is a job description from the Singapore SkillsFuture Framework. Your task is to generate two things:\n1. A list of key skills for the job (the positive).\n2. A list of unrelated skills (the easy negative).\n\nAn **easy negative** is a set of keywords that is completely unrelated to the job description and its industry. It should be easy for the model to distinguish and serves to give the model a clear sense of what is definitively irrelevant.\n\nExample:\nJob Role: \"Network Engineer\"\nPositive Keywords: \"Network administration, Cisco, firewall management, VPN\"\nEasy Negative Keywords: \"Retail inventory management, customer service, cash handling, visual merchandising\"\n\n\n## Anchor\n\nThe Audit Associate/Audit Assistant Associate undertakes specific stages of audit work under supervision. He/She begins to appreciate the underlying principles behind the tasks assigned to him as part of the audit plan. He is also able to make adjustments to the application of skills to improve the work tasks or solve non-complex issues. The Audit Associate/Audit Assistant Associate operates in a structured work environment. He is able to build relationships, work in a team and identify ethical issues with reference to the code of professional conduct and ethics. He is able to select and apply from a range of known solutions to familiar problems and takes responsibility for his own learning and performance. He is a trustworthy and meticulous individual.\n",
                "role": "user"
            }
        ],
        "raw_output_hard_keywords": "## Positive\nAudit procedures, financial reporting, ethical compliance, teamwork, problem-solving, professional conduct, supervised audit tasks, attention to detail, learning and development\n\n## Negative\nGraphic design, culinary arts, landscaping, fashion merchandising, event planning, social media management, interior decorating, creative writing",
        "statistics_hard_keywords": {
            "input_tokens": 415,
            "output_tokens": 58
        }
    },
    "model_name": "gpt-4.1-mini",
    "negative": "Graphic design, culinary arts, landscaping, fashion merchandising, event planning, social media management, interior decorating, creative writing",
    "positive": "Audit procedures, financial reporting, ethical compliance, teamwork, problem-solving, professional conduct, supervised audit tasks, attention to detail, learning and development"
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("Fatin757/ssf-dataset-v8", "hard_keywords")

Configuration: easy_triplets

---

{
    "Job Role": "Audit Associate / Audit Assistant Associate",
    "Performance Expectation": "In accordance with: Singapore Standards on Auditing, Ethics Pronouncements in Singapore, Singapore Companies Act, and Singapore Financial Reporting Standards",
    "Sector": "Accountancy",
    "Track": "Assurance",
    "anchor": "The Audit Associate/Audit Assistant Associate undertakes specific stages of audit work under supervision. He/She begins to appreciate the underlying principles behind the tasks assigned to him as part of the audit plan. He is also able to make adjustments to the application of skills to improve the work tasks or solve non-complex issues. The Audit Associate/Audit Assistant Associate operates in a structured work environment. He is able to build relationships, work in a team and identify ethical issues with reference to the code of professional conduct and ethics. He is able to select and apply from a range of known solutions to familiar problems and takes responsibility for his own learning and performance. He is a trustworthy and meticulous individual.",
    "distilabel_metadata": {
        "raw_input_easy_triplets": [
            {
                "content": "Your task is to generate a positive and a negative sentence given an anchor sentence. Take into account the context given. The positive sentence has to paraphrase the anchor sentence, while the negative sentence can use similar words but must not be related to the anchor sentence. You must output only two new sections: `## Positive` and `## Negative`.",
                "role": "system"
            },
            {
                "content": "## Context\n\n\n\n\n## Task Overview\nYou are tasked with generating realistic job descriptions based on Singapore SkillsFuture Framework job descriptions. Your goal is to create both positive and a few negative examples for training a retrieval model.\n\n## Input Format\nYou will receive a job description from the Singapore SkillsFuture Framework containing:\n- Job title (e.g., Audit Associate/Audit Assistant Associate)\n- Role responsibilities and duties\n- Work environment and supervision structure\n- Required skills and attributes\n- Professional conduct expectations\n\nThe text is a job description from the Singapore SkillsFuture Framework. Your task is to generate a realistic positive variation and a few easy negative variation.\n\nEasy negative is a job description and title that is completely irrelevant to the original job\u0027s industry, domain, or skills. It should be easy for the model to distinguish from the positive document.\n\nChoose from these strategies for easy negatives:\n1. Completely different industry (e.g., IT vs. Retail).\n2. Unrelated skills and responsibilities.\n3. Completely different job function (e.g., Software Engineering vs. Human Resources).\n\nExample:\nJob Role: \"Data Analyst\"\n\nPositive: \"As a Data Analyst, you will interpret data and analyze results using statistical techniques. You will work to develop and implement data collection systems and other strategies that optimize statistical efficiency and quality.\"\n\nEasy Negative : \"As a Retail Manager, you will be responsible for overseeing daily store operations, managing inventory, and training staff to provide excellent customer service.\"\n\n                \"As a Human Resources Assistant, you will provide administrative support to the HR department, assist with recruitment and onboarding processes, and maintain employee records.\"\n\n                \"As a Professional Chef, you will be responsible for managing kitchen staff, creating new menu items, and ensuring all dishes are prepared to the highest quality standards.\"\n\n\nMake sure, that there is a variety of easy negatives across the dataset, using different strategies as outlined above.\nMakesure to have a few negatives in one query like in the example given.\nThe query should always include the job role and start with \"The \u003cjob role\u003e\".\n\n\n## Anchor\n\nThe Audit Associate/Audit Assistant Associate undertakes specific stages of audit work under supervision. He/She begins to appreciate the underlying principles behind the tasks assigned to him as part of the audit plan. He is also able to make adjustments to the application of skills to improve the work tasks or solve non-complex issues. The Audit Associate/Audit Assistant Associate operates in a structured work environment. He is able to build relationships, work in a team and identify ethical issues with reference to the code of professional conduct and ethics. He is able to select and apply from a range of known solutions to familiar problems and takes responsibility for his own learning and performance. He is a trustworthy and meticulous individual.\n",
                "role": "user"
            }
        ],
        "raw_output_easy_triplets": "## Positive\nThe Audit Associate/Audit Assistant Associate performs designated audit tasks under guidance, gaining an understanding of the fundamental principles behind assigned duties within the audit plan. They adapt their skills to enhance task execution and resolve straightforward problems. Working within a structured environment, they collaborate effectively with team members, recognize ethical considerations according to professional conduct codes, and apply established solutions to routine issues. This role requires a dependable and detail-oriented professional committed to continuous learning and accountability.\n\n## Negative\nThe Retail Store Manager is responsible for overseeing daily store operations, managing inventory levels, and leading staff to deliver exceptional customer service. They ensure the store meets sales targets, maintain visual merchandising standards, and handle customer inquiries and complaints efficiently.\n\nThe Software Developer designs, codes, and tests software applications based on project requirements. They collaborate with cross-functional teams to develop scalable solutions, troubleshoot issues, and maintain documentation throughout the software development lifecycle.\n\nThe Human Resources Coordinator provides administrative support to the HR team, assists with recruitment and onboarding processes, maintains employee records, and coordinates training programs to enhance workforce development.",
        "statistics_easy_triplets": {
            "input_tokens": 630,
            "output_tokens": 211
        }
    },
    "model_name": "gpt-4.1-mini",
    "negative": "The Retail Store Manager is responsible for overseeing daily store operations, managing inventory levels, and leading staff to deliver exceptional customer service. They ensure the store meets sales targets, maintain visual merchandising standards, and handle customer inquiries and complaints efficiently.\n\nThe Software Developer designs, codes, and tests software applications based on project requirements. They collaborate with cross-functional teams to develop scalable solutions, troubleshoot issues, and maintain documentation throughout the software development lifecycle.\n\nThe Human Resources Coordinator provides administrative support to the HR team, assists with recruitment and onboarding processes, maintains employee records, and coordinates training programs to enhance workforce development.",
    "positive": "The Audit Associate/Audit Assistant Associate performs designated audit tasks under guidance, gaining an understanding of the fundamental principles behind assigned duties within the audit plan. They adapt their skills to enhance task execution and resolve straightforward problems. Working within a structured environment, they collaborate effectively with team members, recognize ethical considerations according to professional conduct codes, and apply established solutions to routine issues. This role requires a dependable and detail-oriented professional committed to continuous learning and accountability."
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("Fatin757/ssf-dataset-v8", "easy_triplets")

Configuration: easy_keywords

---

{
    "Job Role": "Audit Associate / Audit Assistant Associate",
    "Performance Expectation": "In accordance with: Singapore Standards on Auditing, Ethics Pronouncements in Singapore, Singapore Companies Act, and Singapore Financial Reporting Standards",
    "Sector": "Accountancy",
    "Track": "Assurance",
    "anchor": "The Audit Associate/Audit Assistant Associate undertakes specific stages of audit work under supervision. He/She begins to appreciate the underlying principles behind the tasks assigned to him as part of the audit plan. He is also able to make adjustments to the application of skills to improve the work tasks or solve non-complex issues. The Audit Associate/Audit Assistant Associate operates in a structured work environment. He is able to build relationships, work in a team and identify ethical issues with reference to the code of professional conduct and ethics. He is able to select and apply from a range of known solutions to familiar problems and takes responsibility for his own learning and performance. He is a trustworthy and meticulous individual.",
    "distilabel_metadata": {
        "raw_input_easy_keywords": [
            {
                "content": "Your task is to generate a positive and a negative sentence given an anchor sentence. Take into account the context given. The positive sentence has to be a query for the anchor sentence, while the negative sentence can use similar words but must not be related to the anchor sentence. You must output only two new sections: `## Positive` and `## Negative`.",
                "role": "system"
            },
            {
                "content": "## Context\n\n\nThe text below is a job description from the Singapore SkillsFuture Framework. Your task is to generate two things:\n1. A list of key skills for the job (the positive).\n2. A list of unrelated skills (the easy negative).\n\nAn **easy negative** is a set of keywords that is completely unrelated to the job description and its industry. It should be easy for the model to distinguish and serves to give the model a clear sense of what is definitively irrelevant.\n\nExample:\nJob Role: \"Network Engineer\"\nPositive Keywords: \"Network administration, Cisco, firewall management, VPN\"\nEasy Negative Keywords: \"Retail inventory management, customer service, cash handling, visual merchandising\"\n\n\n## Anchor\n\nThe Audit Associate/Audit Assistant Associate undertakes specific stages of audit work under supervision. He/She begins to appreciate the underlying principles behind the tasks assigned to him as part of the audit plan. He is also able to make adjustments to the application of skills to improve the work tasks or solve non-complex issues. The Audit Associate/Audit Assistant Associate operates in a structured work environment. He is able to build relationships, work in a team and identify ethical issues with reference to the code of professional conduct and ethics. He is able to select and apply from a range of known solutions to familiar problems and takes responsibility for his own learning and performance. He is a trustworthy and meticulous individual.\n",
                "role": "user"
            }
        ],
        "raw_output_easy_keywords": "## Positive\nAudit procedures, financial reporting, risk assessment, ethical compliance, teamwork, problem-solving, professional conduct, detail orientation, learning and development\n\n## Negative\nGraphic design, culinary arts, landscaping, fashion merchandising, automotive repair, event planning, creative writing, sports coaching",
        "statistics_easy_keywords": {
            "input_tokens": 361,
            "output_tokens": 55
        }
    },
    "model_name": "gpt-4.1-mini",
    "negative": "Graphic design, culinary arts, landscaping, fashion merchandising, automotive repair, event planning, creative writing, sports coaching",
    "positive": "Audit procedures, financial reporting, risk assessment, ethical compliance, teamwork, problem-solving, professional conduct, detail orientation, learning and development"
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("Fatin757/ssf-dataset-v8", "easy_keywords")

Configuration: hard_triplets

---

{
    "Job Role": "Audit Associate / Audit Assistant Associate",
    "Performance Expectation": "In accordance with: Singapore Standards on Auditing, Ethics Pronouncements in Singapore, Singapore Companies Act, and Singapore Financial Reporting Standards",
    "Sector": "Accountancy",
    "Track": "Assurance",
    "anchor": "The Audit Associate/Audit Assistant Associate undertakes specific stages of audit work under supervision. He/She begins to appreciate the underlying principles behind the tasks assigned to him as part of the audit plan. He is also able to make adjustments to the application of skills to improve the work tasks or solve non-complex issues. The Audit Associate/Audit Assistant Associate operates in a structured work environment. He is able to build relationships, work in a team and identify ethical issues with reference to the code of professional conduct and ethics. He is able to select and apply from a range of known solutions to familiar problems and takes responsibility for his own learning and performance. He is a trustworthy and meticulous individual.",
    "distilabel_metadata": {
        "raw_input_hard_triplets": [
            {
                "content": "Your task is to generate a positive and a negative sentence given an anchor sentence. Take into account the context given. The positive sentence has to paraphrase the anchor sentence, while the negative sentence is a \u0027hard negative\u0027 that meets the following criteria:\n- Uses similar keywords or phrases as the anchor sentence\n- Has a similar grammatical structure or syntax\n- Is not related to the anchor sentence, but could be mistaken for it\nTry to create a negative sentence that would be challenging for a model to distinguish from the positive sentence. You must output only two new sections: `## Positive` and `## Negative`.",
                "role": "system"
            },
            {
                "content": "## Context\n\n\n\n## Task Overview\nYou are tasked with generating realistic job descriptions based on Singapore SkillsFuture Framework job descriptions. Your goal is to create both positive and a few negative examples for training a retrieval model.\n\n## Input Format\nYou will receive a job description from the Singapore SkillsFuture Framework containing:\n- Job title (e.g., Audit Associate/Audit Assistant Associate)\n- Role responsibilities and duties\n- Work environment and supervision structure\n- Required skills and attributes\n- Professional conduct expectations\n\nThe text is a job description from the Singapore SkillsFuture Framework. Your task is to generate a realistic positive variation and a few hard negative variation.\n\n\nHard negative is a job description that is similar in some ways but is ultimately incorrect for the given job. It must not be a simple paraphrase of a different, unrelated job.\n\nChoose from these strategies for hard negatives:\n1. **Different seniority level:** (e.g., Senior vs. Junior)\n2. **Different function:** (e.g., Business Valuation vs. Risk Management)\n3. **Different technology stack:** (e.g., Python/AWS vs. Scala/Azure for a Data Engineer role)\n4. **Different job title, same responsibilities:** (e.g., \"Web Developer\" vs. \"Frontend Engineer\")\n5. **Different industry jargon:** (e.g., \"Project Manager\" in Tech vs. \"Project Manager\" in Construction)\n6. **Broad vs. specialized role:** (e.g., a \"Data Scientist\" role for a \"Machine Learning Engineer\" positive)\n\nExample:\nJob Role: \"Data Analyst\"\nPositive: \"As a Data Analyst, you will interpret data and analyze results using statistical techniques. You will work to develop and implement data collection systems and other strategies that optimize statistical efficiency and quality.\"\n\n\nNegative: \"As a Senior Data Analyst, you will lead a team of junior analysts, manage end-to-end data projects, and present insights to key stakeholders to drive business strategy.\"\n\n          \"As a Financial Analyst, you will analyze financial data to provide insights into business performance and support strategic decision-making.\"\n\n          \"As a Healthcare Data Analyst, you will manage electronic health records and assist in clinical research data analysis.\"\n\n\nMake sure to mix a few strategies in one negative query. you could also use different strategies that is not mentioned above as long as it is a hard negative.\nMakesure to have a few negatives in one query like in the example given and make a new line for each new query.\nThe Job description of the negatives should give the real job description to a real job title.\nThe query should always include the job role and start with \"The \u003cjob role\u003e\".\n\n\n## Anchor\n\nThe Audit Associate/Audit Assistant Associate undertakes specific stages of audit work under supervision. He/She begins to appreciate the underlying principles behind the tasks assigned to him as part of the audit plan. He is also able to make adjustments to the application of skills to improve the work tasks or solve non-complex issues. The Audit Associate/Audit Assistant Associate operates in a structured work environment. He is able to build relationships, work in a team and identify ethical issues with reference to the code of professional conduct and ethics. He is able to select and apply from a range of known solutions to familiar problems and takes responsibility for his own learning and performance. He is a trustworthy and meticulous individual.\n",
                "role": "user"
            }
        ],
        "raw_output_hard_triplets": "## Positive\nThe Audit Associate/Audit Assistant Associate performs designated audit tasks under guidance, gradually understanding the principles behind assigned duties within the audit plan. They demonstrate the ability to adapt their skills to enhance task execution or resolve straightforward problems. Working within a structured environment, the Audit Associate/Audit Assistant Associate collaborates effectively with team members, recognizes ethical considerations in line with professional conduct codes, and applies known solutions to routine issues while taking ownership of their learning and work quality. They are dependable and detail-oriented professionals.\n\n## Negative\nThe Senior Audit Associate leads complex audit engagements independently, mentors junior staff, and develops audit strategies to address high-risk areas, ensuring compliance with regulatory standards.  \nThe Risk Management Associate conducts risk assessments and develops mitigation plans to manage operational and financial risks within the organization, collaborating across departments to implement controls.  \nThe Audit Associate specializing in IT audits uses advanced data analytics tools and cybersecurity frameworks to evaluate information systems, working in a dynamic environment with a focus on technology risks.",
        "statistics_hard_triplets": {
            "input_tokens": 806,
            "output_tokens": 196
        }
    },
    "model_name": "gpt-4.1-mini",
    "negative": "The Senior Audit Associate leads complex audit engagements independently, mentors junior staff, and develops audit strategies to address high-risk areas, ensuring compliance with regulatory standards.  \nThe Risk Management Associate conducts risk assessments and develops mitigation plans to manage operational and financial risks within the organization, collaborating across departments to implement controls.  \nThe Audit Associate specializing in IT audits uses advanced data analytics tools and cybersecurity frameworks to evaluate information systems, working in a dynamic environment with a focus on technology risks.",
    "positive": "The Audit Associate/Audit Assistant Associate performs designated audit tasks under guidance, gradually understanding the principles behind assigned duties within the audit plan. They demonstrate the ability to adapt their skills to enhance task execution or resolve straightforward problems. Working within a structured environment, the Audit Associate/Audit Assistant Associate collaborates effectively with team members, recognizes ethical considerations in line with professional conduct codes, and applies known solutions to routine issues while taking ownership of their learning and work quality. They are dependable and detail-oriented professionals."
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("Fatin757/ssf-dataset-v8", "hard_triplets")