Dataset Card for ssf-dataset-v10

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-v10/raw/main/pipeline.yaml"

or explore the configuration:

distilabel pipeline info --config "https://huggingface.co/datasets/Fatin757/ssf-dataset-v10/raw/main/pipeline.yaml"

Dataset structure

The examples have the following structure per configuration:

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 based on a real world job description. The decsiption can be short and concise. as if an HR is just trying to put the job description to search in a search bar to look for job options\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, developing an understanding of audit principles and improving task execution by addressing straightforward issues. Working within a structured environment, they collaborate effectively, uphold ethical standards according to professional codes, apply appropriate solutions to routine problems, and demonstrate reliability and attention to detail while taking ownership of their learning and performance.\n\n## Negative\nThe Audit Associate/Audit Assistant Associate manages retail store operations, oversees inventory control, trains sales staff, and ensures excellent customer service in a fast-paced retail environment.\n\nThe Audit Associate/Audit Assistant Associate provides administrative support in human resources, assists with employee recruitment and onboarding, manages personnel records, and coordinates staff training programs.\n\nThe Audit Associate/Audit Assistant Associate works as a professional chef, supervising kitchen staff, designing new menus, and maintaining high culinary standards in a busy restaurant setting.",
        "statistics_easy_triplets": {
            "input_tokens": 671,
            "output_tokens": 171
        }
    },
    "model_name": "gpt-4.1-mini",
    "negative": "The Audit Associate/Audit Assistant Associate manages retail store operations, oversees inventory control, trains sales staff, and ensures excellent customer service in a fast-paced retail environment.\n\nThe Audit Associate/Audit Assistant Associate provides administrative support in human resources, assists with employee recruitment and onboarding, manages personnel records, and coordinates staff training programs.\n\nThe Audit Associate/Audit Assistant Associate works as a professional chef, supervising kitchen staff, designing new menus, and maintaining high culinary standards in a busy restaurant setting.",
    "positive": "The Audit Associate/Audit Assistant Associate performs designated audit tasks under guidance, developing an understanding of audit principles and improving task execution by addressing straightforward issues. Working within a structured environment, they collaborate effectively, uphold ethical standards according to professional codes, apply appropriate solutions to routine problems, and demonstrate reliability and attention to detail while taking ownership of their learning and performance."
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("Fatin757/ssf-dataset-v10", "easy_triplets")

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 easy negative variation based on a real world job description. The decsiption can be short and concise. as if an HR is just trying to put the job description to search in a search bar to look for job options\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 Assistant Associate/Audit Associate performs designated audit tasks under guidance, gradually understanding the principles behind the assigned audit plan activities. They adapt their skills to enhance task execution and resolve straightforward problems. Working in a structured environment, they collaborate effectively, adhere to professional conduct codes, and apply familiar solutions to routine issues while taking ownership of their development and accuracy.\n\n## Negative\nThe Senior Audit Associate leads audit engagements, oversees junior team members, and addresses complex audit challenges, ensuring compliance with industry regulations and client requirements.  \nThe Risk Management Associate identifies and assesses potential risks within financial processes, implements mitigation strategies, and collaborates with cross-functional teams to safeguard organizational assets.  \nThe Audit Associate specializing in IT audits evaluates information systems, tests controls, and ensures data integrity in compliance with IT governance standards.  \nThe Finance Assistant performs bookkeeping, processes invoices, and supports the finance team in daily transactional activities within a dynamic office environment.",
        "statistics_hard_triplets": {
            "input_tokens": 847,
            "output_tokens": 185
        }
    },
    "model_name": "gpt-4.1-mini",
    "negative": "The Senior Audit Associate leads audit engagements, oversees junior team members, and addresses complex audit challenges, ensuring compliance with industry regulations and client requirements.  \nThe Risk Management Associate identifies and assesses potential risks within financial processes, implements mitigation strategies, and collaborates with cross-functional teams to safeguard organizational assets.  \nThe Audit Associate specializing in IT audits evaluates information systems, tests controls, and ensures data integrity in compliance with IT governance standards.  \nThe Finance Assistant performs bookkeeping, processes invoices, and supports the finance team in daily transactional activities within a dynamic office environment.",
    "positive": "The Audit Assistant Associate/Audit Associate performs designated audit tasks under guidance, gradually understanding the principles behind the assigned audit plan activities. They adapt their skills to enhance task execution and resolve straightforward problems. Working in a structured environment, they collaborate effectively, adhere to professional conduct codes, and apply familiar solutions to routine issues while taking ownership of their development and accuracy."
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("Fatin757/ssf-dataset-v10", "hard_triplets")