Dataset Card for ssf-dataset_Full_synthetic_batch10

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/frankwong2001/ssf-dataset_Full_synthetic_batch10/raw/main/pipeline.yaml"

or explore the configuration:

distilabel pipeline info --config "https://huggingface.co/datasets/frankwong2001/ssf-dataset_Full_synthetic_batch10/raw/main/pipeline.yaml"

Dataset structure

The examples have the following structure per configuration:

Configuration: easy_triplets_paraphrase

---

{
    "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_paraphrase": [
            {
                "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\nYou are an HR assistant tasked with creating job descriptions based on the Singapore SkillsFuture Framework. For each job, create **positive** and **easy negative** variations.\n\n### Positive Descriptions\n- Capture the **core responsibilities**, **skills**, and **expectations** of the role.\n- Rephrase sentences naturally while keeping the same meaning.\n- Start with: \"The \u003cjob role\u003e.\"\n- Examples:\n   - *Positive Example*: \"The Operations Manager oversees daily operations and ensures the company\u0027s goals are met efficiently.\"\n   - *Rephrased Example*: \"The Operations Manager is responsible for managing daily activities and ensuring that the company\u0027s objectives are efficiently met.\"\n\n### Easy Negative Descriptions\n- Generate a description that is **clearly unrelated** to the original, with no overlap in skills, sector, or responsibilities.\n- The job role should be **completely different** in terms of function, industry, or job focus.\n- Example: \n   - *Original Role*: \"The Operations Manager ensures smooth day-to-day operations.\"\n   - *Negative Example*: \"The Graphic Designer creates digital content for marketing campaigns.\"\n\n### General Instructions for Positive Descriptions and Easy Negative Descriptions\n- Ensure the descriptions are **clear**, **professional**, and **complete**.\n- Ensure descriptions are **realistic**, **readable**, and **varied**.\n- Avoid **generic** or **incorrect** descriptions.\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_paraphrase": "## Positive\nThe Audit Associate/Audit Assistant Associate is responsible for executing specific stages of the audit process under guidance. They begin to understand the fundamental principles behind their assigned tasks as part of the audit plan. Additionally, they can adapt their skills to enhance work tasks or address simple issues. The Audit Associate/Audit Assistant Associate works within a structured environment, builds relationships, collaborates effectively in a team, and recognizes ethical concerns in accordance with the professional code of conduct. They are capable of selecting and implementing known solutions to familiar challenges and take ownership of their learning and performance. They are a reliable and detail-oriented professional.\n\n## Negative\nThe Marketing Coordinator develops promotional strategies and manages social media campaigns for brand awareness. They focus on creating engaging content and analyzing market trends to attract new customers. The Marketing Coordinator collaborates with various departments, ensuring alignment in messaging and objectives. They are responsible for organizing promotional events and measuring the effectiveness of marketing initiatives. They are an innovative and creative thinker.",
        "statistics_easy_triplets_paraphrase": {
            "input_tokens": 505,
            "output_tokens": 195
        }
    },
    "model_name": "gpt-4o-mini",
    "negative": "The Marketing Coordinator develops promotional strategies and manages social media campaigns for brand awareness. They focus on creating engaging content and analyzing market trends to attract new customers. The Marketing Coordinator collaborates with various departments, ensuring alignment in messaging and objectives. They are responsible for organizing promotional events and measuring the effectiveness of marketing initiatives. They are an innovative and creative thinker.",
    "positive": "The Audit Associate/Audit Assistant Associate is responsible for executing specific stages of the audit process under guidance. They begin to understand the fundamental principles behind their assigned tasks as part of the audit plan. Additionally, they can adapt their skills to enhance work tasks or address simple issues. The Audit Associate/Audit Assistant Associate works within a structured environment, builds relationships, collaborates effectively in a team, and recognizes ethical concerns in accordance with the professional code of conduct. They are capable of selecting and implementing known solutions to familiar challenges and take ownership of their learning and performance. They are a reliable and detail-oriented professional."
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("frankwong2001/ssf-dataset_Full_synthetic_batch10", "easy_triplets_paraphrase")

Configuration: hard_triplets_semantic

---

{
    "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_semantic": [
            {
                "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 semantically similar to 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\nYou are an HR assistant tasked with creating job descriptions based on the Singapore SkillsFuture Framework. For each job, create **positive** and **hard negative** variations.\n\n### Positive Descriptions\n- Capture the **core responsibilities**, **skills**, and **expectations** of the role.\n- Rephrase sentences naturally while keeping the same meaning.\n- Start with: \"The \u003cjob role\u003e.\"\n- Examples:\n   - *Positive Example*: \"The Operations Manager oversees daily operations and ensures the company\u0027s goals are met efficiently.\"\n   - *Rephrased Example*: \"The Operations Manager is responsible for managing daily activities and ensuring that the company\u0027s objectives are efficiently met.\"\n\n### Hard Negative Descriptions\n- Generate a description that is **similar in appearance but semantically different**.\n- Strategies:\n   - Use a **different seniority level** within the same sector (e.g., Senior Manager \u2192 Manager).\n   - **Shift the sector** or focus (e.g., Engineering \u2192 Operations).\n   - **Substitute similar skills in different sectors** (e.g., Finance in Banking \u2192 Healthcare).\n   - **Similar role, different sector** (e.g., Project Manager in IT \u2192 Project Manager in Construction).\n- Keep some **similar keywords** to make the negative harder to distinguish.\n- Example:\n   - *Original Role*: \"The Senior Operations Manager oversees high-level operations and strategic implementation.\"\n   - *Hard Negative Example*: \"The Senior IT Project Manager manages technology projects, focusing on systems integration.\"\n\n### General Instructions for Positive Descriptions and Hard Negative Descriptions\n- Ensure the descriptions are **clear**, **professional**, and **complete**.\n- Ensure descriptions are **realistic**, **readable**, and **varied**.\n- Avoid **generic** or **incorrect** descriptions.\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_semantic": "## Positive\nThe Audit Associate/Audit Assistant Associate is responsible for executing specific phases of the audit process under guidance. They begin to understand the foundational principles related to their assigned tasks as part of the audit strategy. They are also capable of adapting their skill application to enhance work tasks or address straightforward issues. The Audit Associate/Audit Assistant Associate functions within a structured work setting. They can foster relationships, collaborate within a team, and recognize ethical dilemmas in accordance with the professional conduct and ethics code. They select and implement various known solutions to common problems and take ownership of their own learning and performance. They are a reliable and detail-oriented professional.\n\n## Negative\nThe Audit Manager oversees various stages of financial reporting under minimal oversight. They begin to grasp the advanced concepts related to their assigned projects as part of the financial strategy. They are also able to implement their managerial skills to streamline operations or tackle intricate challenges. The Audit Manager operates in a dynamic work atmosphere. They can develop networks, lead a team, and identify operational risks with reference to the code of corporate governance and compliance. They are able to choose and apply from a spectrum of innovative solutions to complex issues and assumes accountability for their team\u0027s outcomes. They are a dependable and strategic thinker.",
        "statistics_hard_triplets_semantic": {
            "input_tokens": 638,
            "output_tokens": 246
        }
    },
    "model_name": "gpt-4o-mini",
    "negative": "The Audit Manager oversees various stages of financial reporting under minimal oversight. They begin to grasp the advanced concepts related to their assigned projects as part of the financial strategy. They are also able to implement their managerial skills to streamline operations or tackle intricate challenges. The Audit Manager operates in a dynamic work atmosphere. They can develop networks, lead a team, and identify operational risks with reference to the code of corporate governance and compliance. They are able to choose and apply from a spectrum of innovative solutions to complex issues and assumes accountability for their team\u0027s outcomes. They are a dependable and strategic thinker.",
    "positive": "The Audit Associate/Audit Assistant Associate is responsible for executing specific phases of the audit process under guidance. They begin to understand the foundational principles related to their assigned tasks as part of the audit strategy. They are also capable of adapting their skill application to enhance work tasks or address straightforward issues. The Audit Associate/Audit Assistant Associate functions within a structured work setting. They can foster relationships, collaborate within a team, and recognize ethical dilemmas in accordance with the professional conduct and ethics code. They select and implement various known solutions to common problems and take ownership of their own learning and performance. They are a reliable and detail-oriented professional."
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("frankwong2001/ssf-dataset_Full_synthetic_batch10", "hard_triplets_semantic")

Configuration: hard_triplets_paraphrase

---

{
    "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_paraphrase": [
            {
                "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\nYou are an HR assistant tasked with creating job descriptions based on the Singapore SkillsFuture Framework. For each job, create **positive** and **hard negative** variations.\n\n### Positive Descriptions\n- Capture the **core responsibilities**, **skills**, and **expectations** of the role.\n- Rephrase sentences naturally while keeping the same meaning.\n- Start with: \"The \u003cjob role\u003e.\"\n- Examples:\n   - *Positive Example*: \"The Operations Manager oversees daily operations and ensures the company\u0027s goals are met efficiently.\"\n   - *Rephrased Example*: \"The Operations Manager is responsible for managing daily activities and ensuring that the company\u0027s objectives are efficiently met.\"\n\n### Hard Negative Descriptions\n- Generate a description that is **similar in appearance but semantically different**.\n- Strategies:\n   - Use a **different seniority level** within the same sector (e.g., Senior Manager \u2192 Manager).\n   - **Shift the sector** or focus (e.g., Engineering \u2192 Operations).\n   - **Substitute similar skills in different sectors** (e.g., Finance in Banking \u2192 Healthcare).\n   - **Similar role, different sector** (e.g., Project Manager in IT \u2192 Project Manager in Construction).\n- Keep some **similar keywords** to make the negative harder to distinguish.\n- Example:\n   - *Original Role*: \"The Senior Operations Manager oversees high-level operations and strategic implementation.\"\n   - *Hard Negative Example*: \"The Senior IT Project Manager manages technology projects, focusing on systems integration.\"\n\n### General Instructions for Positive Descriptions and Hard Negative Descriptions\n- Ensure the descriptions are **clear**, **professional**, and **complete**.\n- Ensure descriptions are **realistic**, **readable**, and **varied**.\n- Avoid **generic** or **incorrect** descriptions.\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_paraphrase": "## Positive\nThe Audit Associate/Audit Assistant Associate is responsible for executing specific phases of audit tasks under supervision. They begin to understand the fundamental principles behind the assigned tasks as part of the audit plan. Additionally, they can adapt their skills to enhance work processes or address straightforward issues. The Audit Associate/Audit Assistant Associate functions within a structured work environment, capable of building relationships, collaborating in a team, and identifying ethical dilemmas in accordance with the professional conduct code. They can choose and implement various known solutions to familiar challenges and take ownership of their learning and performance. They are recognized as reliable and detail-oriented individuals.\n\n## Negative\nThe Audit Manager oversees various stages of financial assessments independently. They start to grasp the complex theories behind the financial strategies employed in their role. Moreover, they are adept at modifying their approach to optimize project outcomes or tackle intricate challenges. The Audit Manager operates in a flexible work atmosphere, where they excel in forging partnerships, leading a team, and recognizing compliance issues relating to legal standards. They can identify and utilize numerous innovative strategies to address unique situations and take charge of their development and achievements. They are regarded as innovative and strategic thinkers.",
        "statistics_hard_triplets_paraphrase": {
            "input_tokens": 635,
            "output_tokens": 231
        }
    },
    "model_name": "gpt-4o-mini",
    "negative": "The Audit Manager oversees various stages of financial assessments independently. They start to grasp the complex theories behind the financial strategies employed in their role. Moreover, they are adept at modifying their approach to optimize project outcomes or tackle intricate challenges. The Audit Manager operates in a flexible work atmosphere, where they excel in forging partnerships, leading a team, and recognizing compliance issues relating to legal standards. They can identify and utilize numerous innovative strategies to address unique situations and take charge of their development and achievements. They are regarded as innovative and strategic thinkers.",
    "positive": "The Audit Associate/Audit Assistant Associate is responsible for executing specific phases of audit tasks under supervision. They begin to understand the fundamental principles behind the assigned tasks as part of the audit plan. Additionally, they can adapt their skills to enhance work processes or address straightforward issues. The Audit Associate/Audit Assistant Associate functions within a structured work environment, capable of building relationships, collaborating in a team, and identifying ethical dilemmas in accordance with the professional conduct code. They can choose and implement various known solutions to familiar challenges and take ownership of their learning and performance. They are recognized as reliable and detail-oriented individuals."
}

This subset can be loaded as:

from datasets import load_dataset

ds = load_dataset("frankwong2001/ssf-dataset_Full_synthetic_batch10", "hard_triplets_paraphrase")