Datasets:

bihungba1101
/

Vocab-CoEdIT

essay_type stringclasses 4 values	question stringlengths 1 1.19k	essay stringlengths 1 7.74k	sentences listlengths 1 49	original_sentence stringlengths 1 1.18k	llm_output__reasoning_content stringlengths 1.33k 23.3k	corrected_sentence stringlengths 1 1.82k
task-2	It is neither fossible nor useful to provide university places for a high proportion of young people. To what extent do you agree or disagree ?	In this day and age, some people believe that it is neither feasible nor helpful to allow a large percentage of young students. In my opinion, I agree that admitting a great deal of students into university is possible and beneficial. On the one hand, it is possible almost all young people with access to tertiary edu...	[ "In this day and age, some people believe that it is neither feasible nor helpful to allow a large percentage of young students.", "In my opinion, I agree that admitting a great deal of students into university is possible and beneficial.", "On the one hand, it is possible almost all young people with access to...	Therefore, they will have enough money to cover their living and tuitionfee as well as offering university places can be viable.	Here's a thinking process: 1. Analyze User Input: - Context: An essay about allowing a large percentage of young students into university. The author argues it's feasible and beneficial. - Task: Act as a conservative academic editor. Fix objective errors, unnatural phrasing, and significant logica...	Therefore, they will have enough money to cover their living expenses and tuition fees, making the offering of university places viable.
task-1	The charts below show the distribution of the world's water and the use of water in three countries. Summarise the information by selecting and reporting the main features, and make comparisons where relevant.	The charts compare the distribution of the world's water resources and illustrate how water is used in Egypt, Saudi Arabia, and Canada. Overall, the vast majority of the Earth's water consists of salt water, while fresh water represents only a small proportion. In terms of usage, water consumption patterns vary signif...	[ "The charts compare the distribution of the world's water resources and illustrate how water is used in Egypt, Saudi Arabia, and Canada.", "Overall, the vast majority of the Earth's water consists of salt water, while fresh water represents only a small proportion.", "In terms of usage, water consumption patter...	Turning to water consumption, Canada allocates around 80% of its water to industrial purposes, with much smaller proportions used domestically and for agriculture.	Here's a thinking process: 1. Analyze User Input: - Context: Essay comparing water distribution and usage in Egypt, Saudi Arabia, and Canada. - Task: Act as a conservative academic editor. Fix objective errors, unnatural phrasing, and significant logical inconsistencies. - Strict Editing Bar:...	Turning to water consumption, Canada allocates around 80% of its water to industrial purposes, with much smaller proportions used domestically and for agriculture.
task-2	Farmers within a country are often protected by tariffs — that is, special taxes on imported food. Such policies are necessary, and should be implemented wherever possible. To what extent do you agree with this?	In an era which food can be exported all over the world easily, there are special tariffs to protect local farmers. It is true that these tariffs are crucial; however, I partly disagree that they should be put into use wherever possible, according to 2 main reasons The misuse of tariffs can slow down the growth of the...	[ "In an era which food can be exported all over the world easily, there are special tariffs to protect local farmers.", "It is true that these tariffs are crucial; however, I partly disagree that they should be put into use wherever possible, according to 2 main reasons\n\nThe misuse of tariffs can slow down the g...	Many countries can not grow their own crops or are unable to grow enough of them, so they rely heavily on importing.	Here's a thinking process: 1. Analyze User Input: - Context: An essay about tariffs, discussing pros/cons, with a specific focus on the negative impacts of overusing tariffs (economic slowdown, inflation, reduced foreign investment, and potential food shortages/hunger). - Task: Act as a conservati...	Many countries cannot grow their own crops or are unable to grow enough of them, so they rely heavily on imports.
task-2	If people could choose between a life without working or a life spending too much time working, people would choose a life without work. To what extent do you agree or disagree?	If given the choice, some may believe people would prefer a life without work over one spent working excessively. However, I totally disagree with this statement, as work provides a sense of achievement and serves as an essential source of purpose and happiness. Firstly, many people view success as progressing in thei...	[ "If given the choice, some may believe people would prefer a life without work over one spent working excessively.", "However, I totally disagree with this statement, as work provides a sense of achievement and serves as an essential source of purpose and happiness.", "Firstly, many people view success as progr...	For instance, those in creative or dynamic jobs often find their roles not only entertaining but also enriching, as they experience a blend of challenges and rewards that contribute to their overall happiness.	Here's a thinking process: 1. Analyze User Input: - Context: An IELTS Writing Task 2 essay (or similar) arguing against the idea that people prefer a life without work. The essay claims work provides achievement, purpose, and happiness. - Task: Act as a conservative academic editor. Fix objective er...	For instance, those in creative or dynamic jobs often find their roles not only entertaining but also enriching, as they experience a blend of challenges and rewards that contribute to their overall happiness.
task-2	In some countries today, many people are having their first child at an older age. What are the reasons for this trend? Do the advantages outweigh the disadvantages?	In various parts of the world, there has been an increase in the number of people who have their first child at an older age. This essay will examine the primary causes of this trend and explain whether its benefits outweigh its disadvantages. First and foremost, there are several reasons that encourage people to have ...	[ "In various parts of the world, there has been an increase in the number of people who have their first child at an older age.", "This essay will examine the primary causes of this trend and explain whether its benefits outweigh its disadvantages.", "First and foremost, there are several reasons that encourage ...	In various parts of the world, there has been an increase in the number of people who have their first child at an older age.	Here's a thinking process: 1. Analyze the Input: - Context: Essay about the trend of having children later in life. - Task: Act as a conservative academic editor. Fix objective errors, unnatural phrasing, and significant logical inconsistencies. - Strict Editing Bar: - Logical Slips: Onl...	In various parts of the world, there has been an increase in the number of people who have their first child at an older age.
task-1	The maps show changes that have taken place in the Sawry district neighborhood since 1920. Summarise the information by selecting and reporting the main features, and make comparisons where relevant	The two maps illustrate how the Sawry district neighborhood has witnessed a significant change over a 100-year period from 1920 to 2020. Overall, the area has undergone significant urban growth. Plants and natural spaces were largely replaced by residential, workspace and transport facilities, making the district mor...	[ "The two maps illustrate how the Sawry district neighborhood has witnessed a significant change over a 100-year period from 1920 to 2020.", "Overall, the area has undergone significant urban growth.", "Plants and natural spaces were largely replaced by residential, workspace and transport facilities, making the...	To the south, Miller's Lake was bordered by woodland, giving the area a rural character.	Here's a thinking process: 1. Analyze User Input: - Context: An IELTS/academic essay describing map changes over 100 years (1920-2020) for "Sawry district neighborhood". - Task: Act as a conservative academic editor. Fix objective errors, unnatural phrasing, and significant logical inconsistencies. ...	To the south, Miller's Lake was bordered by woodland, giving the area a rural character.
task-1	Task 1: The plans show a student common room from five years ago and now. Summarize the information by selecting and reporting the main features and make comparisons where relevant.	The maps depict a student shared room compared the present to the situation five years prior. Overall, the room have a significant change over the past half – decade. There is an increase in seat and a modern upgrade in some furniture to serve not only the seating demand but also the entertainment needs. The center o...	[ "The maps depict a student shared room compared the present to the situation five years prior.", "Overall, the room have a significant change over the past half – decade.", "There is an increase in seat and a modern upgrade in some furniture to serve not only the seating demand but also the entertainment needs....	Furthermore, the bookself at the bottom right corner was mordernize into three armchair and a TV, meeting the student's recreational needs.	Here's a thinking process: 1. Analyze the User Input: - Context: A short essay describing changes in a student shared room over five years, based on maps. - Task: Act as a conservative academic editor. Fix objective errors, unnatural phrasing, and significant logical inconsistencies. Follow strict e...	Furthermore, the bookshelf at the bottom right corner was converted into three armchairs and a TV, meeting the student's recreational needs.
task-2	It is the responsibility of schools to teach children good behavior in addition to provide formal education. To what extent do you agree or disagree?	It is widely argued that schools should take responsibility for fostering children well in addition to offering formal education. This essay will discuss the merits of shaping children conducts as the reason why I wholeheartedly agree with this viewpoint. Teaching good behavior is regarded as tremendously essential f...	[ "It is widely argued that schools should take responsibility for fostering children well in addition to offering formal education.", "This essay will discuss the merits of shaping children conducts as the reason why I wholeheartedly agree with this viewpoint.", "Teaching good behavior is regarded as tremendousl...	Children spend an excessive amount of time in school where they are surrounded by peers and teachers, thus the surrounding environment affects them mainly.	Here's a thinking process: 1. Analyze User Input: - Context: An essay arguing that schools should foster children's well-being and shape their behavior/conduct alongside formal education. - Task: Act as a conservative academic editor. Fix objective errors, unnatural phrasing, and significant logical...	Children spend a considerable amount of time in school, where they are surrounded by peers and teachers; thus, the surrounding environment predominantly influences them.
task-2	In some countries, students live with their family while studying at a university. In other countries, students attend university in another city. Do you think the advantages of living away from family home while attending university outweigh the disadvantages?	Nowadays, some students live with their families throughout their college years, while others have to move to a different city to study because their university is far from home. Although living away from home has some disadvantages, I think the benefits outweigh them. On the downside, there are several drawbacks to l...	[ "Nowadays, some students live with their families throughout their college years, while others have to move to a different city to study because their university is far from home.", "Although living away from home has some disadvantages, I think the benefits outweigh them.", "On the downside, there are several ...	Finally, living away from parents for an extended period can lead to some students developing unhealthy lifestyles, such as irregular eating and sleeping habits, or spending too much time on entertainment instead of studying.	Here's a thinking process: 1. Analyze User Input: - Context: An essay about living away from home during college. The author acknowledges downsides (homesickness, cost, unhealthy lifestyles) but argues benefits outweigh them. - Task: Act as a conservative academic editor. Fix objective errors, unnat...	Finally, living away from one's parents for an extended period can lead to some students developing unhealthy lifestyles, such as irregular eating and sleeping habits, or spending too much time on entertainment instead of studying.
task-2	Writing Large numbers of visitors endanger sensitive archeological sites such as Machu Picchu. In your opinion, is it more important to try to preserve such sites or to allow public access to them? Support your opinion with reasons and examples from your own knowl-edge or experience. Write at least 250 words.	Nowadays, a wide range of travelers visit famous archaeological sites like Machu Picchu. This brings some benefits to tourism, but it can also harm and threaten these places. I believe that protecting archaeological sites is more important than allowing people to gain access to them freely. Archaeological sites have g...	[ "Nowadays, a wide range of travelers visit famous archaeological sites like Machu Picchu.", "This brings some benefits to tourism, but it can also harm and threaten these places.", "I believe that protecting archaeological sites is more important than allowing people to gain access to them freely.", "Archaeol...	Machu Picchu in Peru is a clear example.	Here's a thinking process: 1. Analyze User Input: - Context: An essay about balancing tourism and preservation at archaeological sites, specifically mentioning Machu Picchu. - Task: Act as a conservative academic editor. Fix objective errors, unnatural phrasing, and significant logical inconsistenci...	Machu Picchu in Peru is a clear example.
task-2	An increasing number of people choosing to have cosmetic surgery in order to improve their appearance. Why do people have operations to change the way they look? Do you think this is positive or negative development?	In recent years, an increasing number of people have chosen to undergo cosmetic surgery in order to improve their appearance. This trend can be explained by several factors, and in my opinion, it represent both a positive and a negative development. On the one hand, cosmetic surgery can be beneficial for certain indivi...	[ "In recent years, an increasing number of people have chosen to undergo cosmetic surgery in order to improve their appearance.", "This trend can be explained by several factors, and in my opinion, it represent both a positive and a negative development.", "On the one hand, cosmetic surgery can be beneficial for...	For instance, in Vietnam, many young women have followed a trend of trying to look like a baby through cosmetic procedures.	Here's a thinking process: 1. Analyze User Input: - Context: An essay about cosmetic surgery, discussing pros and cons. - Task: Act as a conservative academic editor. Fix objective errors, unnatural phrasing, and significant logical inconsistencies. - Strict Editing Bar: - Logical Slips:...	For instance, in Vietnam, many young women have followed a trend of trying to look like a baby through cosmetic procedures.
task-2	At the present time, the population of some countries includes a relatively large number of young adults, compared with the number of older people. Do the advantages of this situation outweigh the disadvantages?	These days, the number of young individuals in some countries is significantly higher than that of older ones. While this situation can bring both positive and negative effects, my opinion is that the advantages of having a young population outweigh the disadvantages. To begin with, a country with a large number of y...	[ "These days, the number of young individuals in some countries is significantly higher than that of older ones.", "While this situation can bring both positive and negative effects, my opinion is that the advantages of having a young population outweigh the disadvantages.", "To begin with, a country with a larg...	This provides countries with greater opportunities to improve the economy and invest more in infrastructure, education, and economic development.	Here's a thinking process: 1. Analyze User Input: - Essay Context: The essay argues that a young population outweighs the disadvantages. It mentions economic benefits, adaptability to technology, lower healthcare costs, but also acknowledges unemployment risks and short-term costs for infrastructure/educat...	This provides countries with greater opportunities to improve the economy and invest more in infrastructure and education.
task-2	Are you for or against university allowing students to use AI tools such as ChatGPT for academic assignments? How would it affect their future personal development and society?	AI has been an intergral part in current digital age, but it also raise concern about its utilization in education. Whether students should be permitted to use AI tools by universities has been argued widely simce it may affect their creativity. Personally, I am against banning students using AI since it would negative...	[ "AI has been an intergral part in current digital age, but it also raise concern about its utilization in education.", "Whether students should be permitted to use AI tools by universities has been argued widely simce it may affect their creativity.", "Personally, I am against banning students using AI since it...	Allowing students to use it in universities will positively affect their development since it prepares them for the workforce and boost productivity.	Here's a thinking process: 1. Analyze User Input: - Context: An essay arguing against banning AI tools in university education, highlighting benefits (workforce preparation, productivity/creativity boost) and acknowledging drawbacks (plagiarism, false information). - Task: Act as a conservative acad...	Allowing students to use AI tools in universities will positively affect their development, since this prepares them for the workforce and boosts productivity.

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Vocab-Coedit

_{Made with ❤️ using 🦥 Unsloth Studio}

Vocab-CoEdIT contains 59,949 records of vocabulary suggestions

🚀 Quick Start

from datasets import load_dataset

# Load the main dataset
dataset = load_dataset("bihungba1101/Vocab-CoEdIT", "data", split="train")
df = dataset.to_pandas()

📊 Dataset Summary

📈 Records: 59,949
📋 Columns: 7
✅ Completion: 99.9% (60,000 requested)

📋 Schema & Statistics

Column	Type	Column Type	Unique (%)	Null (%)	Details
`original_sentence`	`string`	expression	33121 (55.2%)	0 (0.0%)	-
`corrected_sentence`	`string`	expression	47055 (78.5%)	0 (0.0%)	-

⚙️ Generation Details

Generated with 7 column configuration(s):

expression: 2 column(s)
llm-text: 1 column(s)
seed-dataset: 4 column(s)

📄 Full configuration available in builder_config.json and detailed metadata in metadata.json.

📚 Citation

If you use Data Designer in your work, please cite the project as follows:

@misc{nemo-data-designer,
  author = {The NeMo Data Designer Team, NVIDIA},
  title = {NeMo Data Designer: A framework for generating synthetic data from scratch or based on your own seed data},
  howpublished = {\url{https://github.com/NVIDIA-NeMo/DataDesigner}},
  year = 2026,
  note = {GitHub Repository},
}

💡 About NeMo Data Designer

NeMo Data Designer is a general framework for generating high-quality synthetic data that goes beyond simple LLM prompting. It provides:

Diverse data generation using statistical samplers, LLMs, or existing seed datasets
Relationship control between fields with dependency-aware generation
Quality validation with built-in Python, SQL, and custom local and remote validators
LLM-as-a-judge scoring for quality assessment
Fast iteration with preview mode before full-scale generation

For more information, visit: https://github.com/NVIDIA-NeMo/DataDesigner (pip install data-designer)

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