Datasets:

grammarly
/

coedit

{
  '_id': 1,
  'task': "gec",
  'src': "Improve the grammaticality: As the number of people grows, the need of habitable environment is unquestionably essential.",
  'tgt': "As the number of people grows, the need for a habitable environment is unquestionably increasing."
}

Data Fields

_id:
task: Text editing task for this instance
src: input text (formatted as instruction: input_text)
tgt: output text

Considerations for Using the Data

Please note that this dataset contains 69k instances (as opposed to the 82k instances we used in the paper). This is because this public release includes only the instances that were acquired and curated from publicly available datasets. Specifically, it is missing roughly 13k instances in training and 1.5k instances in validation data from Simplification and Formality Transfer tasks due to licensing restrictions.

Citation

@article{raheja2023coedit,
      title={CoEdIT: Text Editing by Task-Specific Instruction Tuning}, 
      author={Vipul Raheja and Dhruv Kumar and Ryan Koo and Dongyeop Kang},
      year={2023},
      eprint={2305.09857},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}

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Size of the auto-converted Parquet files:

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Number of rows:

70,783

Models trained or fine-tuned on grammarly/coedit

Collection including grammarly/coedit

CoEdIT

Collection

Collection of the publicly available CoEdIT dataset and instruction-tuned models for text editing. • 6 items • Updated Apr 15 • 6

_id stringlengths 1 5	task stringclasses 6 values	src stringlengths 22 884	tgt stringlengths 1 697
1	gec	Remove all grammatical errors from this text: For example, countries with a lot of deserts can terraform their desert to increase their habitable land and using irrigation to provide clean water to the desert.	For example, countries with a lot of deserts can transform their desert to increase their habitable land and use irrigation to provide clean water to the desert.
2	gec	Improve the grammaticality: As the number of people grows, the need of habitable environment is unquestionably essential.	As the number of people grows, the need for a habitable environment is unquestionably increasing.
3	gec	Improve the grammaticality of this sentence: Besides some technologically determinists that allow the development of biometric identification, this technology is also shaped by three social factors, namely, the desire of the society for safety, convenience and economy.	Besides some technological determinists that allow the development of biometric identification, this technology is also shaped by three social factors, namely, the desire of society for safety, convenience, and economy.
4	gec	Remove all grammatical errors from this text: Safety is one of the crucial problems that many countries and companies concern.	Safety is one of the crucial problems that many countries and companies are concerned about.
5	gec	Fix grammaticality in this sentence: On one hand more and more virus and hack can access personal computers, so the secret data and documents may be stolen.	On the one hand, more and more viruses and hackers can access personal computers, so secret data and documents may be stolen.
6	gec	Improve the grammar of this text: We can have fingerprint verification reader combined with built-in smartcard reader, and it only takes seconds to verify one's identification.	We can have a fingerprint verification reader combined with a built-in smart card reader, and it only takes seconds to verify one's identification.
7	gec	Fix grammar in this sentence: Nuclear technology had come a long way since Ernest Rutherford first split the atom in 1917.	Nuclear technology has come a long way since Ernest Rutherford first split the atom in 1917.
8	gec	Fix grammar in the sentence: The subsequent realization that the additional neutrons produced from fission reaction can induce a nuclear chain reaction sparked off widespread interest in nuclear technology.	The subsequent realization that the additional neutrons produced from a fission reaction could induce a nuclear chain reaction has sparked a widespread interest in nuclear technology.
9	gec	Update to remove grammar errors: The leakage of radioactive gas into the atmosphere prompted the many anti-nuclear demonstrations that sprung up across the America in the following months.	The leakage of radioactive gas into the atmosphere prompted the many anti-nuclear demonstrations that sprang up across America in the following months.
10	gec	Fix grammaticality in this sentence: Although the reactor was eventually cleaned up and decontaminated, the damaged dealt to nuclear power was irreversible and caused its subsequent decline.	Although the reactor was eventually cleaned up and decontaminated, the damage dealt to nuclear power was irreversible and caused its subsequent decline.
11	gec	Improve the grammar of this text: To partly offset this gigantic demand for energy, China had launched an ambitious program to produce 16% of its electricity from nuclear power by 2030.	To partly offset this gigantic demand for energy, China has launched an ambitious program to produce 16% of its electricity from nuclear power by 2030.
12	gec	Fix grammar errors in this sentence: This endeavor to produce more nuclear power have stimulated the development of safer designs of nuclear reactors.	This endeavor to produce more nuclear power has stimulated the development of safer designs for nuclear reactors.
13	gec	Improve the grammaticality of this sentence: In conclusion, nuclear technology development had always been driven by social factors.	In conclusion, nuclear technology development has always been driven by social factors.
14	gec	Improve the grammaticality: World War 2 had given it momentum in its initial research, but it will be mankind's need for a renewable and environmentally friendly energy source that will drive nuclear technology's future developments.	World War 2 has given it momentum in its initial research, but it will be mankind's need for a renewable and environmentally friendly energy source that will drive nuclear technology's future developments.
15	gec	Remove grammatical mistakes: These solutions may be generated by analyzing existing products to find out how the weaknesses can be improved while retaining the strength.	These solutions may be generated by analyzing existing products to find out how the weaknesses can be overcome while retaining the strengths.
16	gec	Remove all grammatical errors from this text: Therefore careful analysis of the product has to be made before selecting a solution for testing and implementation.	Therefore careful analysis of a product has to be made before selecting a solution for testing and implementation.
17	gec	Fix disfluencies in the sentence: An example is water which is a good renewable resource and is plentiful.	An example is water, which is a good renewable resource and is plentiful.
18	gec	Fix grammaticality: This is because a large body of water is needed to harness the same energy produced by a small amount of fuel.	This is because a large body of water is needed to harness the same amount of energy produced by a small amount of fuel.
19	gec	Fix grammaticality in this sentence: All the solutions will be thoroughly analysed by the engineers before coming to a conclusion.	All the solutions will be thoroughly analyzed by engineers before coming to a conclusion.
20	gec	Fix grammaticality of the sentence: As a result, students have no chance to develop their creative thinking and gradually become stereotype.	As a result, students have no chance to develop their creative thinking abilities and gradually become.
21	gec	Fix grammar in the sentence: However, after one year study, he found history not suitable for himself and became interested in physics and showed great talent.	However, after one year's study, he found history not suitable for him and became interested in physics, and showed great talent.
22	gec	Fix grammar: Whether China can take this chance to catch up with those well-developed countries or even surpass them depends on China's trail of solving the present problems.	Whether China can take this chance to catch up with those well-developed countries or even surpass them depends on China's solving the present problems.
23	gec	Improve the grammar of this text: If China can come up with effective policy to change its education system and stimulate innovation, China's pace to flourish may become even faster.	If China can come up with an effective policy to change its education system and stimulate innovation, China's pace to flourish may become even faster.
24	gec	Make the sentence grammatical: The process of developing a new product based on innovation is not an easy task for the innovators.	The process of developing a new product based on innovation is not an easy task for innovators.
25	gec	Make the sentence grammatical: By diffusion and adoption of the innovation products by the public or specific users, the innovators have to face the consequences.	Through the distribution and adoption of innovative products by the public or specific users, innovators have to face the consequences.
26	gec	Improve the grammaticality of this text: These are not the only challenges that the innovators are going to deal with.	These are not the only challenges that innovators are going to deal with.
27	gec	Fix grammar errors: In order to process from the initial stage of innovation development to the final stage, the most important issue is to have a huge sum of fund for development and commercial purposes.	In order to proceed from the initial stage of innovation development to the final stage, the most important issue is to have a huge sum of funds for development and commercial purposes.
28	gec	Fix grammatical errors in this sentence: So, the manufacture company, for example, the company that the innovators are working for, is one of the major investors that is providing the fund.	So, the manufacturing company, for example, the company that innovators are working for, is one of the major investors that is providing the fund.
29	gec	Fix all grammatical errors: For example, if the manufacturing company did not earn profit in the market, then in order to reduce the cost and prevent the loss from getting worse, the manufacturing company has to stop funding the innovators for their prototypes development.	For example, if the manufacturing company does not earn profit in the market, then in order to reduce the cost and prevent the loss from getting worse, the manufacturing company has to stop funding the innovators for the development of their prototypes.
30	gec	Update to remove grammar errors: Then the innovators have to stop all works for the development.	Then the innovators have to stop all work for the development.
31	gec	Fix the grammatical mistakes: This shows that the manufacturing companies are trying to reduce the unnecessary burden to maintain the companies' stand.	This shows that manufacturing companies are trying to reduce the unnecessary burden to maintain the companies' stand.
32	gec	Improve the grammaticality: Therefore, this is one of the major factors that will definitely affect the innovators from developing innovation products.	Therefore, this is one of the major factors that will definitely affect innovators from developing innovative products.
33	gec	Fix errors in this text: For example, the marketing department thinks that the innovated products are not relevant to what the company is selling.	For example, the marketing department thinks that the new products are not relevant to what the company is selling.
34	gec	Improve the grammaticality of this sentence: They have to obtain fund from the investors in order to develop their innovation prototypes and require help from the marketing department to have their innovation products for sales in the marketplace.	They have to obtain funds from investors in order to develop their innovation prototypes and require help from the marketing department to have their innovative products for sale in the marketplace.
35	gec	Make the sentence fluent: Engineering design is defined as a process that brings ideas or theories into physical representations which satisfies human needs.	Engineering design is defined as a process that brings ideas or theories into physical representations which satisfy human needs.
36	gec	Remove all grammatical errors from this text: Because Engineering designs are always related to real problem, during the five processes, the obstacles they face are more than theories and calculations on paper.	Because engineering designs are always related to real problems, during the five processes, the obstacles they face are more than theories and calculations on paper.
37	gec	Fix the grammatical mistakes: Political issues usually become realized in the beginning and final steps, especially in the last step.	Political issues usually become relevant in the beginning and final steps, especially in the last step.
38	gec	Fix grammatical errors: In the last step of design, political issues also disturb the process significantly.	In the last step of design, political issues can also disrupt the process significantly.
39	gec	Make the sentence fluent: However, when the design had been carried out for a few weeks, it was stopped.	However, after the design had been carried out for a few weeks, it was stopped.
40	gec	Fix grammaticality in this sentence: In this example, there is nothing wrong with the original design work, but the design still cannot be carried out due to political inconsistent between the city government and higher level authorities.	In this example, there is nothing wrong with the original design work, but the design still cannot be carried out due to political inconsistency between the city government and higher-level authorities.