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Make this easier to read: The model consists of an encoder, a decoder, and a position dependent summarizer (PDS). The three modules are based on basic attention blocks. The encoder extracts high-level representations from the speech. | The model aggregates encoded speech features into the hidden representations corresponding to each token with attention mechanisms. Thus, the model can capture the token relations by self-attention on the aggregated hidden representations from the speech. | Make this easier to read |
Make the text more coherent: The steeple was weakened and damaged in the Portland Gale, and so a new steeple, restored in 2007, was reduced to be 100 feet off the ground. According to the Provincetown Banner, the local newspaper | The steeple was weakened and damaged in the Portland Gale, and so a new steeple, restored in 2007, was reduced to be 100 feet off the ground. Yet, according to the Provincetown Banner, the local newspaper : | Make the text more coherent |
Fix grammar in the sentence: and due to lack of knowledge of the language, nobody wo nt tell us which way to walk to the stadium. | and due to a lack of knowledge of the language, nobody would tell us which way to walk to the stadium. | Fix grammar in the sentence |
Remove grammar mistakes: So, normally the use of the car is for pleasure. | So, normally, the use of a car is for pleasure. | Remove grammar mistakes |
Make the sentence grammatical: In the morning program, the kids have enjoyed playing football, soccer ball, basketball and water ball. | In the morning program, the kids enjoyed playing football, soccer ball, basketball, and water ball. | Make the sentence grammatical |
Make this simpler: Besides tobacco, many vegetables and flowers are grown in greenhouses in late winter and early spring, and then transplanted outside as the weather warms. | Role of green houses Many vegetables and flowers are grown in greenhouses in late winter and early spring, when it is still too cold to grow plants outside. | Make this simpler |
Fix grammatical mistakes in this sentence: First example of the problem is his relatives. | The first example of this problem is his relatives. | Fix grammatical mistakes in this sentence |
Fix sentence flow: He started playing the drums at the age of 2, his aunt bought him a drum set for Christmas. That was the drum set of his love for music. | He started playing the drums at the age of 2, his aunt bought him a drum set for Christmas and that was the beginning of his love for music. | Fix sentence flow |
Make the sentence fluent: Your plan sound great and I will be pleased to spend a few days with you and your family. | Your plan sounds great, and I will be pleased to spend a few days with you and your family. | Make the sentence fluent |
Fix the grammatical mistakes: One of the favorite scenes of me is a scene that takes a ride on a bicycle at the end. | One of my favorite scenes of me is a scene that takes a ride on a bicycle at the end. | Fix the grammatical mistakes |
Simplify this paragraph: Whedon wanted to create something for television that was more character-driven and gritty than most modern science fiction. | Whedon was also very interested in science fiction and wanted to make something for television that was character-driven and dirty. | Simplify this paragraph |
Fix disfluencies in the sentence: As the world has been globalized, the need to stay connected and informed with one another is necessary for a country to develop economically. | As the world becomes globalized, the need to stay connected and informed with one another is necessary for a country to develop economically. | Fix disfluencies in the sentence |
Fix the grammar mistakes: I shaped it into ellipse and I cooked them in a covered pan. | I shaped them into an ellipse, and cooked them in a covered pan. | Fix the grammar mistakes |
Change to simpler wording: From here the town was not visible. | The city could not be seen from here. | Change to simpler wording |
Make the text more coherent: Gyraulus riparius is a species of small freshwater snail the ram's horn snails. A species of small freshwater snail is an aquatic pulmonate gastropod mollusk in the family Planorbidae. | Gyraulus riparius is a species of small freshwater snail, an aquatic pulmonate gastropod mollusk in the family Planorbidae, the ram's horn snails. | Make the text more coherent |
Make the text coherent: Two of the dishes are fixed. Two are moveable and share the One-Mile's rail track. | Two of the dishes are fixed, while two are moveable and share the One-Mile's rail track. | Make the text coherent |
Fix errors in this text: She did not suspect that it will be such a wonderful evening. | She did not suspect that it would be such a wonderful evening. | Fix errors in this text |
Fix coherence in this text: One perfect game has been pitched in Red Sox history. One perfect game is a special subcategory of no-hitter. | One perfect game, a special subcategory of no-hitter, has been pitched in Red Sox history. | Fix coherence in this text |
Remove grammar mistakes: Some people might complain that the CPF is ripping away their money so much that they did not have enough money to spend. | Some people might complain that the CPF is ripping away so much of their money that they do not have enough to spend. | Remove grammar mistakes |
Fix grammar errors: Nearby, fields with growing vegetables can be visited, which never has been altered by any modern machine but only by the power of hand and cattle. | Nearby, fields growing vegetables can be visited, which have never been altered by any modern machine but only by the power of hand and cattle. | Fix grammar errors |
Make the text more logical: Police surround Handoko, who flees while Farrel chases him. Just before dying, Handoko admits to all that Handoko has done. | Police surround Handoko, who flees while Farrel chases him. Finally, just before dying, Handoko admits to all that he has done. | Make the text more logical |
Make this sentence better readable: PC manufacturer and Apple Computer competitor Dell, Inc. has said that it is interested in shipping computers running Apple's Mac OS X. Michael Dell, founder and chairman of Dell Computers, made the comments while talking to David Kirkpatrick of Fortune magazine. | PC manufacturer and Apple Computer competitor Dell, Inc. has stated that it is interested in shipping computers running Apple's Mac OS X. Michael Dell, founder and chairman of Dell Computers, made the comments while talking to David Kirkpatrick of Fortune magazine. | Make this sentence better readable |
Clarify this text: Nwankwo Kanu OON (born 1 August 1976) is a Nigerian former professional footballer who played as a forward. | Nwankwo Kanu OON (born 1 August 1976) is a Nigerian former professional footballer who played as a forward. | Clarify this text |
Fix the grammar mistakes: more recently gives a minumum death toll of 373. | more recently gives a minimum death toll of 373. | Fix the grammar mistakes |
Fix grammaticality in this sentence: Camberra finished third and travaled to EnergyAustralia Stadium in New South Wales to play the Newcatsle Jets. | Canberra finished third and travaled to EnergyAustralia Stadium in New South Wales to play the Newcastle Jets. | Fix grammaticality in this sentence |
Fix disfluencies in the sentence: He gives examples of Italian ceramics and gold jewelry industries, in which hundreds of firms are located together and fiercely compete to innovate since the alternative to innovation is demise. | He gives examples of Italian ceramics and gold jewellry industries, in which hundreds of firms are located together and fiercely compete to innovate since the alternative to innovation is demise. | Fix disfluencies in the sentence |
Fix grammar errors in this sentence: Research and development will very likely increase the levels of overseas investment as foreign multinational companies will see that country as a good place for business. | Research and development will very likely increase the levels of overseas investment as foreign multinational companies will see the country as a good place for business. | Fix grammar errors in this sentence |
Improve this sentence for readability: Narayanapala (9th-10th century CE) was the sixth emperor of the Pala dynasty of eastern India, mainly the Bengal and Bihar regions. | Narayanapala (9th-10th century CE) was the seventh emperor of the Pala dynasty of the Eastern regions of the Indian subcontinent, mainly the Bengal and Bihar regions. | Improve this sentence for readability |
Improve the grammar of this text: It is possible to find many examples which confirms that argument. | It is possible to find many examples which confirm that argument. | Improve the grammar of this text |
Fix coherence mistakes in this sentence: Systems that use magnetic direct drive turbines require higher amounts of rare metals. An increase in wind production would increase the demand for these resources. | Systems that use magnetic direct drive turbines require higher amounts of rare metals. Therefore, an increase in wind production would increase the demand for these resources. | Fix coherence mistakes in this sentence |
Simplification: Axes and flint flakes were used to make smaller tools. | Some tools were used to make smaller tools. | Simplification |
Clarify this text: The report indicates that 20 other Australian citizens have also been falsely imprisoned by the immigration department. | The report indicates that 20 other Australian citizens have also been unjustly imprisoned by the immigration department. | Clarify this text |
Fix coherence in this sentence: The Adelaide hills region is close enough to commute to the city. Is the gateway to the country, so residents enjoy the best of both worlds -- the country community life and the convenience of the city. | The Adelaide hills region is close enough to commute to the city, yet is the gateway to the country, so residents enjoy the best of both worlds -- the country community life and the convenience of the city. | Fix coherence in this sentence |
Make the text more coherent: Surgical resection, radiotherapy, and chemotherapy have all been used to treat these masses. Studies on survival have yet to be conducted to delineate various treatment regimens. | Surgical resection, radiotherapy, and chemotherapy have all been used to treat these masses, although studies on survival have yet to be conducted to delineate various treatment regimens. | Make the text more coherent |
Remove grammatical mistakes: I moved to new house on Saturday. | I moved to a new house on Saturday. | Remove grammatical mistakes |
Rewrite this with simpler wording: We must conduct military exercises once a year in Switzerland. | In Switzerland we have to do military service once a year. | Rewrite this with simpler wording |
Rewrite this sentence for simplicity: Well, it's probably a little small for five guys. | Well, for five people it is probably a little small. | Rewrite this sentence for simplicity |
Simplify this text: There's more in the world that you and I don't get. | There are many things you and I don't understand in this world. | Simplify this text |
Fix grammatical errors: What country do you would like to go? | What country do you would you like to go to? | Fix grammatical errors |
Make this easier to understand: The bank claims a loan recovery rate of 98.35%, up from the 95% recovery rate claimed in 1998. | In 1998 95% of loans were repaid. However, many critics doubt this recovery rate and the definition that Grameen uses to come up with this rate. | Make this easier to understand |
Fix grammar in the sentence: We are lucky to live in a city where both the authority and the people have a strong sense of environmental protection. | We are lucky to live in a city where both the authorities and the people have a strong sense of environmental protection. | Fix grammar in the sentence |
Fix coherence in the text: Years later, Gillian tried to contact her father Hugh ; but she was never to see him again. Gillian did establish a relationship with Gillian's half-Gillian Pollock. | Years later, Gillian tried to contact her father Hugh ; but she was never to see him again, although she did establish a relationship with her half-sister Pollock. | Fix coherence in the text |
Fix coherence errors in this sentence: Amir's mother died in 1931, and his father the year after. That Amir's education could no longer be funded. | Amir's mother died in 1931, and his father the year after, meaning that his education could no longer be funded. | Fix coherence errors in this sentence |
Remove grammar mistakes: The 2002 collapse of the Antarctic Larsen B Ice Shelf, which had remained stable for 10,000 years, has reveled a cold seep containing ecosystems that have been isolated from the outside world for 10,000 years by a 600 foot ice shelf. | The 2002 collapse of the Antarctic Larsen B Ice Shelf, which had remained stable for 10,000 years, has revealed a cold seep containing ecosystems that have been isolated from the outside world for 10,000 years by a 600 foot ice shelf. | Remove grammar mistakes |
Fix disfluencies in the sentence: Sheridan had intended to attempt to reclaim the leadership of the SSP but has instead decided to found a "new party of the left" rahter than continue to fight with his opponents in what he described as the "colossal train wreck of the SSP" which is divided between two factions, the pro-Sheridan "SSP Majority" and the anti-Sheridan "United Left". | Sheridan had intended to attempt to reclaim the leadership of the SSP but has instead decided to found a "new party of the left" rather than continue to fight with his opponents in what he described as the "colossal train wreck of the SSP" which is divided between two factions, the pro-Sheridan "SSP Majority" and the anti-Sheridan "United Left". | Fix disfluencies in the sentence |
Improve the grammaticality of this sentence: We promised to come there next week and felt so much better. | We promised to come there back next week and felt so much better. | Improve the grammaticality of this sentence |
Make the sentence fluent: Response | Response: From all my experience, I have specifically more than 2 years of experience as a consolidation controller in a Spanish multinational company, and the rest of my experience as an auditor is shared between Venezuela and Spain. | Make the sentence fluent |
Make the text more consistent: She often positioned herself in her backhand corner. This left her forehand wide open and vulnerable to attack. | She often positioned herself in her backhand corner and although this left her forehand wide open and vulnerable to attack. | Make the text more consistent |
Improve the grammaticality of this sentence: I can go all over the USA without any problems and I can help the staff to get around if needed since I have the driving license. | I can go all over the USA without any problems, and I can help the staff to get around if needed since I have a driving license. | Improve the grammaticality of this sentence |
Make the text more cohesive, logically linked and consistent as a whole: It is the main party in the Basque Autonomous Community (BAC) and is the most voted party (about 40 % population), but its presence in Navarre is minor and subsumed in Geroa Bai. Basque Autonomous Community remains marginal in the French Basque Autonomous Community. | It is the main party in the Basque Autonomous Community (BAC) and is the most voted party (about 40 % population), but its presence in Navarre is minor and subsumed in Geroa Bai, while it remains marginal in the French Basque Country. | Make the text more cohesive, logically linked and consistent as a whole |
Make this simpler: But as far as she knew, she wasn't known at the Center. | But no one in Centre knew her, so far as she was aware. | Make this simpler |
Improve the grammaticality: I become more organized, and I managed to do more than I could imagined. | I have become more organized, and I have managed to do more than I could have imagined. | Improve the grammaticality |
Fix grammar errors: Yes, I think it also can educate. | Yes, I think it can also educate. | Fix grammar errors |
Remove grammar mistakes: I can't just skip unknow words so reading this book will take a while. | I can't just skip unknown words, so reading this book will take a while. | Remove grammar mistakes |
Fix disfluencies in the sentence: Well there is my opinion I will ask some friend about and I will try to write you another letter in a few days to help you more, also if you have another problem, don't forget to ask me for help please, I will help you in all you want. | Well, that is my opinion. I will ask some friends about it, and I will try to write you another letter in a few days to help you more. Also, if you have another problem, don't forget to ask me for help, please. I will help you with all you want. | Fix disfluencies in the sentence |
Improve the cohesiveness of the text: A total of 9.8 miles (15.8 km) of the creek are stocked with fish. Native trout are also present in the watershed, especially in the tributary Stony Brook. | A total of 9.8 miles (15.8 km) of the creek are stocked with fish. However, native trout are also present in the watershed, especially in the tributary Stony Brook. | Improve the cohesiveness of the text |
Fix grammar: Therefore, more research and development should be carried out so that in future this concept can become the energy supply for everyone in this earth. | Therefore, more research and development should be carried out so that in the future, this concept can become the energy supply for everyone on this earth. | Fix grammar |
Fix grammar errors: There are many existing initiatives that the society can play in the absence of such policies to ease the ageing process. | There are many existing initiatives that society can implement in the absence of such policies to ease the aging process. | Fix grammar errors |
Improve the grammaticality of this text: In the end, We heard Michael's scream. | In the end, we heard Michael's scream. | Improve the grammaticality of this text |
Remove all grammatical errors from this text: Although many people believe that our lives are getting better than they where 20 years ago, scientist proved that if we carry on with our ways of living using, for instance modern technology, we will lose control of our lives. | Although many people believe that our lives are getting better than they were 20 years ago, scientists have proved that if we carry on with our way of living, using, for instance, modern technology, we will lose control of our lives. | Remove all grammatical errors from this text |
Change to simpler wording: We've got a rapidly approaching Cardassian warship. | We have a Cardassian warship approaching fast. | Change to simpler wording |
Fix grammar errors in this sentence: To the mind of opponents of nuclear power, the construction of nuclear power plant will put Mother Earth under threat as nuclear accidents, such as the notorious Chernobyl in year 1986, can cause massive destruction to the environment and more importantly, they are inevitable. | To the mind of opponents of nuclear power, the construction of nuclear power plants will put Mother Earth under threat as nuclear accidents, such as the notorious Chornobyl in the year 1986, can cause massive destruction to the environment, and, more importantly, they are inevitable. | Fix grammar errors in this sentence |
Fix grammar errors in this sentence: Besides these, kitab or amulets are also prepared and give by them to be worn to wade away the evil spirits and evil eye (buda). | Besides these, kitab or amulets are also prepared and give by them to be worn to wade away the evil spirits and the buda. | Fix grammar errors in this sentence |
Improve the grammaticality of this sentence: The aging population has of late become a subject for discussion because the growing of an aging population has brought about serious health issues and social problems in the developed nations. | The aging population has of late become a subject for discussion because the growth of an aging population has brought about serious health issues and social problems in developed nations. | Improve the grammaticality of this sentence |
Make this text less complex: In Donghui, a speck on the map to the southwest of Shanghai in neighboring Zhejiang province, farmers spoke of a lack of money and information. | In Donghui, a village near Shanghai, farmers spoke of their need for more money and information. | Make this text less complex |
Improve the grammaticality of this text: This problem is the space constraint due to a small living space. | This problem is the space constraint due to the small living space. | Improve the grammaticality of this text |
Remove grammatical mistakes: Buda castle is an impressive ancient picturesque building and attractive tourist location. | Buda Castle is an impressive ancient picturesque building and an attractive tourist location. | Remove grammatical mistakes |
Fix the grammatical mistakes: Therefore, we emphasize that public spending on the elderly is not totally absent but limited. | Therefore, we emphasize that public spending on the elderly should not be totally absent but limited. | Fix the grammatical mistakes |
Clarify this sentence: Not to be an egoist To be Labour-loving To be tolerant To be authentic Servitude of Morality Immorality of Freedom Illogicality of Freedom Humanism of the body Should my surname change me myself or my name's ending? | Not to be an egoistic To be hard-working (labour-loving) To be tolerant To be authentic Servitude of Morality Immorality of Freedom Illogicality of Freedom Humanism of the body Should my surname change me myself or my name's ending? | Clarify this sentence |
Fix the grammatical mistakes: Hence, the supporters believe that the new generation of nuclear reactor should make use of this technology. | Hence, the supporters believe that the new generation of nuclear reactors should make use of this technology. | Fix the grammatical mistakes |
Fix grammaticality of the sentence: Meanwhile, students can play with each other during traveling, but only several days are deficient and most people will not keep in touch with others after the trip. | Meanwhile, students can play with each other while traveling, but only several days are not enough, and most people will not keep in touch with others after the trip. | Fix grammaticality of the sentence |
Simplify: Randolph had planned a similar march in 1941. | He had planned another civil rights march in 1941, but it never happened. | Simplify |
Improve the grammaticality of this text: The overall quantitative behavior of george-ericksenite in the electron beam is consistent with the chemical composition derived (ideally I2O5 59.13, CrO3 9.92. SO3 1.51, MgO 2.38, CaO 3.31, Na2O 10.98, H2O 12.77 weight \%). | The overall quantitative behavior of george-ericksenite in the electron beam is consistent with the chemical composition derived (ideally I2O5 59.13, CrO3 9.92. SO3 1.51, MgO 2.38, CaO 3.31, Na2O 10.98, H2O 12.77 weight \%). | Improve the grammaticality of this text |
Simplify this paragraph: Frankly, I think you're asking too much of me this time. | Honestly, I believe this time you are asking too much from me. | Simplify this paragraph |
Fix grammaticality in this sentence: you must come because I think that my country would you love it and i always help you. | You must come because I think that you would love my country and I can always help you. | Fix grammaticality in this sentence |
Rewrite this sentence for simplicity: In January 1973, The Who's Pete Townshend organised a comeback concert for Clapton at London's Rainbow Theatre aptly titled the '' Rainbow Concert '' to help Clapton kick his addiction. | However, he performed a comeback concert at the Rainbow Theatre in London on January 13, 1973, thanks to his friend Pete Townshend of The Who. | Rewrite this sentence for simplicity |
Simplify the sentence: Natchios killed by the real Kingpin, I think. | I think Natchios was set up by the real Kingpin. | Simplify the sentence |
Fix coherence errors in this sentence: Northgate, Southgate, Eastgate and Westgate Streets all follow the line of their original Roman counterparts. Westgate Streets has moved slightly north and Southgate now extends through the site of the Roman basilica. | Northgate, Southgate, Eastgate and Westgate Streets all follow the line of their original Roman counterparts, although Westgate Street has moved slightly north and Southgate Street now extends through the site of the Roman basilica. | Fix coherence errors in this sentence |
Fix coherence errors: At least six people have been shot dead after a gunman entered a shopping centre in the town of, in the Netherlands. | Six people have been shot dead after a gunman entered a shopping centre in the town of, in the Netherlands. | Fix coherence errors |
Write a simpler version for the sentence: I'll hire someone if he needs help. | If she needs help, I will hire help. | Write a simpler version for the sentence |
Clarification: Information for on-board sensors was to be processed by the logic module which provided commands to a cold gas thruster system which in turn adjusted the orientation of the vehicle. | Information for on-board sensors was to be processed by the logic module which provided commands to a cold gas thruster system which in turn adjusted the vehicle's orientation. | Clarification |
Clarify this paragraph: The peninsula which has largely been cut off form the outside world. Even communications are near impossibel. Tens of thousands have fled their homes. | The peninsula which has largely been cut off form the outside world, has seen tens of thousands have fled their homes. | Clarify this paragraph |
Fix coherence errors: Understanding the Energiewende | Understanding the Energiewende: FAQ on the ongoing transition of the German power system (PDF). Berlin, Germany: Agora Energiewende. | Fix coherence errors |
Make this sentence better readable: In our experiments, the technique boosts the performance for some commonly used UMT methods by 1.5-2.0 BLEU. | In our experiments, the technique boosts the performance of the standard UMT methods by 1.5-2.0 BLEU. | Make this sentence better readable |
Fix grammatical errors: A lot of different languages are spoken in all over the world, and it is not easy to choose one of them to learn it. | A lot of different languages are spoken all over the world, and it is not easy to choose one of them to learn. | Fix grammatical errors |
Use simpler wording: On Tuesday, hospitals were flushing out their water systems, as were schools, which hoped to open again on Wednesday. | So were schools, which hoped to open again on Wednesday. | Use simpler wording |
Fix grammaticality of the sentence: Imagine looking at Shakespeare in his English class, Einstein in his first science class and Picasso picking up his paintbrush for the very first time. | Imagine looking at Shakespeare in his English class, Einstein in his first science class, and Picasso picking up his paintbrush for the very first time. | Fix grammaticality of the sentence |
Rewrite this with simpler wording: '' Pocho '' is slang for an Americanized Mexican who may not speak Spanish well. | It is Spanish for an Americanized Mexican who may not speak Spanish well. | Rewrite this with simpler wording |
Remove grammar mistakes: In addition, countries like Singapore has started to tackle aging problems where government is getting companies to rehire workers aged 62. | In addition, countries like Singapore have started to tackle aging problems where the government is getting companies to rehire workers aged 62. | Remove grammar mistakes |
Rewrite this sentence in a simpler manner: We'll slip you through with our cloaking device. | With our cloaking devices, we can slip by you. | Rewrite this sentence in a simpler manner |
Simplify this paragraph: He played the role of companion Ian Chesterton in " Doctor Who ", from the show's first episode in 1963 until 1965. | He is best known for the role as Ian Chesterton in " Doctor Who ". | Simplify this paragraph |
Use simpler wording: San Jose canceled the rest of its season just miles away, after the blaze scorched about a dozen cabins. | San Jose canceled the rest of its season at its camp just miles away. | Use simpler wording |
Write a simpler version for the sentence: It often ranks near the bottom in '' livability '' surveys and near the top of the hemisphere's ugliest capitals. | It often ranks near the bottom in surveys of good cities to live in. | Write a simpler version for the sentence |
Fix grammar errors in this sentence: Open-source governance (also known as open politics) is a political philosophy which advocates the application of the philosophies of the open-source and open-content movements to democratic principles to enable any interested citizen to add to the creation of policy, as with a wiki document. | Open-source governance (also known as open politics) is a political philosophy which advocates the application of the philosophies of the open-source and open-content movements to democratic principles to enable any interested citizen to add to the creation of policy, as with a wiki document. | Fix grammar errors in this sentence |
Make the text clearer: The women fight. Eventually Erica, who loses the fight, closes for the night. | The women fight, but eventually Erica, who loses the fight, closes for the night. | Make the text clearer |
Improve the grammaticality: Often, it turns out, that purchase should not take place at all, the reason being lack of money. | Often, it turns out, a purchase should not take place at all, the reason being lack of money. | Improve the grammaticality |
Fix coherence in this sentence: The Boulevard was originally thought to represent the absolute limit of the city's expansion. Tremendous growth at the beginning of the 20th century quickly pushed the city limits far beyond Boulevard to Boulevard's north. | The Boulevard was originally thought to represent the absolute limit of the city's expansion, although tremendous growth at the beginning of the 20th century quickly pushed the city limits far beyond Grand Boulevard to its north. | Fix coherence in this sentence |
Improve the cohesiveness of the text: I thank you again for your prayers and favors. I remain, as ever, | Thanking you again for your prayers and favors, I remain, as ever, | Improve the cohesiveness of the text |
Remove all grammatical errors from this text: In this way I wouldn't waste a lot of time. | In this way, I wouldn't waste a lot of time. | Remove all grammatical errors from this text |
Make this sentence better readable: This paper explains predictions of image captioning models with attention mechanisms beyond visualizing the attention itself. | This paper interprets the predictions of image captioning models with attention mechanisms beyond visualizing the attention itself. | Make this sentence better readable |