wanyu/IteraTeR_v2 huggingface dataset:
Original:  Experimental results validate that GAIC can significantly reduce gender prediction error, with a competitive caption quality.
Revised:  Experimental results validate that GAIC can significantly reduce gender prediction errors with a competitive caption quality.
Edit intent: fluency
Original:  When a change in value of a decision element is considered, a forward move is explored if the aggregate fitness of the cluster members residing alongside the decision element is higher.
Revised:  When a change in value of a decision element is considered, a forward move is made if the aggregate fitness of the cluster members residing alongside the decision element is higher.
Edit intent: clarity
Original:  The decision configuration with the highest fitness accomplished in the path is selected.
Revised:  The decision configuration with the highest fitness in the path is selected.
Edit intent: clarity
Original:   Our algorithm obtains superior outcomes by enabling more extensive search, and allowing inspection of more distant decision configurations.
Revised:  Our algorithm obtains superior outcomes by enabling more extensive search, allowing inspection of more distant decision configurations.
Edit intent: coherence
Original:   Our algorithm obtains superior outcomes by enabling more extensive search, and allowing inspection of more distant decision configurations.
Revised:  Our algorithm obtains superior outcomes by enabling more extensive search, and allowing inspection of more distant configurations.
Edit intent: clarity
Original: The relationship between pandemic and human mobility has received considerable attention from scholars, as investigating such relationship can provide an indication of how human mobility changes in response to a public health crisis or whether reduced mobility contributes to preventing the spread of an infectious disease.
Revised: The relationship between pandemic and human mobility has received considerable attention from scholars, as it can provide an indication of how human mobility changes in response to a public health crisis or whether reduced mobility contributes to preventing the spread of an infectious disease.
Edit intent: clarity
Original: The relationship between pandemic and human mobility has received considerable attention from scholars, as investigating such relationship can provide an indication of how human mobility changes in response to a public health crisis or whether reduced mobility contributes to preventing the spread of an infectious disease.
Revised: The relationship between pandemic and human mobility has received considerable attention from scholars, as investigating such relationship can provide an indication of how mobility patterns change in response to a public health crisis or whether reduced mobility contributes to preventing the spread of an infectious disease.
Edit intent: clarity
Original:  While several studies attempted to unveil this relationship, no studies have focused on changes in mobility pattern at a finer scale utilizing  high-resolution datasets .
Revised:  While several studies attempted to unveil such relationship, no studies have focused on changes in mobility pattern at a finer scale utilizing high-resolution datasets .
Edit intent: fluency
Original:  While several studies attempted to unveil this relationship, no studies have focused on changes in mobility pattern at a finer scale utilizing  high-resolution datasets .
Revised:  While several studies attempted to unveil this relationship, no studies have focused on changes in human mobility at a finer scale utilizing high-resolution datasets .
Edit intent: clarity
Original:  While several studies attempted to unveil this relationship, no studies have focused on changes in mobility pattern at a finer scale utilizing  high-resolution datasets .
Revised:  While several studies attempted to unveil this relationship, no studies have focused on changes in mobility pattern at a finer scale utilizing comprehensive, high-resolution datasets .
Edit intent: clarity
Original:  While several studies attempted to unveil this relationship, no studies have focused on changes in mobility pattern at a finer scale utilizing  high-resolution datasets .
Revised:  While several studies attempted to unveil this relationship, no studies have focused on changes in mobility pattern at a finer scale utilizing high-resolution data .
Edit intent: fluency
Original:  To address the complex association between pandemic's spread and human mobility, this paper presents two categories of mobility datasets-trip mode and trip purpose-that concern nearly 10 million citizens' movements during the first 100 days of COVID-19 in Seoul, South Korea, where no major lockdown has been imposed.
Revised:  To address the complex association between pandemic's spread and human mobility, this paper presents two categories of mobility datasets - trip mode and trip purpose-that concern nearly 10 million citizens' movements during the first 100 days of COVID-19 in Seoul, South Korea, where no major lockdown has been imposed.
Edit intent: fluency
Original:  To address the complex association between pandemic's spread and human mobility, this paper presents two categories of mobility datasets-trip mode and trip purpose-that concern nearly 10 million citizens' movements during the first 100 days of COVID-19 in Seoul, South Korea, where no major lockdown has been imposed.
Revised:  To address the complex association between pandemic's spread and human mobility, this paper presents two categories of mobility datasets-trip mode and trip purpose - that concern nearly 10 million citizens' movements during the first 100 days of COVID-19 in Seoul, South Korea, where no major lockdown has been imposed.
Edit intent: fluency
Original:  To address the complex association between pandemic's spread and human mobility, this paper presents two categories of mobility datasets-trip mode and trip purpose-that concern nearly 10 million citizens' movements during the first 100 days of COVID-19 in Seoul, South Korea, where no major lockdown has been imposed.
Revised:  To address the complex association between pandemic's spread and human mobility, this paper presents two categories of mobility datasets-trip mode and trip purpose-that concern nearly 10 million citizens' movements during COVID-19 in Seoul, South Korea, where no major lockdown has been imposed.
Edit intent: clarity
Original:  To address the complex association between pandemic's spread and human mobility, this paper presents two categories of mobility datasets-trip mode and trip purpose-that concern nearly 10 million citizens' movements during the first 100 days of COVID-19 in Seoul, South Korea, where no major lockdown has been imposed.
Revised:  To address the complex association between pandemic's spread and human mobility, this paper presents two categories of mobility datasets-trip mode and trip purpose-that concern nearly 10 million citizens' movements during the first 100 days of COVID-19 in the capital city of South Korea, where no major lockdown has been imposed.
Edit intent: clarity
Original:  To address the complex association between pandemic's spread and human mobility, this paper presents two categories of mobility datasets-trip mode and trip purpose-that concern nearly 10 million citizens' movements during the first 100 days of COVID-19 in Seoul, South Korea, where no major lockdown has been imposed.
Revised:  To address the complex association between pandemic's spread and human mobility, this paper presents two categories of mobility datasets-trip mode and trip purpose-that concern nearly 10 million citizens' movements during the first 100 days of COVID-19 in Seoul, South Korea, Seoul, where no lockdowns has been imposed.
Edit intent: clarity
Original:  The transmission rates are estimated in terms of the average distances between the individuals in selected social environments and characteristic relaxation times .
Revised:  Transmission rates are estimated in terms of the average distances between the individuals in selected social environments and characteristic relaxation times .
Edit intent: clarity
Original:  The transmission rates are estimated in terms of the average distances between the individuals in selected social environments and characteristic relaxation times .
Revised:  The transmission rates are estimated in terms of average distances between the individuals in selected social environments and characteristic relaxation times .
Edit intent: fluency
Original:  The transmission rates are estimated in terms of the average distances between the individuals in selected social environments and characteristic relaxation times .
Revised:  The transmission rates are estimated in terms of the average distances between the individuals in selected social environments and characteristic time spans for which the individuals stay in each of these environments .
Edit intent: clarity
Original:  Our model brings an advantage of building various control strategies to minimize the effect of the epidemic and can be applied  to modeling the recent COVID-19 outbreak .
Revised:  Our model brings an advantage of building various control strategies to mitigate the effect of the epidemic and can be applied to modeling the recent COVID-19 outbreak .
Edit intent: fluency
Original:  Our model brings an advantage of building various control strategies to minimize the effect of the epidemic and can be applied  to modeling the recent COVID-19 outbreak .
Revised:  Our model brings an advantage of building various control strategies to minimize the effect of epidemic and can be applied to modeling the recent COVID-19 outbreak .
Edit intent: fluency
Original:  Our model brings an advantage of building various control strategies to minimize the effect of the epidemic and can be applied  to modeling the recent COVID-19 outbreak .
Revised:  Our model brings an advantage of building various control strategies to minimize the effect of the epidemic and can be applied , in particular, to modeling the recent COVID-19 outbreak .
Edit intent: clarity
Original:  Our model brings an advantage of building various control strategies to minimize the effect of the epidemic and can be applied  to modeling the recent COVID-19 outbreak .
Revised:  Our model brings an advantage of building various control strategies to minimize the effect of the epidemic and can be applied to modeling the spread of COVID-19 outbreak .
Edit intent: clarity
Original:  Our model brings an advantage of building various control strategies to minimize the effect of the epidemic and can be applied  to modeling the recent COVID-19 outbreak .
Revised:  Our model brings an advantage of building various control strategies to minimize the effect of the epidemic and can be applied to modeling the recent COVID-19 .
Edit intent: clarity
Original:  Our results show that our method is in par with the state-of-the-art in the considered tasks and the embeddings produced with our method are well correlated with some acoustic descriptors.
Revised:  Our results are promising, sometimes in par with the state-of-the-art in the considered tasks and the embeddings produced with our method are well correlated with some acoustic descriptors.
Edit intent: clarity
Original: Due to the popularity of smartphones, cheap wireless networks and availability of road network data, navigation applications have become a part of our everyday life.
Edit intent: coherence
Original:  Consequently, computing alternative paths from a source s to a target t has received significant research attention in the past few years .
Revised:  Consequently, computing alternative paths has received significant research attention in the past few years .
Edit intent: clarity
Original:  Consequently, computing alternative paths from a source s to a target t has received significant research attention in the past few years .
Revised:  Consequently, computing alternative paths from a source s to a target t has received significant research attention .
Edit intent: clarity
Original:  However, it is not clear which of the existing approaches generates alternative paths of better quality because the quality of these alternatives is mostly subjective.
Revised:  However, it is unclear which of the existing approaches generates alternative paths of better quality because the quality of these alternatives is mostly subjective.
Edit intent: coherence
Original:  However, it is not clear which of the existing approaches generates alternative paths of better quality because the quality of these alternatives is mostly subjective.
Revised:  However, it is not clear which of the existing approaches generates alternative routes of better quality because the quality of these alternatives is mostly subjective.
Edit intent: fluency
Original:  We also present the details of a web-based demo system that can be accessed using any internet enabled device and allows users to see the alternative routes generated by the four approaches for any pair of  source and target selected by the users.
Revised:  We also present a web-based demo system that can be accessed using any internet enabled device and allows users to see the alternative routes generated by the four approaches for any pair of source and target selected by the users.
Edit intent: clarity
Original:  We also present the details of a web-based demo system that can be accessed using any internet enabled device and allows users to see the alternative routes generated by the four approaches for any pair of  source and target selected by the users.
Revised:  We also present the details of a web-based demo system that can be accessed using any internet-enabled device and allows users to see the alternative routes generated by the four approaches for any pair of source and target selected by the users.
Edit intent: fluency
Original:  We also present the details of a web-based demo system that can be accessed using any internet enabled device and allows users to see the alternative routes generated by the four approaches for any pair of  source and target selected by the users.
Revised:  We also present the details of a web-based demo system that can be accessed using any internet enabled device and allows users to see the alternative routes generated by the four approaches for any pair of selected source and target selected by the users.
Edit intent: fluency
Original:  We also discuss the limitations of this user study and recommend the readers to interpret these results with caution because certain factors beyond our control may have affected the participants' ratings.
Revised:  We also discuss the limitations of this user study and recommend the readers to interpret these results with caution because certain factors may have affected the participants' ratings.
Edit intent: clarity
Original:  After manual cleaning, we have retrieved a total of 409 documents from six bibliographic databases (Web of Science, Scopus, PubMed, IEEE Xplore, ACM Digital Library, and Springer Link) and two preprint servers (ArXiv and BiorXiv).
Revised:  After manual cleaning, we have retrieved a total of 409 documents from six bibliographic databases and two preprint servers (ArXiv and BiorXiv).
Edit intent: coherence
Original:  The results have indicated that LBD is still growing and evolving . Drawing on our insights, we now better understand the historical progress of LBD in the last 35 years and are able to improve publishing practices to contribute to the field in the future .
Revised:  The results indicate that LBD is still growing and evolving . Drawing on our insights, we now better understand the historical progress of LBD in the last 35 years and are able to improve publishing practices to contribute to the field in the future .
Edit intent: coherence
Original:  The results have indicated that LBD is still growing and evolving . Drawing on our insights, we now better understand the historical progress of LBD in the last 35 years and are able to improve publishing practices to contribute to the field in the future .
Revised:  The results have indicated that LBD is still growing and evolving .
Edit intent: coherence
Original:  In this paper, we present three suitable datasets as well as quantitatively and qualitatively explore the efficacy of state-of-the-art deep learning architectures for the  localisation of 29 interior and exterior vehicle regions , independent of brand, model, and environment.
Revised:  In this paper, we quantitatively and qualitatively explore the efficacy of state-of-the-art deep learning architectures for the localisation of 29 interior and exterior vehicle regions , independent of brand, model, and environment.
Edit intent: coherence
Original:  In this paper, we present three suitable datasets as well as quantitatively and qualitatively explore the efficacy of state-of-the-art deep learning architectures for the  localisation of 29 interior and exterior vehicle regions , independent of brand, model, and environment.
Revised:  In this paper, we present three suitable datasets as well as quantitatively and qualitatively explore the efficacy of deep learning architectures for the localisation of 29 interior and exterior vehicle regions , independent of brand, model, and environment.
Edit intent: clarity
Original:  In this paper, we present three suitable datasets as well as quantitatively and qualitatively explore the efficacy of state-of-the-art deep learning architectures for the  localisation of 29 interior and exterior vehicle regions , independent of brand, model, and environment.
Revised:  In this paper, we present three suitable datasets as well as quantitatively and qualitatively explore the efficacy of state-of-the-art deep learning architectures for the classification and localisation of 29 interior and exterior vehicle regions , independent of brand, model, and environment.
Edit intent: clarity
Original:  From the dimension of its lossless eigenspace we derive layer saturation - the ratio between the eigenspace dimension and layer width.
Revised:  From the dimension of its lossless eigenspace we derive layer saturation - the ratio between the eigenspace dimension and layer width.
Edit intent: fluency
Original:  This paper addresses the question of what is sound search in an imperfect information setting of two-player zero-sum games ?
Revised:  This paper addresses the question of what is a sound online algorithm in an imperfect information setting of two-player zero-sum games ?
Edit intent: clarity
Original:  This paper addresses the question of what is sound search in an imperfect information setting of two-player zero-sum games ?
Revised:  This paper addresses the question of what is sound search in an imperfect information setting of two-player zero-sum games .
Edit intent: fluency
Original:  We argue that the  fixed-strategy  definitions of exploitability and epsilon-Nash equilibria are ill suited to measure the worst-case performance of an online search algorithm .
Revised:  We argue that the ~ fixed-strategy definitions of exploitability and epsilon-Nash equilibria are ill suited to measure the worst-case performance of an online search algorithm .
Edit intent: fluency
Original:  We argue that the  fixed-strategy  definitions of exploitability and epsilon-Nash equilibria are ill suited to measure the worst-case performance of an online search algorithm .
Revised:  We argue that the fixed-strategy ~ definitions of exploitability and epsilon-Nash equilibria are ill suited to measure the worst-case performance of an online search algorithm .
Edit intent: fluency
Original:  We argue that the  fixed-strategy  definitions of exploitability and epsilon-Nash equilibria are ill suited to measure the worst-case performance of an online search algorithm .
Revised:  We argue that the fixed-strategy definitions of exploitability and \epsilon-Nash equilibria are ill-suited to measure an online algorithm's worst-case performance of an online search algorithm .
Edit intent: clarity
Original:  We argue that the  fixed-strategy  definitions of exploitability and epsilon-Nash equilibria are ill suited to measure the worst-case performance of an online search algorithm .
Revised:  We argue that the fixed-strategy definitions of exploitability and epsilon-Nash equilibria are ill suited to measure the worst-case performance .
Edit intent: clarity
Original:  We thus formalize epsilon-soundness , a concept that connects the worst-case performance of an online algorithm to the performance of an epsilon-Nash equilibrium.
Revised:  We thus formalize epsilon-soundness , a concept that connects the worst-case performance of an online algorithm to the performance of an \epsilon-Nash equilibrium.
Edit intent: fluency
Original:  As epsilon-soundness can be difficult to compute in general, we also introduce a consistency framework -- a hierarchy that connects the behavior of an online algorithm  to a Nash equilibrium.
Revised:  As \epsilon-soundness can be difficult to compute in general, we also introduce a consistency framework -- a hierarchy that connects the behavior of an online algorithm to a Nash equilibrium.
Edit intent: fluency
Original:  As epsilon-soundness can be difficult to compute in general, we also introduce a consistency framework -- a hierarchy that connects the behavior of an online algorithm  to a Nash equilibrium.
Revised:  As epsilon-soundness can be difficult to compute in general, we introduce a consistency framework -- a hierarchy that connects the behavior of an online algorithm to a Nash equilibrium.
Edit intent: coherence
Original:  As epsilon-soundness can be difficult to compute in general, we also introduce a consistency framework -- a hierarchy that connects the behavior of an online algorithm  to a Nash equilibrium.
Revised:  As epsilon-soundness can be difficult to compute in general, we also introduce a consistency framework -- a hierarchy that connects an online algorithm to a Nash equilibrium.
Edit intent: clarity
Original:  As epsilon-soundness can be difficult to compute in general, we also introduce a consistency framework -- a hierarchy that connects the behavior of an online algorithm  to a Nash equilibrium.
Revised:  As epsilon-soundness can be difficult to compute in general, we also introduce a consistency framework -- a hierarchy that connects the behavior of an online algorithm 's behavior to a Nash equilibrium.
Edit intent: clarity
Original:  Our multiple levels of consistency describe in what sense an online algorithm plays `` just like a fixed Nash equilibrium '' . These notions further illustrate the difference in perfect and imperfect information settings, as the same consistency guarantees have different worst-case online performance in perfect and imperfect information games.
Revised:  These multiple levels of consistency describe in what sense an online algorithm plays `` just like a fixed Nash equilibrium '' . These notions further illustrate the difference in perfect and imperfect information settings, as the same consistency guarantees have different worst-case online performance in perfect and imperfect information games.
Edit intent: fluency
Original:  Our multiple levels of consistency describe in what sense an online algorithm plays `` just like a fixed Nash equilibrium '' . These notions further illustrate the difference in perfect and imperfect information settings, as the same consistency guarantees have different worst-case online performance in perfect and imperfect information games.
Revised:  Our multiple levels of consistency describe in what sense an online algorithm plays " just like a fixed Nash equilibrium '' . These notions further illustrate the difference in perfect and imperfect information settings, as the same consistency guarantees have different worst-case online performance in perfect and imperfect information games.
Edit intent: fluency