wanyu/IteraTeR_v2 huggingface dataset:
Original:  Early advancements in CNN architectures are primarily driven by human expertise and elaborate design . Recently, neural architecture search was proposed with the aim of automating the network design process and generating task-dependent architectures.
Revised:  Early advancements in CNN architectures are primarily driven by human expertise and by elaborate design processes . Recently, neural architecture search was proposed with the aim of automating the network design process and generating task-dependent architectures.
Edit intent: fluency
Original:  While existing approaches have achieved competitive performance in image classification, they are not well suited under limited computational budget for two reasons: (1) the obtained architectures are either solely optimized for classification performance  or only for one targeted resource requirement ;
Revised:  While existing approaches have achieved competitive performance in image classification, they are not well suited to problems where the computational budget is limited for two reasons: (1) the obtained architectures are either solely optimized for classification performance or only for one targeted resource requirement ;
Edit intent: clarity
Original:  While existing approaches have achieved competitive performance in image classification, they are not well suited under limited computational budget for two reasons: (1) the obtained architectures are either solely optimized for classification performance  or only for one targeted resource requirement ;
Revised:  While existing approaches have achieved competitive performance in image classification, they are not well suited under limited computational budget for two reasons: (1) the obtained architectures are either solely optimized for classification performance , or only for one targeted resource requirement ;
Edit intent: fluency
Original:  While existing approaches have achieved competitive performance in image classification, they are not well suited under limited computational budget for two reasons: (1) the obtained architectures are either solely optimized for classification performance  or only for one targeted resource requirement ;
Revised:  While existing approaches have achieved competitive performance in image classification, they are not well suited under limited computational budget for two reasons: (1) the obtained architectures are either solely optimized for classification performance or only for one deployment scenario ;
Edit intent: clarity
Original:  To overcome this limitation , we propose an evolutionary algorithm for searching neural architectures under multiple objectives, such as classification performance and FLOPs .
Revised:  To overcome these limitations , we propose an evolutionary algorithm for searching neural architectures under multiple objectives, such as classification performance and FLOPs .
Edit intent: fluency
Original:  To overcome this limitation , we propose an evolutionary algorithm for searching neural architectures under multiple objectives, such as classification performance and FLOPs .
Revised:  To overcome this limitation , we propose an evolutionary algorithm for searching neural architectures under multiple objectives, such as classification performance and floating-point operations (FLOPs) .
Edit intent: clarity
Original:  Our approach improves the computation efficiency by carefully down-scaling the architectures during the search as well as reinforcing the patterns commonly shared among the past successful architectures through Bayesian Learning .
Revised:  Our approach improves computational efficiency by carefully down-scaling the architectures during the search as well as reinforcing the patterns commonly shared among the past successful architectures through Bayesian Learning .
Edit intent: fluency
Original:  Our approach improves the computation efficiency by carefully down-scaling the architectures during the search as well as reinforcing the patterns commonly shared among the past successful architectures through Bayesian Learning .
Revised:  Our approach improves the computation efficiency by carefully down-scaling the architectures during the search as well as reinforcing the patterns commonly shared among past successful architectures through Bayesian Learning .
Edit intent: fluency
Original:  Our approach improves the computation efficiency by carefully down-scaling the architectures during the search as well as reinforcing the patterns commonly shared among the past successful architectures through Bayesian Learning .
Revised:  Our approach improves the computation efficiency by carefully down-scaling the architectures during the search as well as reinforcing the patterns commonly shared among the past successful architectures through Bayesian model learning .
Edit intent: clarity
Original:  The integration of these two main contributions allows an efficient design of architectures that are competitive and in many cases outperform both manually and automatically designed architectures on benchmark image classification datasets , CIFAR, ImageNet  and human chest X-ray.
Revised:  The integration of these two main contributions allows an efficient design of architectures that are competitive and in most cases outperform both manually and automatically designed architectures on benchmark image classification datasets , CIFAR, ImageNet and human chest X-ray.
Edit intent: clarity
Original:  The integration of these two main contributions allows an efficient design of architectures that are competitive and in many cases outperform both manually and automatically designed architectures on benchmark image classification datasets , CIFAR, ImageNet  and human chest X-ray.
Revised:  The integration of these two main contributions allows an efficient design of architectures that are competitive and in many cases outperform both manually and automatically designed architectures on benchmark image classification datasets : CIFAR, ImageNet and human chest X-ray.
Edit intent: fluency
Original:  The integration of these two main contributions allows an efficient design of architectures that are competitive and in many cases outperform both manually and automatically designed architectures on benchmark image classification datasets , CIFAR, ImageNet  and human chest X-ray.
Revised:  The integration of these two main contributions allows an efficient design of architectures that are competitive and in many cases outperform both manually and automatically designed architectures on benchmark image classification datasets , CIFAR, ImageNet , and human chest X-ray.
Edit intent: fluency
Original:  We first consider the case of two currencies and then we extend the pricing mechanism to the multi-currency setting.
Revised:  We first consider the case of two currencies and then the multi-currency setting.
Edit intent: clarity
Original:  the European Materials and Modelling Ontology (EMMO) , which is based on mereotopology following Varzi and semiotics following Peirce, is employed as a top-level ontology.
Revised:  the European Materials and Modelling Ontology (EMMO) is employed as a top-level ontology.
Edit intent: coherence
Original: Science depends heavily on reliable and easy-to-use software packages  such as mathematical libraries or data analysis tools.
Revised: Science depends heavily on reliable and easy-to-use software packages , such as mathematical libraries or data analysis tools.
Edit intent: fluency
Original:  Developing such packages requires a lot of effort  which is too often avoided due to the lack of funding or recognition.
Revised:  Developing such packages requires a lot of effort , which is too often avoided due to the lack of funding or recognition.
Edit intent: fluency
Original:  In order to reduce the efforts required to create sustainable software packages, we present a project skeleton that ensures  best software engineering practices from the start of a project  or serves as reference for existing projects.
Revised:  In order to reduce the efforts required to create sustainable software packages, we present a project skeleton that ensures the best software engineering practices from the start of a project or serves as reference for existing projects.
Edit intent: fluency
Original:  In order to reduce the efforts required to create sustainable software packages, we present a project skeleton that ensures  best software engineering practices from the start of a project  or serves as reference for existing projects.
Revised:  In order to reduce the efforts required to create sustainable software packages, we present a project skeleton that ensures best software engineering practices from the start of a project , or serves as reference for existing projects.
Edit intent: fluency
Original:  We firstly show that a framework with a non-degenerate bilateration ordering must be angle fixable, which implies that it can be uniquely determined by angles between edges up to translation, rotation, scaling, and reflection.
Revised:  Firstly it is shown that a framework with a non-degenerate bilateration ordering must be angle fixable, which implies that it can be uniquely determined by angles between edges up to translation, rotation, scaling, and reflection.
Edit intent: clarity
Original:  We firstly show that a framework with a non-degenerate bilateration ordering must be angle fixable, which implies that it can be uniquely determined by angles between edges up to translation, rotation, scaling, and reflection.
Revised:  We firstly show that a framework with a non-degenerate bilateration ordering must be angle fixable, implying that it can be uniquely determined by angles between edges up to translation, rotation, scaling, and reflection.
Edit intent: coherence
Original:  Then we prove that an ASNL problem has a unique solution if and only if its grounded framework is angle fixable and anchors are not all collinear.
Revised:  Then we prove that an ASNL problem is proved to have a unique solution if and only if its grounded framework is angle fixable and anchors are not all collinear.
Edit intent: clarity
Original:  Then we prove that an ASNL problem has a unique solution if and only if its grounded framework is angle fixable and anchors are not all collinear.
Revised:  Then we prove that an ASNL problem has a unique solution if and only if the grounded framework is angle fixable and anchors are not all collinear.
Edit intent: fluency
Original:  Subsequently, ASNL is solved under centralized and distributed approaches , respectively.
Revised:  Subsequently, ASNL is solved in centralized and distributed approaches , respectively.
Edit intent: clarity
Original:  Subsequently, ASNL is solved under centralized and distributed approaches , respectively.
Revised:  Subsequently, ASNL is solved under centralized and distributed settings , respectively.
Edit intent: clarity
Original:  The noise-free centralized ASNL is formulated as a rank-constrained optimization problem, and shown to be equivalent to a linear semi-definite program (SDP) when the grounded framework is acute-triangulated.
Revised:  The centralized ASNL is formulated as a rank-constrained optimization problem, and shown to be equivalent to a linear semi-definite program (SDP) when the grounded framework is acute-triangulated.
Edit intent: clarity
Original:  The noise-free centralized ASNL is formulated as a rank-constrained optimization problem, and shown to be equivalent to a linear semi-definite program (SDP) when the grounded framework is acute-triangulated.
Revised:  The noise-free centralized ASNL is formulated as a rank-constrained semi-definite program (SDP) when the grounded framework is acute-triangulated.
Edit intent: clarity
Original: This paper studies angle-based sensor network localization (ASNL) in a plane, which is to determine locations of all sensors in a sensor network, given locations of partial sensors (called anchors) and angle constraints based on bearings measured in the local coordinate frame of each sensor.
Revised: This paper studies angle-based sensor network localization (ASNL) in a plane, which is to determine locations of all sensors in a sensor network, given locations of partial sensors (called anchors) and angle measurements obtained in the local coordinate frame of each sensor.
Edit intent: clarity
Original:  Then an ASNL problem is proved to have a unique solution if and only if the grounded framework is angle fixable and anchors are not all collinear.
Revised:  Then ASNL is proved to have a unique solution if and only if the grounded framework is angle fixable and anchors are not all collinear.
Edit intent: clarity
Original:  The centralized ASNL is formulated as a rank-constrained semi-definite program (SDP) in either a noise-free or a noisy scenario, with a decomposition approach proposed to deal with large-scale ASNL. The distributed ASNL is solved by a distributed protocol based on inter-sensor communications.
Revised:  The centralized ASNL is formulated as a rank-constrained semi-definite program (SDP) in either a noise-free or a noisy scenario, with a decomposition approach proposed to deal with large-scale ASNL. The distributed protocol for ASNL is designed based on inter-sensor communications.
Edit intent: clarity
Original:  Graphical conditions for equivalence of the  rank-constrained SDP to a linear SDP, decomposition of the SDP, as well as the efficiency of the distributed protocol, are proposed, respectively.
Revised:  Graphical conditions for equivalence of the rank-constrained SDP and a linear SDP, decomposition of the SDP, as well as the efficiency of the distributed protocol, are proposed, respectively.
Edit intent: fluency
Original:  Graphical conditions for equivalence of the  rank-constrained SDP to a linear SDP, decomposition of the SDP, as well as the efficiency of the distributed protocol, are proposed, respectively.
Revised:  Graphical conditions for equivalence of the rank-constrained SDP to a linear SDP, decomposition of the SDP, as well as the effectiveness of the distributed protocol, are proposed, respectively.
Edit intent: clarity
Original:  Finally, simulation examples are provided to validate effectiveness of our theoretical analysis .
Revised:  Finally, simulation examples demonstrate our theoretical results .
Edit intent: clarity
Original:  This means that the key parameters involved in heterogeneous robotic collaboration (computational resources and sensing capabilities) are integrated within the Blockchain and estimated at all robots equally without explicitly sharing information about the robots' hardware or sensors.
Revised:  This means that the key parameters involved in heterogeneous robotic collaboration are integrated within the Blockchain and estimated at all robots equally without explicitly sharing information about the robots' hardware or sensors.
Edit intent: clarity
Original:  Trustability is based on the verification of data samples that are submitted to the blockchain within each data exchange transaction , and validated by other robots operating in the same environment  .
Revised:  Trustability is based on the verification of data samples that are submitted to the blockchain within each data exchange transaction and validated by other robots operating in the same environment .
Edit intent: fluency
Original:  In this paper , we propose a self-attention mechanism based language model called casual cloze completer (COR), which models the left context and the right context simultaneously.
Revised:  In this paper , we propose an LM called causal cloze completer (COR), which models the left context and the right context simultaneously.
Edit intent: clarity
Original:  One significant numerical result is the approximate solution of a 100-dimensional optimal transport problem, an instance of a potential MFG, on a standard work station.
Revised:  Our numerical results include the approximate solution of a 100-dimensional optimal transport problem, an instance of a potential MFG, on a standard work station.
Edit intent: clarity
Original:  One significant numerical result is the approximate solution of a 100-dimensional optimal transport problem, an instance of a potential MFG, on a standard work station.
Revised:  One significant numerical result is the approximate solution of 100-dimensional optimal transport problem, an instance of a potential MFG, on a standard work station.
Edit intent: fluency
Original:  However, the converted singing voice can be easily out of key, showing that the existing approach can not model the pitch information precisely.
Revised:  However, the converted singing voice can be easily out of key, showing that the existing approach cannot model the pitch information precisely.
Edit intent: fluency
Original:  We also demonstrate that the pitch of converted singing can be easily controlled during generation by changing the levels of  extracted pitch before passing it to the decoder network.
Revised:  We also demonstrate that the pitch of converted singing can be easily controlled during generation by changing the levels of the extracted pitch before passing it to the decoder network.
Edit intent: fluency
Original:  We report the findings of our study investigating the relationship between perceived realism and a physically correct approximation of realism in a small-scale virtual environment .
Revised:  We report the findings of our study investigating the relationship between perceived realism and a physically accurate approximation of reality in a virtual reality experience in which the user has been scaled down by a factor of ten .
Edit intent: clarity
Original:  We conducted a within-subjects experiment in which 44 subjects performed a simple interaction task with objects , using two physics simulation conditions while scaled down by a factor of ten in a virtual reality application.
Revised:  We conducted a within-subjects experiment in which 44 subjects performed a simple interaction task with objects under two different physics simulation conditions while scaled down by a factor of ten in a virtual reality application.
Edit intent: clarity
Original:   We found that the significant majority of the users considered the latter condition to be the  realistic one.
Revised:  We found that a significant majority of the users considered the latter condition to be the realistic one.
Edit intent: fluency
Original:   We found that the significant majority of the users considered the latter condition to be the  realistic one.
Revised:  We found that the significant majority of the users considered the latter condition to be the more realistic one.
Edit intent: clarity
Original:  We argue that our findings have implications on many virtual reality and telepresence applications involving operation with physically simulated or physical objects in small scales.
Revised:  We argue that our findings have implications for many virtual reality and telepresence applications involving operation with physically simulated or physical objects in small scales.
Edit intent: fluency
Original:  We argue that our findings have implications on many virtual reality and telepresence applications involving operation with physically simulated or physical objects in small scales.
Revised:  We argue that our findings have implications on many virtual reality and telepresence applications involving operation with simulated or physical objects in small scales.
Edit intent: fluency
Original: This work studies Nash equilibria for heterogeneous games where both coordinating and anti-coordinating agents coexist .
Revised: This work studies Nash equilibria for games where a mixture of coordinating and anti-coordinating agents coexist .
Edit intent: clarity
Original:  Whilst games with only coordinating or only anti-coordinating agents are potential  also in the presence of heterogenities, this is no longer true for games when a mixture of coordinating and anti-coordinating players interact.
Revised:  Whilst games with only coordinating or only anti-coordinating agents are potential , also in the presence of heterogenities, this is no longer true for games when a mixture of coordinating and anti-coordinating players interact.
Edit intent: fluency
Original:  Our main result is an algorithm for the following problem: given a homogeneous polynomial of degree 3, decide whether it can be written as a sum of cubes of linearly independent linear forms with complex coefficients.
Revised:  As one of our main results we give an algorithm for the following problem: given a homogeneous polynomial of degree 3, decide whether it can be written as a sum of cubes of linearly independent linear forms with complex coefficients.
Edit intent: clarity
Original:  Our students have gained a much deeper understanding of the various Internet mechanisms alongside with their pitfalls.
Revised:  Among others, our students have a much deeper understanding of the various Internet mechanisms alongside with their pitfalls.
Edit intent: clarity
Original:  Our students have gained a much deeper understanding of the various Internet mechanisms alongside with their pitfalls.
Revised:  Our students have gained a much deeper understanding of Internet operations alongside their pitfalls.
Edit intent: clarity
Original: Resource Description Framework (RDF ) triplestores and Property Graph (PG) database systems are two approaches for data management that are based on modeling, storing  and querying graph-like data.
Revised: RDF triplestores and property graph databases are two approaches for data management that are based on modeling, storing and querying graph-like data.
Edit intent: clarity
Original: Resource Description Framework (RDF ) triplestores and Property Graph (PG) database systems are two approaches for data management that are based on modeling, storing  and querying graph-like data.
Revised: Resource Description Framework (RDF ) triplestores and Property Graph (PG) database systems are two approaches for data management which are based on modeling, storing and querying graph-like data.
Edit intent: fluency
Original: Resource Description Framework (RDF ) triplestores and Property Graph (PG) database systems are two approaches for data management that are based on modeling, storing  and querying graph-like data.
Revised: Resource Description Framework (RDF ) triplestores and Property Graph (PG) database systems are two approaches for data management that are based on modeling, storing , and querying graph-like data.
Edit intent: fluency
Original:  Given the heterogeneity between these systems, it becomes necessary to develop methods to allow interoperabilityamong them .
Revised:  In spite of such common principles, they present special features that complicate the task of database interoperability .
Edit intent: clarity
Original:  While there exist some approaches to exchange data and schema between RDF and PG databases , they lack compatibility and even a solid formal foundation.
Revised:  While there exist some approaches to exchange data and schema between RDF and PG databases , they lack compatibility and a solid formal foundation.
Edit intent: clarity
Original:  We show that  the proposed mappings possess the fundamental properties of semantics preservation and information preservation.
Revised:  We show that the proposed mappings satisfy the properties of semantics preservation and information preservation.
Edit intent: clarity
Original:  The existence of both mappings allows us to conclude that the PG data model subsumes the expressiveness or information capacity of the RDF data model.
Revised:  The existence of both mappings allows us to conclude that the PG data model subsumes the information capacity of the RDF data model.
Edit intent: clarity
Original:  The study of these polynomials and the geometry of the algebraic varieties that define can be used to reconstruct phylogenetic trees.
Revised:  The study of these polynomials and the geometry of the algebraic varieties defined by them can be used to reconstruct phylogenetic trees.
Edit intent: clarity