wanyu/IteraTeR_v2 huggingface dataset:
Original:  Despite its importance, this realistic physiological feature has traditionally been neglected in theoretical studies of cortical neural networks for various reasons .
Revised:  Despite its importance, this physiological feature has traditionally been neglected in theoretical studies of cortical neural networks for various reasons .
Edit intent: clarity
Original:  Despite its importance, this realistic physiological feature has traditionally been neglected in theoretical studies of cortical neural networks for various reasons .
Revised:  Despite its importance, this realistic physiological feature has traditionally been neglected in theoretical studies of cortical neural networks .
Edit intent: clarity
Original:  The core contribution of this paper is the extension this algorithm for distributed memory parallel computers, which enables its application on meshes which do not fit into the memory of a single computing node .
Revised:  The core contribution of this paper is the extension this algorithm for distributed memory parallel computers, which facilitates its seamless application as part of a parallel simulation system .
Edit intent: clarity
Original:  Furthermore, our analysis establishes a link between the well-known Union-Find problem and the construction of a consistent orientation of a quadrilateral mesh.
Revised:  Furthermore, our analysis establishes a link between the well-known Union-Find algorithm and the construction of a consistent orientation of a quadrilateral mesh.
Edit intent: clarity
Original:  As a result, existing work on the parallelisation of the Union-Find problem can be easily adapted to construct further parallel algorithms for mesh orientations.
Revised:  As a result, existing work on the parallelisation of the Union-Find algorithm can be easily adapted to construct further parallel algorithms for mesh orientations.
Edit intent: clarity
Original:  The core contribution of this paper is the extension  this algorithm for distributed memory parallel computers, which facilitates its seamless application as part of a parallel simulation system.
Revised:  The core contribution of this paper is the extension of this algorithm for distributed memory parallel computers, which facilitates its seamless application as part of a parallel simulation system.
Edit intent: fluency
Original: This paper examines the impact of  operand values upon instruction level energy models of embedded processors, to explore whether the requirements for safe worst case energy consumption (WCEC) analysis can be met.
Revised: This paper examines the impact of instruction operand values upon instruction level energy models of embedded processors, to explore whether the requirements for safe worst case energy consumption (WCEC) analysis can be met.
Edit intent: fluency
Original:  Existing energy models that underpin such analysis typically use energy measurements from random input data, providing average or otherwise unbounded estimates not necessarily suitable for worst case analysis.
Revised:  Existing energy models that underpin such analysis typically use energy measurements from random input data, providing estimates unsuitable for safe WCEC analysis.
Edit intent: clarity
Original:  We propose a model to obtain energy distributions for instruction sequences that can be composed , enabling WCEC analysis on program basic blocks.
Revised:  We propose a model for composing instruction sequences using distributions , enabling WCEC analysis on program basic blocks.
Edit intent: clarity
Original:  Data dependency between instructions is also examined, giving a case where dependencies create a bimodal energy distribution.
Edit intent: coherence
Original: In recent years, there has been growing interest in dynamic and centralized traffic engineering, where decisions about forwarding paths are taken  from a network-wide perspective , based on the dynamic state of the network .
Revised: In recent years, there has been growing interest in dynamic and centralized traffic engineering, where decisions about forwarding paths are taken from a network-wide perspective .
Edit intent: clarity
Original:  We introduce Time4, an approach that uses accurate time to coordinate network updates.
Revised:  In this paper we introduce Time4, an approach that uses accurate time to coordinate network updates.
Edit intent: clarity
Original:  We characterize a set of update scenarios called flow swaps, where Time4 is the optimal update approach, yielding less packet loss than existing update approaches.
Revised:  We characterize a set of update scenarios called flow swaps, for which Time4 is the optimal update approach, yielding less packet loss than existing update approaches.
Edit intent: fluency
Original:  We introduce the lossless flow allocation problem, and formally show that in environments with frequent path allocation, scenarios that require simultaneous changes at multiple network devices are inevitable.
Revised:  We define the lossless flow allocation problem, and formally show that in environments with frequent path allocation, scenarios that require simultaneous changes at multiple network devices are inevitable.
Edit intent: clarity
Original:  Our prototype will soon be publicly available as open source.
Revised:  The prototype is publicly available as open source.
Edit intent: clarity
Original:  Our experimental results demonstrate the significant advantages of Time4 compared to other network update approaches  .
Revised:  Our experimental results show the significant advantages of Time4 compared to other network update approaches .
Edit intent: fluency
Original: We consider options that pays the complexity deficiency of a sequence of up and down ticks of a stock upon exercise.
Revised: We consider options that pay the complexity deficiency of a sequence of up and down ticks of a stock upon exercise.
Edit intent: fluency
Original:  We also consider the case of run complexity, which is a restricted form of automatic complexity.
Revised:  We also consider run complexity, which is a restricted form of automatic complexity.
Edit intent: clarity
Original: This paper investigates the approximation property of the neural network with unbounded activation functions, such as the rectified linear unit (ReLU), which is  new de-facto standard of deep learning.
Revised: This paper presents an investigation of the approximation property of the neural network with unbounded activation functions, such as the rectified linear unit (ReLU), which is new de-facto standard of deep learning.
Edit intent: clarity
Original: This paper investigates the approximation property of the neural network with unbounded activation functions, such as the rectified linear unit (ReLU), which is  new de-facto standard of deep learning.
Revised: This paper investigates the approximation property of neural networks with unbounded activation functions, such as the rectified linear unit (ReLU), which is new de-facto standard of deep learning.
Edit intent: fluency
Original: This paper investigates the approximation property of the neural network with unbounded activation functions, such as the rectified linear unit (ReLU), which is  new de-facto standard of deep learning.
Revised: This paper investigates the approximation property of the neural network with unbounded activation functions, such as the rectified linear unit (ReLU), which is the new de-facto standard of deep learning.
Edit intent: fluency
Original:  The ReLU network can be analyzed by the ridgelet transform with respect to Lizorkin distributions , which is introduced in this paper .
Revised:  The ReLU network can be analyzed by the ridgelet transform with respect to Lizorkin distributions .
Edit intent: coherence
Original:  By showing two reconstruction formulas by using the Fourier slice theorem and the Radon transform,  it is shown that the neural network with unbounded activations still holds the universal approximation property.
Revised:  By showing two reconstruction formulas by using the Fourier slice theorem , the Radon transform, it is shown that the neural network with unbounded activations still holds the universal approximation property.
Edit intent: fluency
Original:  By showing two reconstruction formulas by using the Fourier slice theorem and the Radon transform,  it is shown that the neural network with unbounded activations still holds the universal approximation property.
Revised:  By showing two reconstruction formulas by using the Fourier slice theorem and the Radon transform, it is shown that a neural network with unbounded activations still holds the universal approximation property.
Edit intent: fluency
Original:  By showing two reconstruction formulas by using the Fourier slice theorem and the Radon transform,  it is shown that the neural network with unbounded activations still holds the universal approximation property.
Revised:  By showing two reconstruction formulas by using the Fourier slice theorem and the Radon transform, it is shown that the neural network with unbounded activation functions still satisfies the universal approximation property.
Edit intent: clarity
Original:  As an additional consequence, the ridgelet transform, or the backprojection filter in the Radon domain, is what the network will have learned after backpropagation.
Revised:  As an additional consequence, the ridgelet transform, or the backprojection filter in the Radon domain, is what the network learns after backpropagation.
Edit intent: clarity
Original:  Subject to a constructive admissibility condition, the trained network can be obtained by just discretizing the ridgelet transform, without backpropagation.
Revised:  Subject to a constructive admissibility condition, the trained network can be obtained by simply discretizing the ridgelet transform, without backpropagation.
Edit intent: coherence
Original: The worldwide decline in honeybee colonies during the past 50 years has often been linked to the spread of the parasitic miteVarroa destructor and its interaction with certain honeybee viruses carried by Varroa mites.
Revised: Varroa destructor and its interaction with certain honeybee viruses carried by Varroa mites.
Edit intent: coherence
Original: The worldwide decline in honeybee colonies during the past 50 years has often been linked to the spread of the parasitic miteVarroa destructor and its interaction with certain honeybee viruses carried by Varroa mites.
Revised: The worldwide decline in honeybee colonies during the past 50 years has often been linked to the spread of the parasitic mite and its interaction with certain honeybee viruses carried by Varroa mites.
Edit intent: clarity
Original:  From a theoretical perspective, even in relatively simple models, explicitly incorporating contact tracing with disease dynamics presents challenges, and population level effects of contact tracing are difficult to determine.
Revised:  From a theoretical perspective, explicitly incorporating contact tracing with disease dynamics presents challenges, and population level effects of contact tracing are difficult to determine.
Edit intent: clarity
Original:  Also, in either case, we show that \mathcal R_e can be expressed completely in terms of observable reported case/tracing quantities , namely \mathcal R_e=k(1-q){q}+k_m where k is the number of secondary traced infected contacts per primary untraced reported case, k_m is the number of secondary traced infected contacts per primary traced reported case and (1-q)/q is the odds that a reported case is not a traced contact.
Revised:  Also, in either case, we show that \mathcal R_e can be expressed completely in terms of observable reported case/tracing quantities , namely \mathcal R_e=k(1-q){q}+k_m where k is the number of secondary traced infected contacts per primary untraced reported case, k_m is the number of secondary traced infected contacts per primary traced reported case and (1-q)/q is the odds that a reported case is not a traced contact.
Edit intent: fluency
Original:  On one hand, somatic Misrepairs are essential for maintaining the sufficient number of individuals in a species, which are the carriers of different genome DNAs.
Revised:  On one hand, somatic Misrepairs are essential for maintaining the sufficient number of individuals in a species, which are the vectors of different genome DNAs.
Edit intent: clarity
Original:  On the other hand, Misrepair of DNA is a source of DNA mutations and the DNA Misrepairs in germ cells  contribute to the diversity of genome DNAs  . In conclusion, Misrepair mechanism is a mechanism essential for individual adaptation, species adaptation, and species evolution.
Revised:  On the other hand, Misrepair of DNA is a source of DNA mutations and the DNA Misrepairs in germ cells may contribute to the diversity of genome DNAs . In conclusion, Misrepair mechanism is a mechanism essential for individual adaptation, species adaptation, and species evolution.
Edit intent: clarity
Original:  On the other hand, Misrepair of DNA is a source of DNA mutations and the DNA Misrepairs in germ cells  contribute to the diversity of genome DNAs  . In conclusion, Misrepair mechanism is a mechanism essential for individual adaptation, species adaptation, and species evolution.
Revised:  On the other hand, Misrepair of DNA is a source of DNA mutations and the DNA Misrepairs in germ cells contribute to the diversity of genome DNAs in a species . In conclusion, Misrepair mechanism is a mechanism essential for individual adaptation, species adaptation, and species evolution.
Edit intent: clarity
Original: Hutchinson-Gilford Progeria Syndrome , Werner syndrome, and Cockayne syndrome are three genetic disorders, in which the children have premature aging features.
Revised: Hutchinson-Gilford Progeria syndrome , Werner syndrome, and Cockayne syndrome are three genetic disorders, in which the children have premature aging features.
Edit intent: fluency
Original:  To understand the phenomena of premature aging, the similarity of aging features in the syndromes to that in normal aging is investigated.
Revised:  To understand the phenomenon of premature aging, the similarity of aging features in the syndromes to that in normal aging is investigated.
Edit intent: fluency
Original:  To understand the phenomena of premature aging, the similarity of aging features in the syndromes to that in normal aging is investigated.
Revised:  To understand the phenomena of premature aging, the similarity of aging features in these syndromes to that in normal aging is investigated.
Edit intent: clarity
Original:  Although these  syndromes have different genetic backgrounds, the patients all have abnormal structures in tissuesand organs like that in normal aging.
Revised:  Although these syndromes have different genetic backgrounds, all the patients have abnormal structures in tissuesand organs like that in normal aging.
Edit intent: fluency
Original:  Although these  syndromes have different genetic backgrounds, the patients all have abnormal structures in tissuesand organs like that in normal aging.
Revised:  Although these syndromes have different genetic backgrounds, the patients all have abnormal structures of tissues/ organs like that in normal aging.
Edit intent: fluency
Original:  Therefore, the abnormality in tissue structure is the common point between premature aging and normal aging , and it links a defective development and a defective repair, the Misrepair.
Revised:  Therefore, the abnormality in tissue structure is the common point in premature aging and normal aging , and it links a defective development and a defective repair, the Misrepair.
Edit intent: fluency
Original:  Therefore, the abnormality in tissue structure is the common point between premature aging and normal aging , and it links a defective development and a defective repair, the Misrepair.
Revised:  Therefore, the abnormality in tissue structure is the common point between premature aging and normal aging . This abnormality links also a defective development and a defective repair, the Misrepair.
Edit intent: coherence
Original:  Defective development is a result of misconstruction of tissues and organs , as a consequence of genetic mutation;
Revised:  Defective development is a result of Mis-construction of the structure of tissues and organs , as a consequence of genetic mutation;
Edit intent: clarity
Original:  Defective development is a result of misconstruction of tissues and organs , as a consequence of genetic mutation;
Revised:  Defective development is a result of misconstruction of tissues and organs as consequence of genetic mutation;
Edit intent: fluency
Original:  whereas aging is a result of misreconstructions , the Misrepairs, for maintaining the structure of tissues and organs.
Revised:  whereas aging is a result of Mis-reconstructions , the Misrepairs, for maintaining the structure of tissues and organs.
Edit intent: fluency
Original:  whereas aging is a result of misreconstructions , the Misrepairs, for maintaining the structure of tissues and organs.
Revised:  whereas aging is a result of misreconstructions , the Misrepairs, for maintaining the structure of tissues / organs.
Edit intent: fluency
Original:  Construction-reconstruction of the structure of an organism is thus the coupling point between development and aging.
Revised:  Construction-reconstruction of the structure of an organism is thus the coupling point of development and aging.
Edit intent: clarity
Original:  Mis-construction and Misreconstruction (Misrepair) are the essential processes in the development of aging-like feathers  .
Revised:  Mis- construction and Mis-reconstruction (Misrepair) are the essential processes in the development of aging-like feathers .
Edit intent: fluency
Original:  Mis-construction and Misreconstruction (Misrepair) are the essential processes in the development of aging-like feathers  .
Revised:  Mis-construction and Misreconstruction (Misrepair) are the essential processes for the development of aging-like feathers .
Edit intent: clarity
Original: In this paper we present a uniform method for translating an arbitrary nondeterministic finite automaton (NFA) into a deterministic mass action biochemical reaction network ( BRN ) that simulates it.
Revised: We present a uniform method for translating an arbitrary nondeterministic finite automaton (NFA) into a deterministic mass action biochemical reaction network ( BRN ) that simulates it.
Edit intent: coherence
Original:  The BRN exploits the inherent parallelism of chemical kinetics to simulate the NFA in real time with a number of chemical species that is linear in the number of states of the NFA.
Revised:  The BRN exploits the inherent parallelism of chemical kinetics to simulate the NFA in real time with a number of chemical species that is linear in the size of the NFA.
Edit intent: clarity
Original:  The method we use is a modification of the well known Split Operator Method (SOM) - applied to the case of F=1 spinor Bose-Einstein condensates.
Revised:  The method we use is a modification of well known Split Operator Method (SOM) - applied to the case of F=1 spinor Bose-Einstein condensates.
Edit intent: fluency
Original:  Our extension of the SOM to the spinor version has many advantages: it is fast, stable, and keeps constant all the physical constraints (constants of motion) at very high level.
Revised:  Our extension of the SOM method has many advantages: it is fast, stable, and keeps constant all the physical constraints (constants of motion) at very high level.
Edit intent: clarity
Original:  Our extension of the SOM to the spinor version has many advantages: it is fast, stable, and keeps constant all the physical constraints (constants of motion) at very high level.
Revised:  Our extension of the SOM to the spinor version has many advantages: it is fast, stable, and keeps constant all the physical constraints (constants of motion) at high level.
Edit intent: clarity
Original:  Classic experiments and theoretical studies have explored decisions between alternatives when the correct choice is fixed during a trial.
Revised:  Classic experiments and theoretical studies have explored this process when the correct choice is fixed during a trial.
Edit intent: clarity
Original:  Classic experiments and theoretical studies have explored decisions between alternatives when the correct choice is fixed during a trial.
Revised:  Classic experiments and theoretical studies have explored decisions between alternatives when the correct choice is fixed during each trial.
Edit intent: clarity
Original:  Our analysis shows that ideal observers discount prior evidence at a rate determined by the volatility of the environment . Nondimensionalization shows that the dynamics of evidence accumulation is governed solely by the information gained over an average environmental epoch.
Revised:  Our analysis shows that ideal observers discount prior evidence at a rate determined by the volatility of the environment , and that the dynamics of evidence accumulation is governed solely by the information gained over an average environmental epoch.
Edit intent: coherence
Original:  Our analysis shows that ideal observers discount prior evidence at a rate determined by the volatility of the environment . Nondimensionalization shows that the dynamics of evidence accumulation is governed solely by the information gained over an average environmental epoch.
Revised:  Our analysis shows that ideal observers discount prior evidence at a rate determined by the volatility of the environment . Nondimensionalization shows that the dynamics of evidence accumulation is governed by the information gained over an average environmental epoch.
Edit intent: clarity
Original:  A plausible neural implementation of an optimal observer in a changing environment shows that, in contrast with previous models, neural populations representing alternate choices are coupled through excitation.
Revised:  A plausible neural implementation of an optimal observer in a changing environment shows that, in contrast to previous models, neural populations representing alternate choices are coupled through excitation.
Edit intent: fluency
Original:  Our analysis shows that ideal observers discount prior evidence at a rate determined by the volatility of the environment, and that the dynamics of evidence accumulation is governed by the information gained over an average environmental epoch.
Revised:  Our analysis shows that ideal observers discount prior evidence at a rate determined by the volatility of the environment, and the dynamics of evidence accumulation is governed by the information gained over an average environmental epoch.
Edit intent: fluency
Original:  Better performance is obtained by moving from piecewise linear links to piecewise quadratic and higher order links .
Revised:  Better performance is obtained by moving from piecewise linear connections to piecewise quadratic and higher order links .
Edit intent: clarity
Original:  The algorithm is tested on the  MNIST data set , using multiple autoencoders, with good results .
Revised:  The algorithm is tested on the MNIST data set .
Edit intent: coherence
Original: We herein analyse the density, f_{n,d of internal equilibria in a d-player n-strategy random evolutionary game where the game payoff matrix is generated from normal distributions.
Revised: In this paper, we study the distribution and behaviour of internal equilibria in a d-player n-strategy random evolutionary game where the game payoff matrix is generated from normal distributions.
Edit intent: clarity
Original: Writing rap lyrics requires both creativity , to construct a meaningful and an interesting story , and lyrical skills , to produce complex rhyme patterns, which are the cornerstone of a good flow.
Revised: Writing rap lyrics requires both creativity to construct a meaningful and an interesting story , and lyrical skills , to produce complex rhyme patterns, which are the cornerstone of a good flow.
Edit intent: fluency