wanyu/IteraTeR_v2 huggingface dataset:
Original:  A stationary reference frame (\alpha \beta) based control scheme is proposed to regulate positive-sequence and negative-sequence voltages , whose control mechanism and better performance are compared with the conventional rotating reference frame (dq) based control scheme . Based on the analysis of the system zero-sequence equivalent circuit, we propose to add a grounding transformer to filter the zero-sequence current for further reducing the  voltage unbalance .
Revised:  A stationary reference frame (\alpha \beta) based control scheme is proposed to regulate positive-sequence and negative-sequence voltages , whose control mechanism and better performance are compared with the conventional rotating reference frame (dq) based control scheme . Based on the analysis of the system zero-sequence network and propose adding a grounding transformer to filter the zero-sequence current for further reducing the voltage unbalance .
Edit intent: clarity
Original:  A stationary reference frame (\alpha \beta) based control scheme is proposed to regulate positive-sequence and negative-sequence voltages , whose control mechanism and better performance are compared with the conventional rotating reference frame (dq) based control scheme . Based on the analysis of the system zero-sequence equivalent circuit, we propose to add a grounding transformer to filter the zero-sequence current for further reducing the  voltage unbalance .
Revised:  A stationary reference frame (\alpha \beta) based control scheme is proposed to regulate positive-sequence and negative-sequence voltages , whose control mechanism and better performance are compared with the conventional rotating reference frame (dq) based control scheme . Based on the analysis of the system zero-sequence equivalent circuit, we propose to add a grounding transformer to the voltage unbalance .
Edit intent: coherence
Original:  Thus the power unbalance limit can be obtained from the voltage unbalance limit , which can be utilized by system energy management for power scheduling.
Revised:  Thus the power unbalance limit and the voltage unbalance limit , which can be utilized by system energy management for power scheduling.
Edit intent: clarity
Original:  Assembly of mitochondrial  rRNA sequences in the dataset produces a contig 98.7 \% identical to R.affinis mitochondrial small subunit rRNA, indicating that the sample was generated from this or a closely related species.
Revised:  Assembly of mitochondrial SSU rRNA sequences in the dataset produces a contig 98.7 \% identical to R.affinis mitochondrial small subunit rRNA, indicating that the sample was generated from this or a closely related species.
Edit intent: clarity
Original:  Assembly of mitochondrial  rRNA sequences in the dataset produces a contig 98.7 \% identical to R.affinis mitochondrial small subunit rRNA, indicating that the sample was generated from this or a closely related species.
Revised:  Assembly of mitochondrial rRNA sequences in the dataset produces a contig 98.7 \% identical to R.affinis mitochondrial SSU rRNA, indicating that the sample was generated from this or a closely related species.
Edit intent: clarity
Original:  Overall, the data show that the RatG13 dataset was generated by the Wuhan Institute of Virology (WIV) from a transcriptome derived from Rhinolophus sp. tissue or cell line, indicating that RaTG13 was in live culture.
Revised:  Overall, the data show that the RaTG13 dataset was generated by the Wuhan Institute of Virology (WIV) from a transcriptome derived from Rhinolophus sp. tissue or cell line, indicating that RaTG13 was in live culture.
Edit intent: clarity
Original: We propose SUB-Depth , a universal multi-task training framework for self-supervised monocular depth estimation (SDE).
Revised: We propose SUB-Depth , a universal multi-task training framework for self-supervised monocular depth estimation (SDE).
Edit intent: fluency
Original: This paper introduces an open source platform for rapid development of computer vision applications  .
Revised: This paper introduces an open source platform to support the rapid development of computer vision applications .
Edit intent: clarity
Original:  The platform puts the efficient data development at the center of the machine learning development process, integrates active learning methods, data and model version control, and uses concepts such as projects to enable fast iteration of multiple task specific datasets in parallel.
Revised:  The platform puts the efficient data development at the center of the machine learning development process, integrates active learning methods, data and model version control, and uses concepts such as projects to enable fast iterations of multiple task specific datasets in parallel.
Edit intent: fluency
Original:  We make it an open platform by abstracting the development process into core states and operations, and design open APIs to integrate third party tools  as implementations of the operations.
Revised:  This platform abstracts the development process into core states and operations, and design open APIs to integrate third party tools as implementations of the operations.
Edit intent: coherence
Original:  We make it an open platform by abstracting the development process into core states and operations, and design open APIs to integrate third party tools  as implementations of the operations.
Revised:  We make it an open platform by abstracting the development process into core states and operations, and integrates third party tools as implementations of the operations.
Edit intent: clarity
Original:  At the same time, the platform supports recording project development history , through which successful projects can be shared to further boost model production efficiency on similar tasks.
Revised:  At the same time, the platform supports recording project development histories , through which successful projects can be shared to further boost model production efficiency on similar tasks.
Edit intent: fluency
Original:  The platform is open source and is already used internally to meet the increasing demand from custom real world computer vision applications.
Revised:  The platform is open source and is already used internally to meet the increasing demand for different real world computer vision applications.
Edit intent: clarity
Original:  For efficiency, relatively large storage of precomputed values is required for discrete logarithm computation.
Edit intent: coherence
Original:  (3) random approximations are used for the unitary operator, e.g., the QDRIFT method \mbox{ campbell2019random .
Revised:  (3) random approximations are used for the unitary operator, e.g., the QDRIFT method .
Edit intent: coherence
Original: Due to a lack of image-based "part controllers", shape manipulation of man-made shape images, such as resizing the backrest of a chair or replacing a cup handle is not intuitive because of the lack of image-based part controllers .
Revised: Due to a lack of image-based "part controllers", shape manipulation of man-made shape images, such as resizing the backrest of a chair or replacing a cup handle is not intuitive .
Edit intent: coherence
Original:  However, with the colored interference arising from the overlapping IoT transmissions, deep learning approaches are being considered as a better alternative.
Revised:  However, with the colored interference arising from the overlapping IoT transmissions, deep learning approaches are being considered as a better alternative.
Edit intent: fluency
Original:  In this paper, we present a hybrid framework, HybNet , that switches between deep learning and match filter pathways based on the detected interference level.
Revised:  In this paper, we present a hybrid framework, HybNet , that switches between deep learning and match filter pathways based on the detected interference level.
Edit intent: fluency
Original: Network representation of nervous systems have being useful for the understanding of brain phenomena such as perception, motor coordination, memory, etc.
Revised: Network representations of the nervous system have being useful for the understanding of brain phenomena such as perception, motor coordination, memory, etc.
Edit intent: fluency
Original:  Additionally, we found that the isomorphism between unnested forms just guarantee the isomorphism between their \Upsilon-graph if the matrix equations has only linearly independent  columns .
Revised:  Additionally, we found that the isomorphism between unnested forms guarantee the isomorphism between their \Upsilon-graph if the matrix equations has only linearly independent columns .
Edit intent: clarity
Original: LeQua 2022 is a new lab for the evaluation of methods for `` learning to quantify '' in textual datasets, i.e., for training predictors of the relative frequencies of the classes of interest in sets of unlabelled textual documents.
Revised: LeQua 2022 is a new lab for the evaluation of methods for " learning to quantify '' in textual datasets, i.e., for training predictors of the relative frequencies of the classes of interest in sets of unlabelled textual documents.
Edit intent: fluency
Original: LeQua 2022 is a new lab for the evaluation of methods for `` learning to quantify '' in textual datasets, i.e., for training predictors of the relative frequencies of the classes of interest in sets of unlabelled textual documents.
Revised: LeQua 2022 is a new lab for the evaluation of methods for `` learning to quantify " in textual datasets, i.e., for training predictors of the relative frequencies of the classes of interest in sets of unlabelled textual documents.
Edit intent: fluency
Original:  Our main application is the description of the vacuum modular Hamiltonian associated with a time-zero interval in the scalar, massive, free QFT in two spacetime dimensions, thus complementing recent results in higher space dimensions.
Revised:  The main application of our analysis is the description of the vacuum modular Hamiltonian associated with a time-zero interval in the scalar, massive, free QFT in two spacetime dimensions, thus complementing recent results in higher space dimensions.
Edit intent: clarity
Original:  In particular, we have the formula for the local entropy of a one-dimensional Klein-Gordon wave packet and Araki's vacuum relative entropy of a coherent state on a double cone von Neumann algebra.
Revised:  In particular, we have the formula for the local entropy of a one dimensional Klein-Gordon wave packet and Araki's vacuum relative entropy of a coherent state on a double cone von Neumann algebra.
Edit intent: fluency
Original:  We start off by showing the significance of Tit-For-Tat strategies inevolutionary game theory.
Revised:  We start off by showing the significance of Tit-For-Tat strategies in evolutionary game theory.
Edit intent: fluency
Original:  This is followed by a theoretical derivationof zero-determinant strategies, where we highlight an error on boundsfor scale parameters from the original paper on ZD strategies[6].
Revised:  This is followed by a theoretical derivation of zero-determinant strategies, where we highlight an error on boundsfor scale parameters from the original paper on ZD strategies[6].
Edit intent: fluency
Original:  This is followed by a theoretical derivationof zero-determinant strategies, where we highlight an error on boundsfor scale parameters from the original paper on ZD strategies[6].
Revised:  This is followed by a theoretical derivationof zero-determinant strategies, where we highlight an error on bounds for scale parameters from the original paper on ZD strategies[6].
Edit intent: fluency
Original:  Wethen present examples of such strategies and create a custom playerdrawing inspiration from Markov Decision Processes.
Revised:  We then present examples of such strategies and create a custom playerdrawing inspiration from Markov Decision Processes.
Edit intent: fluency
Original:  Wethen present examples of such strategies and create a custom playerdrawing inspiration from Markov Decision Processes.
Revised:  Wethen present examples of such strategies and create a custom player drawing inspiration from Markov Decision Processes.
Edit intent: fluency
Original:  At the end wepit them all against each other and see how they perform in an IPDtournament .
Revised:  At the end we pit them all against each other and see how they perform in an IPDtournament .
Edit intent: fluency
Original:  At the end wepit them all against each other and see how they perform in an IPDtournament .
Revised:  At the end wepit them all against each other and see how they perform in an IPD tournament .
Edit intent: fluency
Original: Reaching consensus ( a macroscopic state where almost all the system constituents display the same microscopic state ) is a necessity in multiple complex socio-technical and econo-technical systems.
Revised: Reaching consensus - a macroscopic state where almost all the system constituents display the same microscopic state ) is a necessity in multiple complex socio-technical and econo-technical systems.
Edit intent: fluency
Original: Reaching consensus ( a macroscopic state where almost all the system constituents display the same microscopic state ) is a necessity in multiple complex socio-technical and econo-technical systems.
Revised: Reaching consensus ( a macroscopic state where almost all the system constituents display the same microscopic state - is a necessity in multiple complex socio-technical and econo-technical systems.
Edit intent: fluency
Original:  In many distributed systems ( of which blockchain-based applications are just the last example ), the process of consensus formation is crucial not only for the emergence of a leading majority but for the very system to function.
Revised:  In many distributed systems - of which blockchain-based applications are just the last example ), the process of consensus formation is crucial not only for the emergence of a leading majority but for the very system to function.
Edit intent: fluency
Original:  In many distributed systems ( of which blockchain-based applications are just the last example ), the process of consensus formation is crucial not only for the emergence of a leading majority but for the very system to function.
Revised:  In many distributed systems ( of which blockchain-based applications are just the last example - the process of consensus formation is crucial not only for the emergence of a leading majority but for the very system to function.
Edit intent: fluency
Original:  In this paper, we introduce an Explainable AI-assisted paradigm for science discovery.
Revised:  In this paper, we introduce an Explainable AI-based paradigm for science discovery.
Edit intent: clarity
Original:  To demonstrate the AI-assisted science discovery process, and to pay our respect to some of the greatest minds in human history, we show how Kepler's laws of planetary motion and  Newton's law of universal gravitation can be rediscovered by ( explainable ) AI based on Tycho Brahe's astronomical observation data, whose works were leading the scientific revolution in the 16-17th century.
Revised:  To demonstrate the AI-based science discovery process, and to pay our respect to some of the greatest minds in human history, we show how Kepler's laws of planetary motion and Newton's law of universal gravitation can be rediscovered by ( explainable ) AI based on Tycho Brahe's astronomical observation data, whose works were leading the scientific revolution in the 16-17th century.
Edit intent: clarity
Original:  To demonstrate the AI-assisted science discovery process, and to pay our respect to some of the greatest minds in human history, we show how Kepler's laws of planetary motion and  Newton's law of universal gravitation can be rediscovered by ( explainable ) AI based on Tycho Brahe's astronomical observation data, whose works were leading the scientific revolution in the 16-17th century.
Revised:  To demonstrate the AI-assisted science discovery process, and to pay our respect to some of the greatest minds in human history, we show how Kepler's laws of planetary motion and the Newton's law of universal gravitation can be rediscovered by ( explainable ) AI based on Tycho Brahe's astronomical observation data, whose works were leading the scientific revolution in the 16-17th century.
Edit intent: fluency
Original:  To demonstrate the AI-assisted science discovery process, and to pay our respect to some of the greatest minds in human history, we show how Kepler's laws of planetary motion and  Newton's law of universal gravitation can be rediscovered by ( explainable ) AI based on Tycho Brahe's astronomical observation data, whose works were leading the scientific revolution in the 16-17th century.
Revised:  To demonstrate the AI-assisted science discovery process, and to pay our respect to some of the greatest minds in human history, we show how Kepler's laws of planetary motion and Newton's law of universal gravitation can be rediscovered by ( Explainable ) AI based on Tycho Brahe's astronomical observation data, whose works were leading the scientific revolution in the 16-17th century.
Edit intent: fluency
Original:  This work also highlights the importance of Explainable AI (as compared to black-box AI) in science discovery to help humans prevent or better prepare for the possible technological singularity which may happen in the future.
Revised:  This work also highlights the important role of Explainable AI (as compared to black-box AI) in science discovery to help humans prevent or better prepare for the possible technological singularity which may happen in the future.
Edit intent: clarity
Original:  This work also highlights the importance of Explainable AI (as compared to black-box AI) in science discovery to help humans prevent or better prepare for the possible technological singularity which may happen in the future.
Revised:  This work also highlights the importance of Explainable AI (as compared to Blackbox AI) in science discovery to help humans prevent or better prepare for the possible technological singularity which may happen in the future.
Edit intent: fluency
Original: The research paradigm of the Observation--Hypothesis--Prediction--Experimentation loop  has been practiced by researchers for years towards scientific discovery .
Revised: The Observation--Hypothesis--Prediction--Experimentation loop has been practiced by researchers for years towards scientific discovery .
Edit intent: clarity
Original: The research paradigm of the Observation--Hypothesis--Prediction--Experimentation loop  has been practiced by researchers for years towards scientific discovery .
Revised: The research paradigm of the Observation--Hypothesis--Prediction--Experimentation loop paradigm for scientific research has been practiced by researchers for years towards scientific discovery .
Edit intent: clarity
Original: The research paradigm of the Observation--Hypothesis--Prediction--Experimentation loop  has been practiced by researchers for years towards scientific discovery .
Revised: The research paradigm of the Observation--Hypothesis--Prediction--Experimentation loop has been practiced by researchers for years towards scientific discoveries .
Edit intent: fluency
Original:  However, with the data explosion in both mega-scale and milli-scale scientific research, it has been sometimes very difficult to manually analyze the data and propose new hypothesis to drive the cycle for scientific discovery.
Revised:  However, with data explosion in both mega-scale and milli-scale scientific research, it has been sometimes very difficult to manually analyze the data and propose new hypothesis to drive the cycle for scientific discovery.
Edit intent: fluency
Original:  In this paper, we introduce an Explainable AI-based paradigm for science discovery.
Revised:  In this paper, we discuss the role of Explainable AI in scientific discovery process by demonstrating an Explainable AI-based paradigm for science discovery.
Edit intent: clarity
Original:  The key is to use Explainable AI (XAI) to help derive data or model interpretations and science discoveries .
Revised:  The key is to use Explainable AI to help derive data or model interpretations and science discoveries .
Edit intent: clarity
Original:  The key is to use Explainable AI (XAI) to help derive data or model interpretations and science discoveries .
Revised:  The key is to use Explainable AI (XAI) to help derive data or model interpretations as well as scientific discoveries or insights .
Edit intent: clarity
Original:  This work also highlights the important role of Explainable AI (as compared to Blackbox AI) in science discovery to help humans prevent or better prepare for the possible technological singularity which may happen in the future.
Revised:  This work also highlights the important role of Explainable AI (as compared to Blackbox AI) in science discovery to help humans prevent or better prepare for the possible technological singularity that may happen in the future.
Edit intent: fluency
Original:  First, we show that the use of a preceding Newton--like step ensures convergence for starting points in a starlike domain with density 1.
Revised:  First, we show that the use of a preceding Newton-like step ensures convergence for starting points in a starlike domain with density 1.
Edit intent: fluency
Original:  This contributes to the long--standing question whether the Broyden matrices converge by showing that this is indeed the case for the setting at hand.
Revised:  This contributes to the long-standing question whether the Broyden matrices converge by showing that this is indeed the case for the setting at hand.
Edit intent: fluency
Original:  It is our conjecture that the order of networks is mainly determined by hidden attractors via their corresponding hidden orders.
Revised:  It is our conjecture that the order of networks is mainly determined by the dual attractors via their corresponding hidden orders.
Edit intent: clarity
Original:  Finally, the hidden order of k-valued logical networks is also explored.
Edit intent: coherence
Original:  The previously obtained results about Boolean networks are  extended to the k-valued case.
Revised:  The previously obtained results about Boolean networks are further extended to the k-valued case.
Edit intent: clarity
Original: In this paper we propose a new algorithm for solving large-scale algebraic Riccati equations with low-rank structure , which is based on the found elegant closed form of the stabilizing solution that involves an intrinsic Toeplitz structure and the fast Fourier transform used to accelerate the multiplication of a Toeplitz matrix and vectors.
Revised: In this paper we propose a new algorithm for solving large-scale algebraic Riccati equations with low-rank structure . The algorithm is based on the found elegant closed form of the stabilizing solution that involves an intrinsic Toeplitz structure and the fast Fourier transform used to accelerate the multiplication of a Toeplitz matrix and vectors.
Edit intent: clarity
Original: In this paper we propose a new algorithm for solving large-scale algebraic Riccati equations with low-rank structure , which is based on the found elegant closed form of the stabilizing solution that involves an intrinsic Toeplitz structure and the fast Fourier transform used to accelerate the multiplication of a Toeplitz matrix and vectors.
Revised: In this paper we propose a new algorithm for solving large-scale algebraic Riccati equations with low-rank structure , which is based on the found elegant closed form of the stabilizing solution and the fast Fourier transform used to accelerate the multiplication of a Toeplitz matrix and vectors.
Edit intent: coherence
Original: Casimir preserving integrators for stochastic Lie-Poisson equations with Stratonovich noise are developed based on Runge-Kutta Munthe-Kaas methods.
Revised: Casimir preserving integrators for stochastic Lie-Poisson equations with Stratonovich noise are developed extending Runge-Kutta Munthe-Kaas methods.
Edit intent: clarity
Original:  A related stochastic differential equation on the Lie algebra is derived and numerically solved .
Revised:  A related stochastic differential equation on the Lie algebra is derived .
Edit intent: clarity