wanyu/IteraTeR_v2 huggingface dataset:
Original:  Together, these results reveal how motor filament properties and environmental mechanics shape force production by actomyosin networks .
Revised:  Together, these results reveal how myosin isoform properties may be tuned to produce force and respond to mechanical cues in their environment .
Edit intent: clarity
Original:  Common volume rendering methods for inspecting the results from the numerical simulations can not be applied directly to isogeometric models.
Revised:  Traditional volume rendering methods for inspecting the results from the numerical simulations can not be applied directly to isogeometric models.
Edit intent: fluency
Original:  Traditional volume rendering methods for inspecting the results from the numerical simulations can not be applied directly to isogeometric models.
Revised:  Traditional volume rendering methods for inspecting the results from the numerical simulations cannot be applied directly to isogeometric models.
Edit intent: fluency
Original:  The entire OpenGL pipeline is used in a multi-stage algorithm leveraging techniques from surface rendering, order-independent transparency and numerical theory of ordinary differential equations.
Revised:  The entire OpenGL pipeline is used in a multi-stage algorithm leveraging techniques from surface rendering, order-independent transparency , as well as theory and numerical methods for ordinary differential equations.
Edit intent: clarity
Original:  Furthermore, the same assumption entails the hardness of virtually all learning problems that were previously shown hard under cryptographic assumptions .
Revised:  Furthermore, the same assumption implies the hardness of virtually all learning problems that were previously shown hard under cryptographic assumptions .
Edit intent: fluency
Original: Let f : \colon  -1,1 ^n ->\to [-1,1] have degree d as a multilinear polynomial.
Revised: Let f \colon -1,1 ^n ->\to [-1,1] have degree d as a multilinear polynomial.
Edit intent: coherence
Original:  Aaronson and Ambainis asked whether the total L1 influence of f can also be bounded as a function of d. Backurs and Bavarian answered this question in the affirmative, providing a bound of O(d^3) for general functions and O(d^2) for homogeneous functions.
Revised:  Aaronson and Ambainis asked whether the total L_1 influence of f can also be bounded as a function of d. Backurs and Bavarian answered this question in the affirmative, providing a bound of O(d^3) for general functions and O(d^2) for homogeneous functions.
Edit intent: clarity
Original: With early hardware limitations of the GPU (lack of synchronization primitives and limited memory caching mechanisms) can make GPU-based computation inefficient , and emerging DNA sequence technologies open up more opportunities for molecular biology.
Revised: Early hardware limitations of the GPU (lack of synchronization primitives and limited memory caching mechanisms) can make GPU-based computation inefficient , and emerging DNA sequence technologies open up more opportunities for molecular biology.
Edit intent: coherence
Original: With early hardware limitations of the GPU (lack of synchronization primitives and limited memory caching mechanisms) can make GPU-based computation inefficient , and emerging DNA sequence technologies open up more opportunities for molecular biology.
Revised: With early hardware limitations of GPU (lack of synchronization primitives and limited memory caching mechanisms) can make GPU-based computation inefficient , and emerging DNA sequence technologies open up more opportunities for molecular biology.
Edit intent: fluency
Original:  This paper presents the issues of parallel implementation of longest overlap region Problem on a multiprocessor GPU using the Compute Unified Device Architecture (CUDA) platform ( Intel(R) Core(TM) i3- 3110m quad-core.
Revised:  This paper presents the issues of parallel implementation of longest overlap region Problem on a multiprocessor GPU using the Compute Unified Device Architecture (CUDA) platform Intel(R) Core(TM) i3- 3110m quad-core.
Edit intent: fluency
Original:  Compared to standard CPU implementation, CUDA performance proves the method of  longest overlap region recognition of noncoding DNA is an efficient approach to high-performance bioinformatics applications.
Revised:  Compared to standard CPU implementation, CUDA performance proves the method of the longest overlap region recognition of noncoding DNA is an efficient approach to high-performance bioinformatics applications.
Edit intent: fluency
Original:  The study show the fact that the efficiency is more than 15 times than that of CPU serial implementation.
Revised:  Studies show the fact that the efficiency is more than 15 times than that of CPU serial implementation.
Edit intent: clarity
Original:  We believe our method give a cost-efficient solution to the bioinformatics community for solving longest overlap region recognition problem and other related fields.
Revised:  We believe our method gives a cost-efficient solution to the bioinformatics community for solving longest overlap region recognition problem and other related fields.
Edit intent: fluency
Original: Time is at a premium for recurrent network dynamics, and particularly so when they are stochastic and correlated: the quality of decoding and inference from such dynamics fundamentally depends on how fast the neural circuit generates new samples from its stationary distribution.
Revised: Time is at a premium for recurrent network dynamics, and particularly so when they are stochastic and correlated: the quality of inference from such dynamics fundamentally depends on how fast the neural circuit generates new samples from its stationary distribution.
Edit intent: clarity
Original: Accurate upper-lower bounds on homogenized matrix , arising from the unit cell problemfor periodic media , are calculated for a scalar elliptic setting.
Revised: Guaranteed upper-lower bounds on homogenized matrix , arising from the unit cell problemfor periodic media , are calculated for a scalar elliptic setting.
Edit intent: clarity
Original: Accurate upper-lower bounds on homogenized matrix , arising from the unit cell problemfor periodic media , are calculated for a scalar elliptic setting.
Revised: Accurate upper-lower bounds on homogenized coefficients , arising from the unit cell problemfor periodic media , are calculated for a scalar elliptic setting.
Edit intent: clarity
Original: Accurate upper-lower bounds on homogenized matrix , arising from the unit cell problemfor periodic media , are calculated for a scalar elliptic setting.
Revised: Accurate upper-lower bounds on homogenized matrix , arising from the periodic cell problem , are calculated for a scalar elliptic setting.
Edit intent: clarity
Original: Accurate upper-lower bounds on homogenized matrix , arising from the unit cell problemfor periodic media , are calculated for a scalar elliptic setting.
Revised: Accurate upper-lower bounds on homogenized matrix , arising from the unit cell problemfor periodic media , are calculated in a scalar elliptic setting.
Edit intent: fluency
Original:  Upper-lower bounds are obtained by adjusting the primal-dual finite element framework developed independently by Dvor\'{a}k (1993) and Wi\c{e (1995) to the FFT-based Galerkin setting.
Revised:  Upper-lower bounds are obtained by adjusting the primal-dual finite element framework developed independently by Dvor\'{a}k (1993) and Wieckowski (1995) to the FFT-based Galerkin setting.
Edit intent: clarity
Original:  In particular, thanks to the Helmholtz decomposition inherited from the continuous formulation, the duality structure is fully recovered for odd discretization .
Revised:  In particular, thanks to the Helmholtz decomposition inherited from the continuous formulation, the duality structure is fully preserved for the odd discretizations .
Edit intent: clarity
Original:  In the latter case, the more complex primal-dual structure is observed due to  the trigonometric polynomials associated with the Nyquist frequencies.
Revised:  In the latter case, a more complex primal-dual structure is observed due to the trigonometric polynomials associated with the Nyquist frequencies.
Edit intent: fluency
Original:  In the latter case, the more complex primal-dual structure is observed due to  the trigonometric polynomials associated with the Nyquist frequencies.
Revised:  In the latter case, the more complex primal-dual structure is observed due to presence of the trigonometric polynomials associated with the Nyquist frequencies.
Edit intent: clarity
Original:  To conclude, the main advantage of the FFT-based approach over the two finite-element schemes of Dvo\v{r\'{a}k and Wi\c{e}ckowski } is that the primal and the dual problems can be treated on the same basis, and this property can be extended beyond the scalar elliptic problem .
Revised:  To conclude, the main advantage of the FFT-based approach over the two finite-element schemes \'{a}k and Wi\c{e}ckowski } is that the primal and the dual problems can be treated on the same basis, and this property can be extended beyond the scalar elliptic problem .
Edit intent: clarity
Original:  To conclude, the main advantage of the FFT-based approach over the two finite-element schemes of Dvo\v{r\'{a}k and Wi\c{e}ckowski } is that the primal and the dual problems can be treated on the same basis, and this property can be extended beyond the scalar elliptic problem .
Revised:  To conclude, the main advantage of the FFT-based approach over the two finite-element schemes of Dvo\v{r\'{a}k and Wi\c{e}ckowski } is that the primal and the dual problems are treated on the same basis, and this property can be extended beyond the scalar elliptic problem .
Edit intent: clarity
Original:  To conclude, the main advantage of the FFT-based approach over the two finite-element schemes of Dvo\v{r\'{a}k and Wi\c{e}ckowski } is that the primal and the dual problems can be treated on the same basis, and this property can be extended beyond the scalar elliptic problem .
Revised:  To conclude, the main advantage of the FFT-based approach over the two finite-element schemes of Dvo\v{r\'{a}k and Wi\c{e}ckowski } is that the primal and the dual problems can be treated on the same basis, and this property can be extended beyond the scalar elliptic setting .
Edit intent: clarity
Original:  The experiments have been performed in the extracted ventral cord of Lumbricus terrestris  by using external stimulation and recording.
Revised:  The experiments have been performed on the extracted ventral cord of Lumbricus terrestris by using external stimulation and recording.
Edit intent: fluency
Original:  The experiments have been performed in the extracted ventral cord of Lumbricus terrestris  by using external stimulation and recording.
Revised:  The experiments have been performed in the extracted ventral cords of Lumbricus terrestris by using external stimulation and recording.
Edit intent: fluency
Original:  An open question is whether Blowfish privacy definitions indeed permit mechanisms that incur significant lower error for query answering compared to differentially privacy mechanism .
Revised:  An open question is to characterize when Blowfish privacy definitions indeed permit mechanisms that incur significant lower error for query answering compared to differentially privacy mechanism .
Edit intent: clarity
Original:  An open question is whether Blowfish privacy definitions indeed permit mechanisms that incur significant lower error for query answering compared to differentially privacy mechanism .
Revised:  An open question is whether Blowfish privacy definitions permit mechanisms that incur significant lower error for query answering compared to differentially privacy mechanism .
Edit intent: clarity
Original:  An open question is whether Blowfish privacy definitions indeed permit mechanisms that incur significant lower error for query answering compared to differentially privacy mechanism .
Revised:  An open question is whether Blowfish privacy definitions indeed permit mechanisms that incur significantly lower error for query answering compared to differentially privacy mechanism .
Edit intent: fluency
Original:  An open question is whether Blowfish privacy definitions indeed permit mechanisms that incur significant lower error for query answering compared to differentially privacy mechanism .
Revised:  An open question is whether Blowfish privacy definitions indeed permit mechanisms that incur significant lower error for query answering compared to differentially private mechanisms .
Edit intent: fluency
Original:  In this paper, we answer this question and explore error bounds of sets of linear counting queries under different Blowfish policy graphs.
Revised:  In this paper, we answer this question and explore error bounds for answering sets of linear counting queries under different Blowfish policy graphs.
Edit intent: clarity
Original:  We provide applications of these  by finding strategies for a few popular classes of queries.
Revised:  We provide applications of these tools by finding strategies for a few popular classes of queries.
Edit intent: clarity
Original:  In particular, we find strategies to answer histogram queries and multidimensional range queries under different instantiations of our privacy framework .
Revised:  In particular, we find strategies to answer histogram queries and multidimensional range queries under different Blowfish policy graphs .
Edit intent: clarity
Original:  We provide applications of these tools by finding strategies for answering multidimensional range queries under different Blowfish policy graphs .
Revised:  We provide applications of these tools by finding strategies for answering multidimensional range queries under different Blowfish policies .
Edit intent: clarity
Original:  We believe the tools we develop will be useful for finding strategies to answer many other classes of queries with low error under Blowfish.
Revised:  We believe the tools we develop will be useful for finding mechanisms to answer many other classes of queries with low error under Blowfish.
Edit intent: clarity
Original:  We find that architectures with gate times in the 5-40 ns range and T1 times in the 1-2 micro?second range will exhibit improved logical error rates with a 17-qubit surface code encoding.
Revised:  We find that architectures with gate times in the 5-40 ns range and T1 times of at least 1-2 micro?second range will exhibit improved logical error rates with a 17-qubit surface code encoding.
Edit intent: clarity
Original:  We find that architectures with gate times in the 5-40 ns range and T1 times in the 1-2 micro?second range will exhibit improved logical error rates with a 17-qubit surface code encoding.
Revised:  We find that architectures with gate times in the 5-40 ns range and T1 times in the 1-2 us range will exhibit improved logical error rates with a 17-qubit surface code encoding.
Edit intent: clarity
Original:  Here we propose a simple formula for describing the characteristic properties of memes in the scientific literature , which is based on their frequency of occurrence and the degree to which they propagate along the citation graph.
Revised:  Our analysis of memes in the scientific literature , which is based on their frequency of occurrence and the degree to which they propagate along the citation graph.
Edit intent: clarity
Original:  Here we propose a simple formula for describing the characteristic properties of memes in the scientific literature , which is based on their frequency of occurrence and the degree to which they propagate along the citation graph.
Revised:  Here we propose a simple formula for describing the characteristic properties of memes in the scientific literature reveals that they are governed by a surprisingly simple relationship between frequency of occurrence and the degree to which they propagate along the citation graph.
Edit intent: clarity
Original:  We use data from close to 50 million publication records from the Web of Science, PubMed Central  and the American Physical Society to demonstrate the effectiveness of our approach . Evaluations relying on human annotators, citation network randomizations, and comparisons with several alternative metrics confirm that the meme score is highly effective, while requiring no external resources or arbitrary thresholds and filters.
Revised:  We use data from close to 50 million publication records from the Web of Science, PubMed Central , and the American Physical Society to demonstrate the effectiveness of our approach . Evaluations relying on human annotators, citation network randomizations, and comparisons with several alternative metrics confirm that the meme score is highly effective, while requiring no external resources or arbitrary thresholds and filters.
Edit intent: fluency
Original:  We use data from close to 50 million publication records from the Web of Science, PubMed Central  and the American Physical Society to demonstrate the effectiveness of our approach . Evaluations relying on human annotators, citation network randomizations, and comparisons with several alternative metrics confirm that the meme score is highly effective, while requiring no external resources or arbitrary thresholds and filters.
Revised:  We use data from close to 50 million publication records from the Web of Science, PubMed Central and the American Physical Society . Evaluations relying on human annotators, citation network randomizations, and comparisons with several alternative metrics confirm that the meme score is highly effective, while requiring no external resources or arbitrary thresholds and filters.
Edit intent: clarity
Original:  We use data from close to 50 million publication records from the Web of Science, PubMed Central  and the American Physical Society to demonstrate the effectiveness of our approach . Evaluations relying on human annotators, citation network randomizations, and comparisons with several alternative metrics confirm that the meme score is highly effective, while requiring no external resources or arbitrary thresholds and filters.
Revised:  We use data from close to 50 million publication records from the Web of Science, PubMed Central and the American Physical Society to demonstrate the effectiveness of our approach . Evaluations relying on human annotators, citation network randomizations, and comparisons with several alternative approaches confirm that our formula is accurate and effective, without a dependence on linguistic or ontological knowledge and without the application of arbitrary thresholds or filters.
Edit intent: clarity
Original: Given a Boolean formula \phi and two satisfying assignments s and t, define aflip as an operation that changes the value of a variable in an assignment so that the resulting assignment is also satisfying.
Revised: Given a Boolean formula flip as an operation that changes the value of a variable in an assignment so that the resulting assignment is also satisfying.
Edit intent: clarity
Original: Given a Boolean formula \phi and two satisfying assignments s and t, define aflip as an operation that changes the value of a variable in an assignment so that the resulting assignment is also satisfying.
Revised: Given a Boolean formula \phi and two satisfying assignments s and t, define a as an operation that changes the value of a variable in an assignment so that the resulting assignment is also satisfying.
Edit intent: fluency
Original: Given a Boolean formula \phi and two satisfying assignments s and t, define aflip as an operation that changes the value of a variable in an assignment so that the resulting assignment is also satisfying.
Revised: Given a Boolean formula \phi and two satisfying assignments s and t, define aflip as an operation that changes the value of a variable in the assignment so that the resulting assignment is also satisfying.
Edit intent: fluency
Original: Given a Boolean formula \phi and two satisfying assignments s and t, define aflip as an operation that changes the value of a variable in an assignment so that the resulting assignment is also satisfying.
Revised: Given a Boolean formula \phi and two satisfying assignments s and t, define aflip as an operation that changes the value of a variable in an assignment so that the resulting assignment remains satisfying.
Edit intent: clarity
Original:  We study the computational problem of finding the shortest sequence of flips (if one exists) that transforms s into t . We use Schaefer's framework for classification of Boolean formulas and prove that for any class of formulas, computing the shortest flip sequence is either in P, NP-complete, or PSPACE-complete.
Revised:  We study the problem of computing the shortest sequence of flips (if one exists) that transforms s into t . We use Schaefer's framework for classification of Boolean formulas and prove that for any class of formulas, computing the shortest flip sequence is either in P, NP-complete, or PSPACE-complete.
Edit intent: clarity
Original:  In the process, we obtain a class where the shortest path can be found in polynomial time even though its length is not equal to the symmetric difference  .
Revised:  In the process, we obtain a class where the shortest sequence can be found in polynomial time even though its length is not equal to the symmetric difference .
Edit intent: clarity
Original:  This is in contrast to all reconfiguration problems studied so far, where polynomial time algorithms for computing the shortest reconfiguration path were known only for cases where the shortest path only modified the symmetric difference  .
Revised:  This is in contrast to all reconfiguration problems studied so far, where polynomial time algorithms for computing the shortest path were known only for cases where the shortest path only modified the symmetric difference .
Edit intent: fluency
Original:  This is in contrast to all reconfiguration problems studied so far, where polynomial time algorithms for computing the shortest reconfiguration path were known only for cases where the shortest path only modified the symmetric difference  .
Revised:  This is in contrast to all reconfiguration problems studied so far, where polynomial time algorithms for computing the shortest reconfiguration path were known only for cases where the path modified the symmetric difference .
Edit intent: clarity
Original: We consider the Moran process in a graph called  "star" and obtain the asymptotic expression for the fixation probability of a single mutant when the size of the graph is large.
Revised: We consider the Moran process in a graph called the "star" and obtain the asymptotic expression for the fixation probability of a single mutant when the size of the graph is large.
Edit intent: fluency
Original:  The expression obtained corrects  previously known expression announced in reference [E Lieberman, C Hauert, and MA Nowak.
Revised:  The expression obtained corrects the previously known expression announced in reference [E Lieberman, C Hauert, and MA Nowak.
Edit intent: fluency
Original:  In comparison with commonly used approaches for detecting  interactions, Bayesian neural networks perform very well across a broad spectrum of possible genetic relationships .
Revised:  In comparison with commonly used approaches for detecting genetic interactions, Bayesian neural networks perform very well across a broad spectrum of possible genetic relationships .
Edit intent: fluency
Original:  The proposed framework is shown to be powerful at detecting causal SNPs while having the computational efficiency needed  handle large datasets.
Revised:  The proposed framework is shown to be powerful at detecting causal SNPs while having the computational efficiency needed to handle large datasets.
Edit intent: fluency
Original:  In addition,  some eigenproblem sequences show a connection between the solutions of adjacent eigenproblems.
Revised:  In addition, in some eigenproblem sequences show a connection between the solutions of adjacent eigenproblems.
Edit intent: fluency