wanyu/IteraTeR_v2 huggingface dataset:
Original: An initial study of surrogate-assisted evolutionary algorithms used to design vertical-axis wind turbines wherein candidate prototypes are evaluated under approximated wind tunnel conditions after being physically instantiated by a three-dimensional printer has recently been presented.
Revised: An initial study of surrogate-assisted evolutionary algorithms used to design vertical-axis wind turbines wherein candidate prototypes are evaluated under approximated wind tunnel conditions after being physically instantiated by a 3D printer has recently been presented.
Edit intent: fluency
Original: Cell stores provide a relational-like, tabular level of abstraction to business users while leveraging the latest database technologies, such as key-value stores and document stores , in order to benefit from the latest technological breakthroughs to scale up and out the efficient storage and retrieval of highly dimensional data.
Revised: Cell stores provide a relational-like, tabular level of abstraction to business users while leveraging recent database technologies, such as key-value stores and document stores , in order to benefit from the latest technological breakthroughs to scale up and out the efficient storage and retrieval of highly dimensional data.
Edit intent: fluency
Original: Cell stores provide a relational-like, tabular level of abstraction to business users while leveraging the latest database technologies, such as key-value stores and document stores , in order to benefit from the latest technological breakthroughs to scale up and out the efficient storage and retrieval of highly dimensional data.
Revised: Cell stores provide a relational-like, tabular level of abstraction to business users while leveraging the latest database technologies, such as key-value stores and document stores . This allows to scale up and out the efficient storage and retrieval of highly dimensional data.
Edit intent: coherence
Original:  Cells are the primary citizens and exists in different forms, that can be explained with an analogy to the state of matter: as a gas for efficient storage, as a solid for efficient retrieval, and as a liquid for efficient interaction with the business users.
Revised:  Cells are the primary citizens and exist in different forms, that can be explained with an analogy to the state of matter: as a gas for efficient storage, as a solid for efficient retrieval, and as a liquid for efficient interaction with the business users.
Edit intent: fluency
Original:  Cells are the primary citizens and exists in different forms, that can be explained with an analogy to the state of matter: as a gas for efficient storage, as a solid for efficient retrieval, and as a liquid for efficient interaction with the business users.
Revised:  Cells are the primary citizens and exists in different forms, which can be explained with an analogy to the state of matter: as a gas for efficient storage, as a solid for efficient retrieval, and as a liquid for efficient interaction with the business users.
Edit intent: fluency
Original:  If exponential cooling models are justified for actively-cooled microprocessors, e.g., by forced air or water cooling, for passively cooled processors however, as frequently found in embedded systemssuch as mobile phones, an exponential law may not be theoretically justified .
Revised:  If exponential cooling models are justified for actively-cooled systems .
Edit intent: clarity
Original:  Here, we analyzed the tractability of the exact cooling law for a passively cooled body, subject to radiative cooling and a modest level of heat loss via convection .
Revised:  Here, we analyze the tractability of the exact cooling law for a passively cooled body, subject to radiative cooling and a modest level of heat loss via convection .
Edit intent: fluency
Original:  Here, we analyzed the tractability of the exact cooling law for a passively cooled body, subject to radiative cooling and a modest level of heat loss via convection .
Revised:  Here, we analyzed the tractability of the cooling law for a passively cooled body, subject to radiative cooling and a modest level of heat loss via convection .
Edit intent: clarity
Original:  Here, we analyzed the tractability of the exact cooling law for a passively cooled body, subject to radiative cooling and a modest level of heat loss via convection .
Revised:  Here, we analyzed the tractability of the exact cooling law for a passively cooled body, subject to radiative and convective cooling, including internal heat generation .
Edit intent: clarity
Original:  Focusing then on embedded microprocessors , we compare the performance difference between our new passive cooling law and the conventionally-used exponential one.
Revised:  Focusing then on embedded system-like objects , we compare the performance difference between our new passive cooling law and the conventionally-used exponential one.
Edit intent: clarity
Original:  Our results thus suggest that, in the absence of accurate temperature measurements, an exponential cooling law is accurate enough for  small-sized SoC systems that require low processing overhead.
Revised:  Our results thus suggest that, in the absence of accurate temperature measurements, an exponential cooling model is shown to be accurate enough for small-sized SoC systems that require low processing overhead.
Edit intent: clarity
Original:  Our results thus suggest that, in the absence of accurate temperature measurements, an exponential cooling law is accurate enough for  small-sized SoC systems that require low processing overhead.
Revised:  Our results thus suggest that, in the absence of accurate temperature measurements, an exponential cooling law is accurate enough for systems, such as small-sized SoC systems that require low processing overhead.
Edit intent: clarity
Original:  Our results thus suggest that, in the absence of accurate temperature measurements, an exponential cooling law is accurate enough for  small-sized SoC systems that require low processing overhead.
Revised:  Our results thus suggest that, in the absence of accurate temperature measurements, an exponential cooling law is accurate enough for small-sized SoCs, that require low processing overhead.
Edit intent: clarity
Original:  The architecture, called SimNets, is driven by two operators, one being a similarity function whose family contains the convolution operator used in ConvNets, and the other is a new ' soft max-min-mean ' operator called MMECS that realizes classical operators like ReLU and max-pooling, but has additional capabilities that make SimNets a powerful generalization of ConvNets.
Revised:  The architecture, called SimNets, is driven by two operators, one being a similarity function whose family contains the convolution operator used in ConvNets, and the other is a new soft max-min-mean ' operator called MMECS that realizes classical operators like ReLU and max-pooling, but has additional capabilities that make SimNets a powerful generalization of ConvNets.
Edit intent: fluency
Original:  Two interesting properties that emerge from the architecture are : (i) the basic input to hidden-units to output-nodes machinery contains as special case a kernel machine, and (ii)  initializing networks using unsupervised learning is natural.
Revised:  Three interesting properties emerge from the architecture are : (i) the basic input to hidden-units to output-nodes machinery contains as special case a kernel machine, and (ii) initializing networks using unsupervised learning is natural.
Edit intent: coherence
Original:  Two interesting properties that emerge from the architecture are : (i) the basic input to hidden-units to output-nodes machinery contains as special case a kernel machine, and (ii)  initializing networks using unsupervised learning is natural.
Revised:  Two interesting properties that emerge from the architecture : (i) the basic input to hidden-units to output-nodes machinery contains as special case a kernel machine, and (ii) initializing networks using unsupervised learning is natural.
Edit intent: coherence
Original:  Experiments demonstrate the capability of achieving state of the art accuracy with networks that are 1/8 the size of comparable ConvNets.
Revised:  Experiments demonstrate the capability of achieving state of the art accuracy with networks that are an order of magnitude smaller than comparable ConvNets.
Edit intent: clarity
Original:  The architecture, called SimNets, is driven by two operators, one being a similarity function whose family contains the convolution operator used in ConvNets, and the other is a new soft max-min-mean operator called MEX that realizes classical operators like ReLU and max-pooling , but has additional capabilities that make SimNets a powerful generalization of ConvNets.
Revised:  The architecture, called SimNets, is driven by two operators, one being a similarity function whose family contains the convolution operator used in ConvNets, and the other is a new soft max-min-mean operator called MEX that realizes classical operators like ReLU and max pooling , but has additional capabilities that make SimNets a powerful generalization of ConvNets.
Edit intent: fluency
Original:  Three interesting properties emerge from the architecture: (i) the basic input to hidden-units to output-nodes machinery contains as special cases kernel machines with the Exponential , Laplacian and RBF kernels, (ii) in its general form, the basic machinery has a higher abstraction level than kernel machines, and (iii) initializing networks using unsupervised learning is natural.
Revised:  Three interesting properties emerge from the architecture: (i) the basic input to hidden layer to output machinery contains as special cases kernel machines with the Exponential , Laplacian and RBF kernels, (ii) in its general form, the basic machinery has a higher abstraction level than kernel machines, and (iii) initializing networks using unsupervised learning is natural.
Edit intent: clarity
Original:  We investigate its relationship with the usual quantum query complexity Q(f), and show  B(f)=\Theta(Q(f)^2).
Revised:  We investigate its relationship with the usual quantum query complexity Q(f), and show that B(f)=\Theta(Q(f)^2).
Edit intent: fluency
Original:  We demonstrate this method on the single-source shortest paths problem on unweighted graphs, obtaining an  O(n^{1.5}) upper bound on Q(f) , improving the best known bound of O(n^{1.
Revised:  We demonstrate this method on the single-source shortest paths problem on unweighted graphs, obtaining an algorithm with O(n^{1.5}) upper bound on Q(f) , improving the best known bound of O(n^{1.
Edit intent: clarity
Original:  We demonstrate this method on the single-source shortest paths problem on unweighted graphs, obtaining an  O(n^{1.5}) upper bound on Q(f) , improving the best known bound of O(n^{1.
Revised:  We demonstrate this method on the single-source shortest paths problem on unweighted graphs, obtaining an O(n^{1.5}) upper bound on Q(f) , improving the best known algorithm of O(n^{1.
Edit intent: clarity
Original:  Applying this method to the maximum bipartite matching problem gives an O(n^{1.75}) upper bound , improving the best known trivial O(n^2)  bound.
Revised:  Applying this method to the maximum bipartite matching problem gives an O(n^{1.75}) algorithm , improving the best known trivial O(n^2) bound.
Edit intent: clarity
Original:  Applying this method to the maximum bipartite matching problem gives an O(n^{1.75}) upper bound , improving the best known trivial O(n^2)  bound.
Revised:  Applying this method to the maximum bipartite matching problem gives an O(n^{1.75}) upper bound , improving the best known trivial O(n^2) upper bound.
Edit intent: fluency
Original: The separability problem for languages from a class C by languages of a class S asks whether , for two given word languages I and E from C,  there exists a language S from S which includes I and excludes E, that is, I \subseteq S and S\cap E = \emptyset.
Revised: The separability problem for word languages of a class C by languages of a class S asks whether , for two given word languages I and E from C, there exists a language S from S which includes I and excludes E, that is, I \subseteq S and S\cap E = \emptyset.
Edit intent: fluency
Original: The separability problem for languages from a class C by languages of a class S asks whether , for two given word languages I and E from C,  there exists a language S from S which includes I and excludes E, that is, I \subseteq S and S\cap E = \emptyset.
Revised: The separability problem for languages from a class C by languages of a class S asks , for two given word languages I and E from C, there exists a language S from S which includes I and excludes E, that is, I \subseteq S and S\cap E = \emptyset.
Edit intent: coherence
Original: The separability problem for languages from a class C by languages of a class S asks whether , for two given word languages I and E from C,  there exists a language S from S which includes I and excludes E, that is, I \subseteq S and S\cap E = \emptyset.
Revised: The separability problem for languages from a class C by languages of a class S asks whether , for two given languages I and E from C, there exists a language S from S which includes I and excludes E, that is, I \subseteq S and S\cap E = \emptyset.
Edit intent: clarity
Original: The separability problem for languages from a class C by languages of a class S asks whether , for two given word languages I and E from C,  there exists a language S from S which includes I and excludes E, that is, I \subseteq S and S\cap E = \emptyset.
Revised: The separability problem for languages from a class C by languages of a class S asks whether , for two given word languages I and E from C, whether there exists a language S from S which includes I and excludes E, that is, I \subseteq S and S\cap E = \emptyset.
Edit intent: fluency
Original: The separability problem for languages from a class C by languages of a class S asks whether , for two given word languages I and E from C,  there exists a language S from S which includes I and excludes E, that is, I \subseteq S and S\cap E = \emptyset.
Revised: The separability problem for languages from a class C by languages of a class S asks whether , for two given word languages I and E from C, there exists a language S from S that includes I and excludes E, that is, I \subseteq S and S\cap E = \emptyset.
Edit intent: fluency
Original:  From this  we deduce that separability by PTL is decidable for a number of language classes, such as the context-free languages and languages of labeled vector addition systems.
Revised:  From this , we deduce that separability by PTL is decidable for a number of language classes, such as the context-free languages and languages of labeled vector addition systems.
Edit intent: fluency
Original:  Furthermore, it follows that separability by PTL is decidable if and only if one can compute for any language of the class its downward closure with respect to the scattered substring ordering (i.e., if the set of scattered substrings of any language of the class is effectively regular).
Revised:  Furthermore, it follows that separability by PTL is decidable if and only if one can compute for any language of the class its downward closure wrt. the scattered substring ordering (i.e., if the set of scattered substrings of any language of the class is effectively regular).
Edit intent: fluency
Original:  The obtained decidability results contrast known undecidability results.
Revised:  The obtained decidability results contrast some undecidability results.
Edit intent: clarity
Original:  In fact, for all the (non-regular) language classes  we present as examples with decidable separability, it is undecidable whether a given language is a PTL itself.
Revised:  In fact, for all (non-regular) language classes we present as examples with decidable separability, it is undecidable whether a given language is a PTL itself.
Edit intent: fluency
Original:  In fact, for all the (non-regular) language classes  we present as examples with decidable separability, it is undecidable whether a given language is a PTL itself.
Revised:  In fact, for all the (non-regular) language classes that we present as examples with decidable separability, it is undecidable whether a given language is a PTL itself.
Edit intent: fluency
Original:  We further show that a specific form of neural correlation and heterogeneity in stimulus mixing among the neurons can partially alleviate the harmful effects of stimulus mixing and finally derive simple conditions that must be satisfied for unharmful mixing of stimuli.
Revised:  We further show that a specific form of neural correlation and heterogeneity in stimulus mixing among the neurons can partially alleviate the harmful effects of stimulus mixing . Finally, we derive simple conditions that must be satisfied for unharmful mixing of stimuli.
Edit intent: coherence
Original:  We do so by introducing a specific type of extended relaxations that we call em product relaxations and is motivated by the study of the Sherali-Adams  hierarchy.
Revised:  We do so by introducing a specific type of extended relaxations that we call product relaxations and is motivated by the study of the Sherali-Adams hierarchy.
Edit intent: fluency
Original:  Then we show that for every approximate relaxation of a polytope P, there is a product formulation that has the same size and is at least as strong.
Revised:  Then we show that for every approximate relaxation of a polytope P, there is a product relaxation that has the same size and is at least as strong.
Edit intent: clarity
Original: We study a problem of multi-resource fair allocation with bounded number of tasks , and propose the lexicographically max-min dominant share (LMMDS ) fair allocation mechanism, which is a generalization of the popular dominant resource fairness (DRF) mechanism.
Revised: We study a problem of multi-resource fair allocation with bounded number of tasks . Firstly, we propose the lexicographically max-min dominant share (LMMDS ) fair allocation mechanism, which is a generalization of the popular dominant resource fairness (DRF) mechanism.
Edit intent: coherence
Original:  Although some power is lost by discarding the information contained in the nonsynonymous substitutions, our new method has lower false positive probabilities than the original Dss statistic when the phylogenetic incongruence signal is due to convergent evolution.
Revised:  Although some power is lost by discarding the information contained in the nonsynonymous substitutions, our new method has lower false positive probabilities than the comparable recombination detection method when the phylogenetic incongruence signal is due to convergent evolution.
Edit intent: clarity
Original:  We conclude with three empirical examples, where we analyze: 1) sequences from a transmission network of the human immunodeficiency virus, 2) tlpB gene sequences from a geographically diverse set of 38 Helicobacter pylori strains, and 3) Hepatitis C virus sequences sampled longitudinally from one patient.
Revised:  We apply our method to three empirical examples, where we analyze: 1) sequences from a transmission network of the human immunodeficiency virus, 2) tlpB gene sequences from a geographically diverse set of 38 Helicobacter pylori strains, and 3) Hepatitis C virus sequences sampled longitudinally from one patient.
Edit intent: clarity
Original:  algebraic thickness and normality  .
Revised:  algebraic thickness and normality and .
Edit intent: coherence
Original:  algebraic thickness and normality  .
Revised:  algebraic thickness and normality normality .
Edit intent: fluency
Original:  For a function f, the algebraic thickness is a variant of the sparsity , the number of nonzero coefficients in the unique GF(2) polynomial representing f, and the normality is the largest dimension of an affine subspace on which f is constant.
Revised:  For a function f, the algebraic thickness is a variant of the sparsity , the number of nonzero coefficients in the unique GF(2) polynomial representing f, and the normality is the largest dimension of an affine subspace on which f is constant.
Edit intent: fluency
Original:  We show that for s < 3 , any function with algebraic thickness n ^s is constant on some affine subspace of dimension \Omega (n \left( ^{ (3-s)/2 } ) \right) .
Revised:  We show that for s < 3 , any function with algebraic thickness n ^s is constant on some affine subspace of dimension \Omega \left( ^{ (3-s)/2 } ) \right) .
Edit intent: clarity
Original:  We show that for s < 3 , any function with algebraic thickness n ^s is constant on some affine subspace of dimension \Omega (n \left( ^{ (3-s)/2 } ) \right) .
Revised:  We show that for s < 3 , any function with algebraic thickness n ^s is constant on some affine subspace of dimension \Omega (n \left(n ^{ (3-s)/2 } ) \right) .
Edit intent: fluency
Original:  We show that for s < 3 , any function with algebraic thickness n ^s is constant on some affine subspace of dimension \Omega (n \left( ^{ (3-s)/2 } ) \right) .
Revised:  We show that for s < 3 , any function with algebraic thickness n ^s is constant on some affine subspace of dimension \Omega (n \left( ^{ (3-s)/2 } \right) .
Edit intent: fluency
Original:  Furthermore, we give a randomized algorithm for finding such a subspace.
Revised:  Furthermore, we give an algorithm for finding such a subspace.
Edit intent: clarity
Original:  In the literature, often so called 0-restrictions are used.
Edit intent: coherence
Original:  We give a construction which shows that for 2 < s < 3, our algorithm finds an affine subspace that is at most a factor of \Theta(\sqrt{n}) from the best guarantee, and restricted to the class of 0-restrictions, it is at most a factor of \Theta(\sqrt{\log n}) from the best guarantee\left(}}\right) .
Revised:  We give a construction which shows that for 2 < s < 3, our algorithm finds an affine subspace that is at most a factor of \Theta(\sqrt{n}) from the best guaranteed, and when restricted to the class of 0-restrictions, it is at most a factor of \Theta(\sqrt{\log n}) from the best guarantee\left(}}\right) .
Edit intent: clarity
Original:  We give a construction which shows that for 2 < s < 3, our algorithm finds an affine subspace that is at most a factor of \Theta(\sqrt{n}) from the best guarantee, and restricted to the class of 0-restrictions, it is at most a factor of \Theta(\sqrt{\log n}) from the best guarantee\left(}}\right) .
Revised:  We give a construction which shows that for 2 < s < 3, our algorithm finds an affine subspace that is at most a factor of \Theta(\sqrt{n}) from the best guarantee, and restricted to the technique used, is at most a factor of \Theta(\sqrt{\log n}) from the best guarantee\left(}}\right) .
Edit intent: clarity
Original:  We first consider evolution on a simple Mount Fuji fitness landscape, focusing on how the length and predictability of evolutionary paths scale with the coarse-grained sequence length and number of alleles .
Revised:  We first consider evolution on a simple Mount Fuji fitness landscape, focusing on how the length and predictability of evolutionary paths scale with the coarse-grained sequence length and alphabet .
Edit intent: clarity
Original:  We apply these results to evolution on a biophysical fitness landscape designed to describe how proteins evolve new binding interactions while maintaining their folding stability.
Revised:  We apply these results to evolution on a biophysical fitness landscape that describes how proteins evolve new binding interactions while maintaining their folding stability.
Edit intent: clarity
Original:  We combine  numerical calculations for coarse-grained protein sequences with the scaling relations to obtain quantitative properties of the model for realistic binding interfaces and a full amino acid alphabet.
Revised:  We combine numerical calculations for coarse-grained protein sequences to obtain quantitative properties of the model for realistic binding interfaces and a full amino acid alphabet.
Edit intent: coherence