wanyu/IteraTeR_v2 huggingface dataset:
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 , interesting story and lyrical skills , to produce complex rhyme patterns, which are the cornerstone of a good flow.
Edit intent: fluency
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
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 form the cornerstone of a good flow.
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 good flow.
Edit intent: fluency
Original:  We present a method for capturing both of these aspects.
Revised:  We present a rap lyrics generation method that captures both of these aspects.
Edit intent: clarity
Original:  Our approach is based on two machine-learning techniques: the RankSVM algorithm , and a deep neural network model with a novel structure.
Revised:  Our approach is based on two machine-learning techniques: the RankSVM algorithm and a deep neural network model with a novel structure.
Edit intent: fluency
Original:  In terms of quantitative rhyme density, the produced lyrics outperform best human rappers by 21\%.
Revised:  In terms of quantitative rhyme density, the method outperforms the best human rappers by 21\%.
Edit intent: clarity
Original: Diverse classes of proteins function through large-scale conformational changes and various sophisticated computational algorithms have been proposed to enhance sampling of these macromolecular transition paths.
Revised: Diverse classes of proteins function through large-scale conformational changes ; sophisticated enhanced sampling methods have been proposed to enhance sampling of these macromolecular transition paths.
Edit intent: clarity
Original: Diverse classes of proteins function through large-scale conformational changes and various sophisticated computational algorithms have been proposed to enhance sampling of these macromolecular transition paths.
Revised: Diverse classes of proteins function through large-scale conformational changes and various sophisticated computational algorithms have been proposed to generate these macromolecular transition paths.
Edit intent: clarity
Original:  Because such paths are curves in a high-dimensional space, it has been difficult to quantitatively compare multiple paths, a necessary prerequisite to, for instance, assess the quality of different algorithms.
Revised:  As such paths are curves in a high-dimensional space, it has been difficult to quantitatively compare multiple paths, a necessary prerequisite to, for instance, assess the quality of different algorithms.
Edit intent: fluency
Original:  Because such paths are curves in a high-dimensional space, it has been difficult to quantitatively compare multiple paths, a necessary prerequisite to, for instance, assess the quality of different algorithms.
Revised:  Because such paths are curves in a high-dimensional space, they have been difficult to quantitatively compare multiple paths, a necessary prerequisite to, for instance, assess the quality of different algorithms.
Edit intent: coherence
Original:  Because such paths are curves in a high-dimensional space, it has been difficult to quantitatively compare multiple paths, a necessary prerequisite to, for instance, assess the quality of different algorithms.
Revised:  Because such paths are curves in a high-dimensional space, it has been difficult to compare quantitatively, a prerequisite to, for instance, assess the quality of different algorithms.
Edit intent: clarity
Original:  PSA utilizes the full information available in 3N-dimensional configuration space trajectories by employing the Hausdorff or Fr\'echet metrics (adopted from computational geometry) to quantify the degree of similarity between piecewise-linear curves.
Revised:  PSA utilizes the full information available in 3N-dimensional trajectories in configuration space. PSA employs the Hausdorff or Fr\'echet metrics (adopted from computational geometry) to quantify the degree of similarity between piecewise-linear curves.
Edit intent: clarity
Original:  Using, as an example, the closed-to-open transitions of the enzyme adenylate kinase (AdK)  in its substrate-free form  , we compared a range of protein transition path-generating algorithms.
Revised:  Using, as an example, the closed-to-open transition of the enzyme adenylate kinase (AdK) in its substrate-free form , we compared a range of protein transition path-generating algorithms.
Edit intent: fluency
Original:  The new concept of a Hausdorff-pair map enabled us to extract the molecular structural determinants responsible for differences in pathways, namely a set of conserved salt bridges whose charge-charge interactions are fully modelled in DIMS MD but not in FRODA. PSA has the potential to enhance our understanding of transition path sampling methods , validate them, and ultimately help guide future research toward deeper physical insights into conformational transitions .
Revised:  The new concept of a Hausdorff-pair map enabled us to extract the molecular structural determinants responsible for differences in pathways, namely a set of conserved salt bridges whose charge-charge interactions are fully modeled in DIMS-MD but not in FRODA. PSA has the potential to enhance our understanding of transition path sampling methods , validate them, and ultimately help guide future research toward deeper physical insights into conformational transitions .
Edit intent: fluency
Original: Motivated by various optimization problems and models in algorithmic trading , this paper analyzes the limiting behavior for order positions and related queues in a limit order book.
Revised: Order positions are key variables in algorithmic trading , this paper analyzes the limiting behavior for order positions and related queues in a limit order book.
Edit intent: clarity
Original: Motivated by various optimization problems and models in algorithmic trading , this paper analyzes the limiting behavior for order positions and related queues in a limit order book.
Revised: Motivated by various optimization problems and models in algorithmic trading . This paper studies the limiting behavior for order positions and related queues in a limit order book.
Edit intent: clarity
Original: Motivated by various optimization problems and models in algorithmic trading , this paper analyzes the limiting behavior for order positions and related queues in a limit order book.
Revised: Motivated by various optimization problems and models in algorithmic trading , this paper analyzes the limiting behavior of order positions and related queues in a limit order book.
Edit intent: fluency
Original:  It achieves to map millions reads per CPU hour on a complex human de Bruijn graph . Results show that mapping on graphs enables to map up to 22 %DIFDELCMD < \\%%% %DIF < more reads than mapping on assembled sequences.
Revised:  It achieves to map millions reads per CPU hour on a de Bruijn graph . Results show that mapping on graphs enables to map up to 22 %DIFDELCMD < \\%%% %DIF < more reads than mapping on assembled sequences.
Edit intent: clarity
Original: In this letter, the coexisting coverage and throughput of a wireless network consisting of multiple subnetworks of different radio access technologies (RATs) are investigated.
Revised: In this letter, the coexisting coverage and throughput of a wireless network consisting of multiple subnetworks of different radio access technologies (RATs) is investigated.
Edit intent: fluency
Original:  The coexisting coverage probability that is defined as the sum of the density-weighted coverage probabilities of all subnetworks is found in closed-form and it will be shown to have the concavity over the number of channels in the unlicensed band.
Revised:  The coexisting success probability that is defined as the sum of the density-weighted coverage probabilities of all subnetworks is found in closed-form and it will be shown to have the concavity over the number of channels in the unlicensed band.
Edit intent: clarity
Original:  The optimal deployment densities of all  access points (APs) of different RATs that maximize the coexisting coverage probability will be shown to uniquely exist and found under the derived constraint on network parameters.
Revised:  The optimal deployment densities of all different RATs access points (APs) of different RATs that maximize the coexisting coverage probability will be shown to uniquely exist and found under the derived constraint on network parameters.
Edit intent: fluency
Original:  The optimal deployment densities of all  access points (APs) of different RATs that maximize the coexisting coverage probability will be shown to uniquely exist and found under the derived constraint on network parameters.
Revised:  The optimal deployment densities of all access points (APs) that maximize the coexisting coverage probability will be shown to uniquely exist and found under the derived constraint on network parameters.
Edit intent: clarity
Original:  The optimal deployment densities of all  access points (APs) of different RATs that maximize the coexisting coverage probability will be shown to uniquely exist and found under the derived constraint on network parameters.
Revised:  The optimal deployment densities of all access points (APs) of different RATs that maximize the coexisting success probability are shown to exist and can be found under the derived constraint on network parameters.
Edit intent: clarity
Original:  The mathematicians will identify them modulo isomorphism and will not worry later on which construction they use, as theorems proved for one  will be valid for all.
Revised:  Mathematicians will identify them modulo isomorphism and will not worry later on which construction they use, as theorems proved for one will be valid for all.
Edit intent: clarity
Original:  This work aims at making the use of several isomorphic constructions as simple and as transparent as it can be done informally in math .
Revised:  This work aims at making the use of several isomorphic constructions as simple and as transparent as it can be done informally in mathematics .
Edit intent: fluency
Original:  We are conceiving an algorithm to do so and implementing it as a plugin for Coq.
Revised:  We are designing an algorithm which finds and fills these missing proof-steps and we are implementing it as a plugin for Coq.
Edit intent: clarity
Original: The Morton- or z-curve is one example for a space filling curve: Given a level of refinement L, it maps the integers in [0, 2**dL) one-to-one to a set of d-dimensional cubes of edge length 2**-L that form a non-overlapping subdivision of the unit cube.
Revised: The Morton- or z-curve is one example for a space filling curve: Given a level of refinement L, it maps the interval [0, 2**dL) one-to-one to a set of d-dimensional cubes of edge length 2**-L that form a non-overlapping subdivision of the unit cube.
Edit intent: clarity
Original:  We prove that any contiguous part of the curve divides the unit cube into no more than two face-connected subdomains .
Revised:  We prove that any contiguous subinterval of the curve divides the unit cube into no more than two face-connected subdomains .
Edit intent: clarity
Original:  This result should eliminate concerns that the Morton curve may lead to a fragmentation of the domain .
Revised:  This result should eliminate concerns that the Morton curve may lead to an uncontrolled fragmentation of the domain .
Edit intent: clarity
Original: The Morton- or z-curve is one example for a space filling curve: Given a level of refinement L, it maps the interval [0, 2**dL) one-to-one to a set of d-dimensional cubes of edge length 2**-L that form a non-overlapping subdivision of the unit cube.
Revised: The Morton- or z-curve is one example for a space filling curve: Given a level of refinement L, it maps the interval [0, 2**dL) one-to-one to a set of d-dimensional cubes of edge length 2**-L that form a subdivision of the unit cube.
Edit intent: clarity
Original:   In contrast to the Hilbert curve that is continuous, the Morton curve produces jumps.
Revised:  In contrast to the Hilbert curve that is continuous, the Morton-type curves produce jumps.
Edit intent: clarity
Original: In this paper, we study the density of fixed strongly connected subtournaments on 5 vertices in large tournaments.
Revised: We study the density of fixed strongly connected subtournaments on 5 vertices in large tournaments.
Edit intent: clarity
Original: Crystallography may be the gold standard of protein structure determination, but obtaining the necessary high-quality crystals is  in some ways akin to prospecting for the precious metal.
Revised: Crystallography may be the gold standard of protein structure determination, but obtaining the necessary high-quality crystals is also in some ways akin to prospecting for the precious metal.
Edit intent: coherence
Original:  The tools and models developed by soft matter to understand colloidal self-assembly, including their crystallization, offer some insights into the protein crystallization problem .
Revised:  The tools and models developed by soft matter to understand colloidal assembly offer some insights into the protein crystallization problem .
Edit intent: clarity
Original:  The tools and models developed by soft matter to understand colloidal self-assembly, including their crystallization, offer some insights into the protein crystallization problem .
Revised:  The tools and models developed by soft matter to understand colloidal self-assembly, including their crystallization, offer some insights into the problem of crystallizing proteins .
Edit intent: clarity
Original:  This topical review describes the various analogies between protein crystal and colloidal self-assembly that have been made  .
Revised:  This topical review describes the various analogies that have been made .
Edit intent: clarity
Original:  This is necessary to avoid loops, aggravating opportunities to implement an adaptive and intelligent forwarding plane.
Revised:  This is necessary to avoid loops, inhibiting opportunities to implement an adaptive and intelligent forwarding plane.
Edit intent: clarity
Original: Forwarding decisions in classical IP-based networks are determined by routing.
Revised: Forwarding decisions in classical IP-based networks are predetermined by routing.
Edit intent: clarity
Original:  Therefore content distribution efficiency is reduced due to a lack of inherent multi-path transmission.
Revised:  Consequently, content distribution efficiency is reduced due to a lack of inherent multi-path transmission.
Edit intent: coherence
Original:  This allows to identify new paths to the content origin or cached replicas to circumvent link failures and resource shortages  .
Revised:  This allows to identify new paths to the content origin or to cached replicas, circumventing link failures and resource shortages .
Edit intent: fluency
Original:  Through an implicit feedback mechanism it is ensured that the traffic fraction forwarded via congested nodes decreases.
Revised:  Through an implicit feedback mechanism it is ensured that the fraction of the traffic forwarded via congested nodes decreases.
Edit intent: clarity
Original:  By  simulations we show that our approach outperforms existing forwarding strategies in terms of the Interest satisfaction ratio in the majority of the evaluated scenarios.
Revised:  By conducting simulations we show that our approach outperforms existing forwarding strategies in terms of the Interest satisfaction ratio in the majority of the evaluated scenarios.
Edit intent: clarity
Original:  We show that graph expansion is necessary for{\em  {\em   corruption detection and discuss algorithms and the computational hardness of the problem.
Revised:  We show that graph expansion is necessary for{\em all {\em corruption detection and discuss algorithms and the computational hardness of the problem.
Edit intent: clarity
Original:  We show that graph expansion is necessary for{\em  {\em   corruption detection and discuss algorithms and the computational hardness of the problem.
Revised:  We show that graph expansion is necessary for{\em {\em most corruption detection and discuss algorithms and the computational hardness of the problem.
Edit intent: fluency
Original: We consider the problem of corruption detection on networks.
Revised: We consider the problem of distributed corruption detection in networks.
Edit intent: clarity
Original:  In this model  each vertex of a directed graph can be either truthful or corrupt.
Revised:  In this model , each vertex of a directed graph can be either truthful or corrupt.
Edit intent: fluency
Original:  In this model  each vertex of a directed graph can be either truthful or corrupt.
Revised:  In this model each vertex of a directed graph is either truthful or corrupt.
Edit intent: clarity
Original:  Each vertex reports about the types (truthful or corrupt) of all his out-neighbors.
Revised:  Each vertex reports the type (truthful or corrupt) of all his out-neighbors.
Edit intent: clarity
Original:  If he is truthful, he reports the truth, whereas if he is corrupthe reports adversarially.
Revised:  If he is truthful, it reports the truth, whereas if he is corrupthe reports adversarially.
Edit intent: clarity
Original:  If he is truthful, he reports the truth, whereas if he is corrupthe reports adversarially.
Revised:  If he is truthful, he reports the truth, whereas if it is corrupt, it reports adversarially.
Edit intent: clarity
Original:  This model,  considered by Preparata, Metze, and Chien ( 1967 ) motivated by the desire to identify the faulty components of a digital system by having the other components checking them, became known as the PMC model.
Revised:  This model, first considered by Preparata, Metze, and Chien ( 1967 ) motivated by the desire to identify the faulty components of a digital system by having the other components checking them, became known as the PMC model.
Edit intent: clarity
Original:  This model,  considered by Preparata, Metze, and Chien ( 1967 ) motivated by the desire to identify the faulty components of a digital system by having the other components checking them, became known as the PMC model.
Revised:  This model, considered by Preparata, Metze, and Chien in 1967 ) motivated by the desire to identify the faulty components of a digital system by having the other components checking them, became known as the PMC model.
Edit intent: fluency
Original:  This model,  considered by Preparata, Metze, and Chien ( 1967 ) motivated by the desire to identify the faulty components of a digital system by having the other components checking them, became known as the PMC model.
Revised:  This model, considered by Preparata, Metze, and Chien ( 1967 , motivated by the desire to identify the faulty components of a digital system by having the other components checking them, became known as the PMC model.
Edit intent: fluency
Original:  The main known results for this model characterize networks in which %DIFDELCMD < {\em %%% all corrupt (that is, faulty) vertices can be identified, when there is a known upper bound on their number.
Revised:  The main known results for this model characterize networks in which %DIFDELCMD < {\em %%% all corrupt (that is, faulty) vertices can be identified, when there is a known upper bound on their number.
Edit intent: fluency
Original:  We are interested in the investigation of networks in which %DIFDELCMD < {\em %%% most of the corrupt\emph{  vertices can be identified.
Revised:  We are interested in networks in which %DIFDELCMD < {\em %%% most of the corrupt\emph{ vertices can be identified.
Edit intent: clarity
Original:  We are interested in the investigation of networks in which %DIFDELCMD < {\em %%% most of the corrupt\emph{  vertices can be identified.
Revised:  We are interested in the investigation of networks in which %DIFDELCMD < {\em %%% of the corrupt\emph{ vertices can be identified.
Edit intent: clarity
Original:  We are interested in the investigation of networks in which %DIFDELCMD < {\em %%% most of the corrupt\emph{  vertices can be identified.
Revised:  We are interested in the investigation of networks in which %DIFDELCMD < {\em %%% most the identity of a\emph{ vertices can be identified.
Edit intent: clarity
Original:  We are interested in the investigation of networks in which %DIFDELCMD < {\em %%% most of the corrupt\emph{  vertices can be identified.
Revised:  We are interested in the investigation of networks in which %DIFDELCMD < {\em %%% most of the corrupt\emph{ of the vertices can be identified.
Edit intent: clarity
Original:  This implies that in contrast to the known results about the PMC modelthat imply that in order to identify all corrupt vertices when their number is t  all indegrees have to be at least t , there are bounded degree graphs in which almost all corrupt and almost all truthful vertices can be identified, whenever there is a majority of truthful vertices.
Revised:  This implies that in contrast to the known results about the PMC modelthat imply that in order to identify all corrupt vertices when their number is t , all indegrees have to be at least t , there are bounded degree graphs in which almost all corrupt and almost all truthful vertices can be identified, whenever there is a majority of truthful vertices.
Edit intent: fluency
Original:  Up until now , it has usually been cost prohibitive to determine the convergence of these calculations with respect to the size of the QM region.
Revised:  Until recently , it has usually been cost prohibitive to determine the convergence of these calculations with respect to the size of the QM region.
Edit intent: clarity
Original:  Up until now , it has usually been cost prohibitive to determine the convergence of these calculations with respect to the size of the QM region.
Revised:  Up until now , it has been cost prohibitive to determine the convergence of these calculations with respect to the size of the QM region.
Edit intent: coherence
Original: The recent explosion of genomic data has underscored the need for interpretable and comprehensive analyses that can capture complex phylogenetic relations within and across species.
Revised: The recent explosion of genomic data has underscored the need for interpretable and comprehensive analyses that can capture complex phylogenetic relationships within and across species.
Edit intent: fluency
Original:  Recombination, reassortment , horizontal gene transfer , and species hybridization constitute examples of pervasive biological phenomena that cannot be captured by tree-like representations.
Revised:  Recombination, reassortment and horizontal gene transfer , and species hybridization constitute examples of pervasive biological phenomena that cannot be captured by tree-like representations.
Edit intent: coherence