wanyu/IteraTeR_v2 huggingface dataset:
Original:  . A key finding of this literature that has yet to be broadly incorporated in the design of many digital institutions is the importance of including participatory change process mechanisms in what is called a ``constitutional layer'' of institutional design---in other words, defining rules that allow and facilitate diverse stakeholder participation in the ongoing process of institutional design change.
Revised:  . A key finding of this literature that has yet to be broadly incorporated in the design of many digital institutions is the importance of including participatory change process mechanisms in what is called a "constitutional layer" of institutional design---in other words, defining rules that allow and facilitate diverse stakeholder participation in the ongoing process of institutional design change.
Edit intent: fluency
Original:  What has been missing is a robust polyhedral meshing algorithm that can handle broad classes of domains exhibiting arbitrary curved boundaries and sharp features.
Revised:  What has been missing is a robust polyhedral meshing algorithm that can handle broad classes of domains exhibiting arbitrarily curved boundaries and sharp features.
Edit intent: fluency
Original:  The algorithm has the flexibility of filling the interior by either structured or random samples, while  all sharp features are preserved in the output mesh.
Revised:  The algorithm has the flexibility of filling the interior by either structured or random samples, while preserving all sharp features are preserved in the output mesh.
Edit intent: fluency
Original:  The algorithm has the flexibility of filling the interior by either structured or random samples, while  all sharp features are preserved in the output mesh.
Revised:  The algorithm has the flexibility of filling the interior by either structured or random samples, while all sharp features in the output mesh.
Edit intent: clarity
Original:   In this paper, we propose a dimension reduction , near neighbor-preserving embedding for doubling subsets of \ell_1.
Revised:  In this paper, we propose a dimension reduction by means of a near neighbor-preserving embedding for doubling subsets of \ell_1.
Edit intent: clarity
Original:  Our approach is to represent the point set with a carefully chosen covering set, and then apply a random projection to that covering set .
Revised:  Our approach is to represent the pointset with a carefully chosen covering set, and then apply a random projection to that covering set .
Edit intent: fluency
Original:  Our approach is to represent the point set with a carefully chosen covering set, and then apply a random projection to that covering set .
Revised:  Our approach is to represent the point set with a carefully chosen covering set, then randomly project the latter .
Edit intent: clarity
Original:  We study two cases of covering sets: c-approximate r-nets and randomly shifted grids, and we discuss the tradeoff between them in terms of preprocessing time and target dimension  .
Revised:  We study two types of covering sets: c-approximate r-nets and randomly shifted grids, and we discuss the tradeoff between them in terms of preprocessing time and target dimension .
Edit intent: clarity
Original:  In this paper, we comprehensively examine ways in which Named Data Networking (NDN), a proposed data-centric Internet architecture, fundamentally addresses some of the principle weaknesses in today's DDoS defenses in IP networking.
Revised:  In this paper, we comprehensively examine ways in which Named Data Networking (NDN), a newly proposed Internet architecture, fundamentally addresses some of the principle weaknesses in today's DDoS defenses in IP networking.
Edit intent: clarity
Original:  In this paper, we comprehensively examine ways in which Named Data Networking (NDN), a proposed data-centric Internet architecture, fundamentally addresses some of the principle weaknesses in today's DDoS defenses in IP networking.
Revised:  In this paper, we comprehensively examine ways in which Named Data Networking (NDN), a proposed data-centric Internet architecture, that can address the principle weaknesses in today's DDoS defenses in IP networking.
Edit intent: clarity
Original:  We argue that NDN's architectural changes ( even when incrementally deployed ) can make DDoS attacks fundamentally more difficult to launch and less effective.
Revised:  We argue that NDN's architectural changes , even when incrementally deployed ) can make DDoS attacks fundamentally more difficult to launch and less effective.
Edit intent: fluency
Original:  We argue that NDN's architectural changes ( even when incrementally deployed ) can make DDoS attacks fundamentally more difficult to launch and less effective.
Revised:  We argue that NDN's architectural changes ( even when incrementally deployed , can make DDoS attacks fundamentally more difficult to launch and less effective.
Edit intent: fluency
Original:  FITT enables the network to detect DDoS directly from feedback from victims, throttle DDoS traffic along its exact path in the network, and perform reinforcement control over the misbehaving entities at their sources.
Revised:  FITT enables the network to detect DDoS from victim's feedback, throttles DDoS traffic by reverse its exact paths through the network, and perform reinforcement control over the misbehaving entities at their sources.
Edit intent: clarity
Original:  FITT enables the network to detect DDoS directly from feedback from victims, throttle DDoS traffic along its exact path in the network, and perform reinforcement control over the misbehaving entities at their sources.
Revised:  FITT enables the network to detect DDoS directly from feedback from victims, throttle DDoS traffic along its exact path in the network, and enforces control over the misbehaving entities at their sources.
Edit intent: clarity
Original:  FITT offers\\%DIF > of packets reaching  an incrementally deployable solution for service providers to effectuate the application-level remediation at the sources, which remains unattainable in today's DDoS market.
Revised:  FITT offers\\%DIF > of packets reaching an incrementally deployable solution to effectuate the application-level remediation at the sources, which remains unattainable in today's DDoS market.
Edit intent: clarity
Original:  FITT offers\\%DIF > of packets reaching  an incrementally deployable solution for service providers to effectuate the application-level remediation at the sources, which remains unattainable in today's DDoS market.
Revised:  FITT offers\\%DIF > of packets reaching an incrementally deployable solution for service providers to effectuate the application level remediation at the sources, which remains unattainable in today's DDoS market.
Edit intent: fluency
Original:  Moreover, the extent of  diversity correlates with outcomes ranging from ecosystem stability to favorable medical prognoses.
Revised:  Moreover, the extent of this diversity correlates with outcomes ranging from ecosystem stability to favorable medical prognoses.
Edit intent: fluency
Original:  Moreover, the extent of  diversity correlates with outcomes ranging from ecosystem stability to favorable medical prognoses.
Revised:  Moreover, the extent of diversity correlates with outcomes ranging from ecosystem stability to medical prognoses.
Edit intent: clarity
Original:  Simple resource-competition models do not allow for  a large number of distinct organisms, permitting coexistence of only as many speciesas resources .
Revised:  Simple resource-competition models do not allow for coexistence of a large number of distinct organisms, permitting coexistence of only as many speciesas resources .
Edit intent: fluency
Original:  Simple resource-competition models do not allow for  a large number of distinct organisms, permitting coexistence of only as many speciesas resources .
Revised:  Simple resource-competition models do not allow for a large number of species .
Edit intent: clarity
Original:  However, it was recently shown that metabolic trade-offs can lead to unlimited diversity in a steady-state chemostat model.
Revised:  However, it was recently shown that metabolic trade-offs can lead to unlimited diversity in a chemostat model.
Edit intent: clarity
Original:  Here, we demonstrate that in serial dilution culture, metabolic trade-offs allow for arbitrarily high diversity.
Revised:  Here, we demonstrate that in serial dilution culture, metabolic trade-offs allow for high diversity.
Edit intent: clarity
Original:  Surprisingly, we find that, unlike the chemostat case, diversity depends on the amount of nutrient supplied to the community.
Revised:  Unlike the chemostat case, diversity depends on the amount of nutrient supplied to the community.
Edit intent: coherence
Original:  The form of this dependence , however, varies with the precision of metabolic trade-offs and the presence of cross-feeding, immigration, or evolution.
Revised:  The form of this dependence varies with the precision of metabolic trade-offs and the presence of cross-feeding, immigration, or evolution.
Edit intent: coherence
Original:  The form of this dependence , however, varies with the precision of metabolic trade-offs and the presence of cross-feeding, immigration, or evolution.
Revised:  The form of this dependence , however, varies with the precision of trade-offs and the presence of cross-feeding, immigration, or evolution.
Edit intent: clarity
Original:  However, it was recently shown that  metabolic trade-offs  can lead to unlimited diversity in a chemostat model .
Revised:  However, it was recently shown that assuming the existence of metabolic trade-offs can lead to unlimited diversity in a chemostat model .
Edit intent: clarity
Original:  Unlike the chemostat case, diversity depends on the amount of nutrient supplied to the community.
Revised:  Unlike the constant environment case, diversity depends on the amount of nutrient supplied to the community.
Edit intent: clarity
Original:  Unlike the chemostat case, diversity depends on the amount of nutrient supplied to the community.
Revised:  Unlike the chemostat case, diversity depends on the concentration of nutrients supplied to the community.
Edit intent: clarity
Original: Microbial communities feature an immense diversity of species and the extent of this diversity correlates with outcomes ranging from ecosystem stability to medical prognoses.
Revised: Microbial communities feature an immense diversity of species and this diversity is linked with outcomes ranging from ecosystem stability to medical prognoses.
Edit intent: clarity
Original:  Yet the mechanisms underlying microbial diversity are not well understood;
Revised:  Yet the mechanisms underlying microbial diversity are under debate. While
Edit intent: clarity
Original:  simple resource-competition models do not allow for coexistence of a large number of species .
Revised:  simple resource-competition models don't allow for coexistence of a large number of species .
Edit intent: fluency
Original:  However , it was recently shown that assuming the existence of metabolic trade-offs - in allocating a limited enzyme production capacity - can lead to unlimited diversity, when nutrients are steadily supplied.
Revised:  However , it was recently shown that metabolic trade-offs - in allocating a limited enzyme production capacity - can lead to unlimited diversity, when nutrients are steadily supplied.
Edit intent: clarity
Original:  Do such trade-offs permit diversity under more realistic, intermittent conditions of nutrient supply?
Revised:  Do such trade-offs permit diversity under more realistic, intermittent nutrient supply?
Edit intent: clarity
Original:  We explore the interplay of this effect with different environmental factors and diversity-supporting mechanisms , such as immigration and cross-feeding, and find a variety of ensuing relationships between nutrient supply and diversity .
Revised:  We explore the interplay of this effect with different environmental factors and diversity-supporting mechanisms leads to a variety of ensuing relationships between nutrient supply and diversity .
Edit intent: coherence
Original:  We explore the interplay of this effect with different environmental factors and diversity-supporting mechanisms , such as immigration and cross-feeding, and find a variety of ensuing relationships between nutrient supply and diversity .
Revised:  We explore the interplay of this effect with different environmental factors and diversity-supporting mechanisms , such as immigration and cross-feeding, and find a variety of relationships between nutrient supply and diversity .
Edit intent: clarity
Original:  In particular, we consider sampling of the prior predictive distribution for approximate Bayesian computation (ABC), and the computation of Bayesian p-values for testing prior weak informativeness  .
Revised:  In particular, we consider sampling of the prior predictive distribution for approximate Bayesian computation (ABC), the computation of Bayesian p-values for testing prior weak informativeness .
Edit intent: coherence
Original:  However, they are also often inherently parallel, making them prime targets for modern massively parallel central processing unit (CPU) architectures.
Revised:  However, they are often inherently parallel, making them prime targets for modern massively parallel central processing unit (CPU) architectures.
Edit intent: clarity
Original:  Through minor code alterations, we show that SIMD operations can improve the floating point arithmetic performance resulting in up to 6\times improvement in the overall serial algorithm performance.
Revised:  Through minor code alterations, we show that SIMD can improve the floating point arithmetic performance resulting in up to 6\times improvement in the overall serial algorithm performance.
Edit intent: clarity
Original:  Through minor code alterations, we show that SIMD operations can improve the floating point arithmetic performance resulting in up to 6\times improvement in the overall serial algorithm performance.
Revised:  Through minor code alterations, we show that SIMD operations can improve the floating point arithmetic performance resulting in up to 6\times improvement in serial algorithm performance.
Edit intent: clarity
Original:  Furthermore 4-way parallel versions can lead to almost 19\times improvement over a na\"{i .
Revised:  Importantly, these improvements are multiplicative to any gains achieved through multi-core processing .
Edit intent: clarity
Original:  We illustrate the potential of SIMD operations for accelerating Bayesian computations and provide the reader with essential implementation techniques required to exploit modern massively parallel processing environments using standard software development tools.
Revised:  We illustrate the potential of SIMD for accelerating Bayesian computations and provide the reader with essential implementation techniques required to exploit modern massively parallel processing environments using standard software development tools.
Edit intent: clarity
Original:  We illustrate the potential of SIMD operations for accelerating Bayesian computations and provide the reader with essential implementation techniques required to exploit modern massively parallel processing environments using standard software development tools.
Revised:  We illustrate the potential of SIMD operations for accelerating Bayesian computations and provide the reader with techniques for exploiting modern massively parallel processing environments using standard software development tools.
Edit intent: clarity
Original:  We illustrate the potential of SIMD operations for accelerating Bayesian computations and provide the reader with essential implementation techniques required to exploit modern massively parallel processing environments using standard software development tools.
Revised:  We illustrate the potential of SIMD operations for accelerating Bayesian computations and provide the reader with essential implementation techniques required to exploit modern massively parallel processing environments using standard tools.
Edit intent: clarity
Original:  The treatment utilizes the framework of ``balance laws'' . Such laws express the relevant physical conservation laws in the presence of discontinuities.
Revised:  The treatment utilizes the framework of "balance laws" . Such laws express the relevant physical conservation laws in the presence of discontinuities.
Edit intent: fluency
Original:  Finally, the limit functions are shown to be entropy solutions by using a notion of ``Godunov compatibility'' , which serves as a substitute to the entropy condition.
Revised:  Finally, the limit functions are shown to be entropy solutions by using a notion of "Godunov compatibility" , which serves as a substitute to the entropy condition.
Edit intent: fluency
Original:  Accordingly, we design a dynamic algorithm to  varying service demands from users.
Revised:  Accordingly, we design a dynamic algorithm to tackle the varying service demands from users.
Edit intent: clarity
Original:  In this paper, we study the light-based minimum-time circadian entrainment problem of mammals, Neurospora, and Drosophila based on mathematical models of clock gene transcription .
Revised:  In this paper, we study the light-based minimum-time circadian entrainment problem for mammals, Neurospora, and Drosophila based on mathematical models of clock gene transcription .
Edit intent: fluency
Original:  In this paper, we study the light-based minimum-time circadian entrainment problem of mammals, Neurospora, and Drosophila based on mathematical models of clock gene transcription .
Revised:  In this paper, we study the light-based minimum-time circadian entrainment problem of mammals, Neurospora, and Drosophila based on mathematical models of their circadian gene regulation .
Edit intent: clarity
Original:  These models contain 3 or even more nonlinear differential equations , and the optimal light control of the entrainment problem on the full models is hard to solve directly .
Revised:  These models contain 3 or even more nonlinear differential equations .
Edit intent: coherence
Original:  (3) the impacts of minimum-time optimal light on clock gene transcription and protein synthesis.
Revised:  (3) the impacts of minimum-time optimal light on circadian gene transcription and protein synthesis.
Edit intent: fluency
Original: The blockchain technology has been changing ourdaily lives since the cryptocurrencyBitcoin 1%DIFDELCMD < ] %%% was invented andreleased as open-source software by an unidentified person orgroup using the name of Satoshi Nakamoto in 2009.
Revised: The blockchain technology has been changing 1%DIFDELCMD < ] %%% was invented andreleased as open-source software by an unidentified person orgroup using the name of Satoshi Nakamoto in 2009.
Edit intent: clarity
Original: The blockchain technology has been changing ourdaily lives since the cryptocurrencyBitcoin 1%DIFDELCMD < ] %%% was invented andreleased as open-source software by an unidentified person orgroup using the name of Satoshi Nakamoto in 2009.
Revised: The blockchain technology has been changing ourdaily lives since the cryptocurrencyBitcoin %DIFDELCMD < ] %%% was invented andreleased as open-source software by an unidentified person orgroup using the name of Satoshi Nakamoto in 2009.
Edit intent: clarity
Original: The blockchain technology has been changing ourdaily lives since the cryptocurrencyBitcoin 1%DIFDELCMD < ] %%% was invented andreleased as open-source software by an unidentified person orgroup using the name of Satoshi Nakamoto in 2009.
Revised: The blockchain technology has been changing ourdaily lives since the cryptocurrencyBitcoin 1%DIFDELCMD < ] %%% was invented andreleased as open-source software by an unidentified person or a group called Satoshi Nakamoto in 2009.
Edit intent: clarity
Original:  Of manyapplications which can be implemented based on the blockchain, storage is an important one, a notable example of which is theInterPlanetary File System (IPFS).
Revised:  Of many applications which can be implemented based on the blockchain, storage is an important one, a notable example of which is theInterPlanetary File System (IPFS).
Edit intent: fluency
Original:  Of manyapplications which can be implemented based on the blockchain, storage is an important one, a notable example of which is theInterPlanetary File System (IPFS).
Revised:  Of manyapplications which can be implemented based on the blockchain, storage is an important one, a notable example of which is the InterPlanetary File System (IPFS).
Edit intent: fluency
Original:  IPFS is a distributed Webbased on a peer-to-peer hypermedia protocol to make the webfaster , safer, and more open and focuses on public accessible files.
Revised:  IPFS is a distributed web based on a peer-to-peer hypermedia protocol to make the webfaster , safer, and more open and focuses on public accessible files.
Edit intent: fluency
Original:  IPFS is a distributed Webbased on a peer-to-peer hypermedia protocol to make the webfaster , safer, and more open and focuses on public accessible files.
Revised:  IPFS is a distributed Webbased on a peer-to-peer hypermedia protocol to make the web faster , safer, and more open and focuses on public accessible files.
Edit intent: fluency
Original:  To provide a solution for private file storage in the blockchainway , in this thesis we propose a Merkle Tree 2%DIFDELCMD < ] %%% based File System (MTFS).
Revised:  To provide a solution for private file storage in the blockchain way , in this thesis we propose a Merkle Tree 2%DIFDELCMD < ] %%% based File System (MTFS).
Edit intent: fluency
Original:  To provide a solution for private file storage in the blockchainway , in this thesis we propose a Merkle Tree 2%DIFDELCMD < ] %%% based File System (MTFS).
Revised:  To provide a solution for private file storage in the blockchainway , in this paper we propose a Merkle Tree 2%DIFDELCMD < ] %%% based File System (MTFS).
Edit intent: clarity
Original:  To provide a solution for private file storage in the blockchainway , in this thesis we propose a Merkle Tree 2%DIFDELCMD < ] %%% based File System (MTFS).
Revised:  To provide a solution for private file storage in the blockchainway , in this thesis we propose a 2%DIFDELCMD < ] %%% based File System (MTFS).
Edit intent: coherence
Original:  To provide a solution for private file storage in the blockchainway , in this thesis we propose a Merkle Tree 2%DIFDELCMD < ] %%% based File System (MTFS).
Revised:  To provide a solution for private file storage in the blockchainway , in this thesis we propose a Merkle Tree %DIFDELCMD < ] %%% based File System (MTFS).
Edit intent: fluency
Original:  Distributed random nodesform a tree network 12 cluster without a central controllerto provide a secure private storage service and faster messagepropagation.
Revised:  Distributed random nodes form a tree network 12 cluster without a central controllerto provide a secure private storage service and faster messagepropagation.
Edit intent: fluency
Original:  Distributed random nodesform a tree network 12 cluster without a central controllerto provide a secure private storage service and faster messagepropagation.
Revised:  Distributed random nodesform a tree network cluster without a central controllerto provide a secure private storage service and faster messagepropagation.
Edit intent: fluency
Original:  Distributed random nodesform a tree network 12 cluster without a central controllerto provide a secure private storage service and faster messagepropagation.
Revised:  Distributed random nodesform a tree network 12 cluster without a central controller to provide a secure private storage service and faster messagepropagation.
Edit intent: fluency
Original:  Advance Proxy Re-Encryption (PRE) 10%DIFDELCMD < ] %%% algorithmis applied to guarantee secure file exchanges under permission.
Revised:  Advance Proxy Re-Encryption (PRE) %DIFDELCMD < ] %%% algorithmis applied to guarantee secure file exchanges under permission.
Edit intent: clarity