wanyu/IteraTeR_v2 huggingface dataset:
Original:  Specifically, we identify the relationship of the number of posted pages and the number of views, the diffusion path lengths , the similarity and distribution of users' locations as well as their connections to the GDP of the user' s province.
Revised:  Specifically, we identify the relationship of the number of posted pages and the number of views, the diffusion path lengths , the similarity and distribution of users' locations as well as their connections with the GDP of the user' s province.
Edit intent: fluency
Original:  Specifically, we identify the relationship of the number of posted pages and the number of views, the diffusion path lengths , the similarity and distribution of users' locations as well as their connections to the GDP of the user' s province.
Revised:  Specifically, we identify the relationship of the number of posted pages and the number of views, the diffusion path lengths , the similarity and distribution of users' locations as well as their connections to the GDP of the users' province.
Edit intent: fluency
Original: The realised characteristics for Discretisation-Invariant (DI) swaps satisfy the aggregation propertywhen restricted to multivariate processes that are ]  deterministic functions of martingales.
Revised: Realised pay-offs for discretisation-invariant swaps are those which satisfy a restricted `aggregation property' of Neuberger ] deterministic functions of martingales.
Edit intent: clarity
Original:  An SP  500 empirical study on higher-moment and other DI swaps concludes.
Revised:  An S 500 empirical study on higher-moment and other DI swaps concludes.
Edit intent: fluency
Original:  In the case of ordinary differential equation with separation of variables, we apply the recent technique of differential precision to obtain optimal bounds on the stability of the Newton iteration.
Revised:  In the case of ordinary differential equations with separation of variables, we apply the recent technique of differential precision to obtain optimal bounds on the stability of the Newton iteration.
Edit intent: fluency
Original:  In the case of ordinary differential equation with separation of variables, we apply the recent technique of differential precision to obtain optimal bounds on the stability of the Newton iteration.
Revised:  In the case of ordinary differential equation with separation of variables, we make use of the recent technique of differential precision to obtain optimal bounds on the stability of the Newton iteration.
Edit intent: clarity
Original:  It applies , for example, to algorithms for manipulating algebraic numbers over finite fields, for computing isogenies between elliptic curves or for deterministically finding roots of polynomials in finite fields.
Revised:  The results apply , for example, to algorithms for manipulating algebraic numbers over finite fields, for computing isogenies between elliptic curves or for deterministically finding roots of polynomials in finite fields.
Edit intent: clarity
Original: The mutation rate of a well adapted population is prone to reduction so as to have  lower mutational load.
Revised: The mutation rate of a well adapted population is prone to reduction so as to have a lower mutational load.
Edit intent: fluency
Original:  The aim here is to understand the role of epistatic interactions  in this process.
Revised:  We aim to understand the role of epistatic interactions in this process.
Edit intent: coherence
Original:  Using a multitype branching process, the probability of fixation of a rare nonmutator in an asexual mutator population undergoing deleterious mutations at constant, but  much higher rate than that of the nonmutator is analytically calculated here .
Revised:  Using a multitype branching process, the fixation probability of a single non-mutator emerging in a large asexual mutator population undergoing deleterious mutations at constant, but much higher rate than that of the nonmutator is analytically calculated here .
Edit intent: clarity
Original:  Using a multitype branching process, the probability of fixation of a rare nonmutator in an asexual mutator population undergoing deleterious mutations at constant, but  much higher rate than that of the nonmutator is analytically calculated here .
Revised:  Using a multitype branching process, the probability of fixation of a rare nonmutator in an asexual mutator population is analytically calculated here. The mutator population undergoes deleterious mutations at constant, but much higher rate than that of the nonmutator is analytically calculated here .
Edit intent: coherence
Original:  Using a multitype branching process, the probability of fixation of a rare nonmutator in an asexual mutator population undergoing deleterious mutations at constant, but  much higher rate than that of the nonmutator is analytically calculated here .
Revised:  Using a multitype branching process, the probability of fixation of a rare nonmutator in an asexual mutator population undergoing deleterious mutations at constant, but at a much higher rate than that of the nonmutator is analytically calculated here .
Edit intent: fluency
Original:  Using a multitype branching process, the probability of fixation of a rare nonmutator in an asexual mutator population undergoing deleterious mutations at constant, but  much higher rate than that of the nonmutator is analytically calculated here .
Revised:  Using a multitype branching process, the probability of fixation of a rare nonmutator in an asexual mutator population undergoing deleterious mutations at constant, but much higher rate than that of the non-mutator .
Edit intent: coherence
Original:  We find that antagonistic epistasis lowers  chances of mutation rate reduction, while synergistic epistasis enhances it.
Revised:  We find that antagonistic epistasis lowers the chances of mutation rate reduction, while synergistic epistasis enhances it.
Edit intent: fluency
Original:  Below a critical value of epistasis, it can be seen that the fixation probability behaves nonmonotonically with variation in mutation rate of the background population for constant selection.
Revised:  Below a critical value of epistasis, the fixation probability behaves nonmonotonically with variation in mutation rate of the background population for constant selection.
Edit intent: clarity
Original:  Below a critical value of epistasis, it can be seen that the fixation probability behaves nonmonotonically with variation in mutation rate of the background population for constant selection.
Revised:  Below a critical value of epistasis, it can be seen that the fixation probability behaves non-monotonically with variation in mutation rate of the background population for constant selection.
Edit intent: fluency
Original:  Also , the variation of this critical value of  epistasis parameter with the strength of the mutator is discussed  .
Revised:  Also , the variation of this critical value of the epistasis parameter with the strength of the mutator is discussed .
Edit intent: fluency
Original:  For synergistic epistasis, fixation probability shows a nonmonotonic trend with respect to selection when mutation rate is held constant .
Revised:  For synergistic epistasis, when selection is varied, the fixation probability reduces overall, with damped oscillations .
Edit intent: clarity
Original: Fuel treatment activities are primarily driven by the need to reduce fuel accumulation in fire-prone landscapes to reduce the risk of catastrophic wildfires , with occasional fuel treatments designed to address ecological objectives.
Revised: Reducing the fuel load in fire-prone landscapes to reduce the risk of catastrophic wildfires , with occasional fuel treatments designed to address ecological objectives.
Edit intent: clarity
Original: Fuel treatment activities are primarily driven by the need to reduce fuel accumulation in fire-prone landscapes to reduce the risk of catastrophic wildfires , with occasional fuel treatments designed to address ecological objectives.
Revised: Fuel treatment activities are primarily driven by the need to reduce fuel accumulation in fire-prone landscapes is aimed at mitigating the risk of catastrophic wildfires , with occasional fuel treatments designed to address ecological objectives.
Edit intent: clarity
Original:  Reducing fuel in the landscape while maintaining habitat for fauna , fragmenting areas of high fuel loads while ensuring connectivity of habitat, presents land managers with seemingly contrasting objectives.
Revised:  Reducing fuel in the landscape while maintaining habitat for fauna , fragmenting areas of high fuel loads presents land managers with seemingly contrasting objectives.
Edit intent: clarity
Original:  Importantly, our approach also ensures that at the time an area is treated a suitable neighbouring habitat is available to allow fauna to relocate .
Revised:  Importantly, our approach also ensures that suitable alternate habitat is available to allow fauna to relocate .
Edit intent: clarity
Original:  Importantly, our approach also ensures that at the time an area is treated a suitable neighbouring habitat is available to allow fauna to relocate .
Revised:  Importantly, our approach also ensures that at the time an area is treated a suitable neighbouring habitat is available and accessible to fauna affected by a treated area .
Edit intent: clarity
Original:  Furthermore, the model sets a minimum acceptable target for contiguous habitat at any time to conserve fauna especially endangered species .
Revised:  Furthermore, the model sets a minimum acceptable target for the connectivity of habitat at any time to conserve fauna especially endangered species .
Edit intent: clarity
Original:  Furthermore, the model sets a minimum acceptable target for contiguous habitat at any time to conserve fauna especially endangered species .
Revised:  Furthermore, the model sets a minimum acceptable target for contiguous habitat at any time to conserve fauna .
Edit intent: clarity
Original:  Our experiments show that it is possible to reduce the risk of wildfires while ensuring sufficient contiguous areas of habitat over both space and time.
Revised:  Our experiments show that it is possible to reduce the risk of wildfires while ensuring sufficient connectivity of habitat over both space and time.
Edit intent: clarity
Original:  Importantly, our approach also ensures that suitable alternate habitat is available and accessible to fauna affected by a treated area.
Revised:  Our approach also ensures that suitable alternate habitat is available and accessible to fauna affected by a treated area.
Edit intent: coherence
Original:  Furthermore, the model sets a minimum acceptable target for the connectivity of habitat at any time to conserve fauna .
Revised:  More importantly, to conserve fauna the model sets a minimum acceptable target for the connectivity of habitat at any time to conserve fauna .
Edit intent: coherence
Original:  Furthermore, the model sets a minimum acceptable target for the connectivity of habitat at any time to conserve fauna .
Revised:  Furthermore, the model sets a minimum acceptable target for the connectivity of habitat at any time .
Edit intent: clarity
Original:  Our approach is then demonstrated in a series of computational experiments with a hypothetical landscape represented in grid cells with a single vegetation type and a group of faunal species with the same habitat requirements.
Revised:  Our approach is then demonstrated in a series of computational experiments with hypothetical landscapes, a single vegetation type and a group of faunal species with the same habitat requirements.
Edit intent: clarity
Original:  In this article , a cellular underwater wireless optical code division multiple-access (UW-OCDMA) network based on optical orthogonal codes (OOC) to provide broadband links among many usersis described .
Revised:  In this paper , a cellular underwater wireless optical code division multiple-access (UW-OCDMA) network based on optical orthogonal codes (OOC) to provide broadband links among many usersis described .
Edit intent: fluency
Original:  Fundamental key aspects of the network such as its backhaul architecture and its power control algorithms are presented.
Revised:  Fundamental key aspects of the network such as its backhaul architecture , its potential applications and its design challenges are presented.
Edit intent: clarity
Original:  In particular,  probable design challenges regarding cell edge coverage, blockage avoidance, and increasing number of active mobile users are discussed.
Revised:  In particular, probable design challenges such as cell edge coverage, blockage avoidance, and increasing number of active mobile users are discussed.
Edit intent: clarity
Original:  To fulfil these requirements, various paradigms, such as mobile edge computing, fog computing, and mobile cloud computing, have emerged in recent years.
Revised:  To fulfil these requirements, various paradigms, such as fog computing, mobile edge computing, and mobile cloud computing, have emerged in recent years.
Edit intent: fluency
Original:  This includes video titles classification of non HTTP adaptive streams (non-HAS).
Revised:  This includes video title classification of non HTTP adaptive streams (non-HAS).
Edit intent: fluency
Original:  This paper presents an algorithm for encrypted HTTP adaptive video streaming title classification .
Revised:  This paper presents an algorithm for .
Edit intent: clarity
Original:  Our algorithm's classification accuracy is 98%DIFDELCMD < \\%%% %DIF < .abstract
Revised:  %DIFDELCMD < \\%%% %DIF < .abstract
Edit intent: coherence
Original:  The results indicate that living cells realize optimal search strategies for various intracellular transport problems %DIFDELCMD < {\it %%% economically through a spatial cytoskeleton organization that involves  only a narrow actin cortex rather than a cell body filled with randomly oriented actin filaments.
Revised:  The results indicate that living cells realize efficient search strategies for various intracellular transport problems %DIFDELCMD < {\it %%% economically through a spatial cytoskeleton organization that involves only a narrow actin cortex rather than a cell body filled with randomly oriented actin filaments.
Edit intent: clarity
Original:  The results indicate that living cells realize optimal search strategies for various intracellular transport problems %DIFDELCMD < {\it %%% economically through a spatial cytoskeleton organization that involves  only a narrow actin cortex rather than a cell body filled with randomly oriented actin filaments.
Revised:  The results indicate that living cells realize optimal search strategies for various intracellular transport problems %DIFDELCMD < {\it %%% economically through a spatial cytoskeleton organization that involves only a narrow actin cortex rather than a cell body filled with randomly oriented actin filaments.
Edit intent: fluency
Original:  In characteristic zero, the best known algorithm for computing the Nth coefficient of an algebraic series uses differential equations and has arithmetic complexity quasi-linear in N.
Revised:  In characteristic zero, the best algorithm currently known for computing the Nth coefficient of an algebraic series uses differential equations and has arithmetic complexity quasi-linear in N.
Edit intent: clarity
Original:  The mathematical basis of this dramatic improvement is a classical theorem stating that a formal power series with coefficients in a finite field is algebraic if and only if the sequence of its coefficients can be generated by an automaton.
Revised:  The mathematical basis for this dramatic improvement is a classical theorem stating that a formal power series with coefficients in a finite field is algebraic if and only if the sequence of its coefficients can be generated by an automaton.
Edit intent: fluency
Original: It has been repeatedly conjectured that the brain retrieves statistical regularities from stimuli , so that their structural features are separated from noise .
Revised: It has been repeatedly conjectured that the brain retrieves statistical regularities from stimuli .
Edit intent: coherence
Original:  Also, it associates to a new experimental protocol in which structured auditory sequences are presented to volunteers while electroencephalographic signals are recorded from their scalp.
Revised:  Also, it associates to a new experimental protocol in which structured auditory sequences are presented to volunteers while electroencephalographic (EEG) data is recorded from their scalp.
Edit intent: clarity
Original:  Applied to samples of electrophysiological trajectories collected during structured auditory stimuli presentation, it produces results supporting the conjecture that the brain effectively identifies the context tree characterizing the source .
Revised:  Applied to samples of EEG data collected using our experimental protocol it produces results supporting the conjecture that the brain effectively identifies the context tree characterizing the source .
Edit intent: clarity
Original:  Applied to samples of electrophysiological trajectories collected during structured auditory stimuli presentation, it produces results supporting the conjecture that the brain effectively identifies the context tree characterizing the source .
Revised:  Applied to samples of electrophysiological trajectories collected during structured auditory stimuli presentation, it produces results supporting the conjecture that the brain effectively identifies the structure of the chain generating the sequence of stimuli .
Edit intent: clarity
Original:  after compilation has occurred  the program is said to be at peak performance.
Revised:  after compilation has occurred , the program is said to be at peak performance.
Edit intent: fluency
Original:  In this paper we  run a number of small, deterministic benchmarks on a variety of well known VMs . In our experiment, less than one quarter of the benchmark/VM pairs conform to the traditional notion of warmup , and none of the VMs we tested consistently warms up in the traditional notion.
Revised:  In this paper we first run a number of small, deterministic benchmarks on a variety of well known VMs . In our experiment, less than one quarter of the benchmark/VM pairs conform to the traditional notion of warmup , and none of the VMs we tested consistently warms up in the traditional notion.
Edit intent: coherence
Original:  In this paper we  run a number of small, deterministic benchmarks on a variety of well known VMs . In our experiment, less than one quarter of the benchmark/VM pairs conform to the traditional notion of warmup , and none of the VMs we tested consistently warms up in the traditional notion.
Revised:  In this paper we run a number of small, deterministic benchmarks on a variety of well known VMs . In our experiment, less than one quarter of the benchmark/VM pairs conform to the traditional view of warmup and none of the VMs we tested consistently warms up in the traditional notion.
Edit intent: clarity
Original:  In this paper we  run a number of small, deterministic benchmarks on a variety of well known VMs . In our experiment, less than one quarter of the benchmark/VM pairs conform to the traditional notion of warmup , and none of the VMs we tested consistently warms up in the traditional notion.
Revised:  In this paper we run a number of small, deterministic benchmarks on a variety of well known VMs . In our experiment, less than one quarter of the benchmark/VM pairs conform to the traditional notion of warmup , and none of the VMs consistently warms up in the traditional notion.
Edit intent: clarity
Original: Virtual Machines (VMs) with Just-In-Time (JIT) compilers are traditionally thought to execute programs in two phases: first the warmup phase determines which parts of a program would most benefit from dynamic compilation and JIT compiles them into machine code;
Revised: Virtual Machines (VMs) with Just-In-Time (JIT) compilers are traditionally thought to execute programs in two phases: first the warmup phase determines which parts of a program would most benefit from dynamic compilation , before JIT compiling them into machine code;
Edit intent: coherence
Original:  after compilation has occurred, the program is said to be at  peak performance.
Revised:  after compilation has occurred, the program is said to be at a steady state of peak performance.
Edit intent: clarity
Original:  Across 3 benchmarking machinesonly 43.3\% to 56.5\% of ( VM, benchmark ) pairs conform to the traditional view of warmup and none of the VMs consistently warms up .
Revised:  Across 3 different machines, we found that at most 43.5\% of < VM, benchmark ) pairs conform to the traditional view of warmup and none of the VMs consistently warms up .
Edit intent: clarity
Original:  Across 3 benchmarking machinesonly 43.3\% to 56.5\% of ( VM, benchmark ) pairs conform to the traditional view of warmup and none of the VMs consistently warms up .
Revised:  Across 3 benchmarking machinesonly 43.3\% to 56.5\% of ( VM, benchmark > pairs consistently reach a steady state of peak performance .
Edit intent: clarity
Original: Virtual Machines (VMs) with Just-In-Time (JIT) compilers are traditionally thought to execute programs in two phases: first the warmup phase determines which parts of a program would most benefit from dynamic compilation, before JIT compiling them into machine code;
Revised: Virtual Machines (VMs) with Just-In-Time (JIT) compilers are traditionally thought to execute programs in two phases: the initial warmup phase determines which parts of a program would most benefit from dynamic compilation, before JIT compiling them into machine code;
Edit intent: clarity
Original:  after compilation has occurred, the program is said to be at a steady state of peak performance.
Revised:  subsequently the program is said to be at a steady state of peak performance.
Edit intent: clarity
Original:  When measuring the performance of JIT compiling VMs, data collected during the warmup phase is generally discarded, placing the focus on peak performance.
Revised:  Measurement methodologies almost always discard data collected during the warmup phase is generally discarded, placing the focus on peak performance.
Edit intent: clarity
Original:  When measuring the performance of JIT compiling VMs, data collected during the warmup phase is generally discarded, placing the focus on peak performance.
Revised:  When measuring the performance of JIT compiling VMs, data collected during the warmup phase such that reported measurements focus entirely on peak performance.
Edit intent: clarity
Original: Virtual Machines (VMs) with Just-In-Time (JIT) compilers are traditionally thought to execute programs in two phases: the initial warmup phase determines which parts of a program would most benefit from dynamic compilation, before JIT compiling them into machine code;
Revised: Virtual Machines (VMs) with Just-In-Time (JIT) compilers are traditionally thought to execute programs in two phases: the initial warmup phase determines which parts of a program would most benefit from dynamic compilation, before JIT compiling those parts into machine code;
Edit intent: clarity
Original: We derive a  semi-analytic  solution for a stock loan driven by a hyper-exponential model (HEM) in which the lender is allowed to liquidate when the stock drops to a sufficiently low price.
Revised: We derive a semi-analytic solution for a stock loan in which the lender is allowed to liquidate when the stock drops to a sufficiently low price.
Edit intent: clarity
Original: We compute minimal bases of solutions for a general interpolation problem, a particular case of which is Hermite-Pad\'e approximation .
Revised: We compute minimal bases of solutions for a general interpolation problem, which encompasses Hermite-Pad\'e approximation .
Edit intent: clarity