wanyu/IteraTeR_v2 huggingface dataset:
Original:  These long-lived states describe a fraction of players that are still modifying their strategies and exhibit dynamics beyond the reach of mean-field theory .
Revised:  These metastable states capture the presence of long-surviving mutants, players that are still modifying their strategies and exhibit dynamics beyond the reach of mean-field theory .
Edit intent: clarity
Original:  These long-lived states describe a fraction of players that are still modifying their strategies and exhibit dynamics beyond the reach of mean-field theory .
Revised:  These long-lived states describe a fraction of players that are using strategies different from that used by the majority of a population .
Edit intent: clarity
Original: Mating strategies of many biological species are not constant but season-dependent.
Revised: Mating preferences of many biological species are not constant but season-dependent.
Edit intent: clarity
Original:  In evolutionary game theory this can be modeled with two finite opposite-sex populations whose members are playing against each other following rules which are modulated in time .
Revised:  Within the framework of evolutionary game theory this can be modeled with two finite opposite-sex populations whose members are playing against each other following rules which are modulated in time .
Edit intent: clarity
Original:  In evolutionary game theory this can be modeled with two finite opposite-sex populations whose members are playing against each other following rules which are modulated in time .
Revised:  In evolutionary game theory this can be modeled with two finite opposite-sex populations playing against each other following rules which are modulated in time .
Edit intent: clarity
Original:  In evolutionary game theory this can be modeled with two finite opposite-sex populations whose members are playing against each other following rules which are modulated in time .
Revised:  In evolutionary game theory this can be modeled with two finite opposite-sex populations whose members are playing against each other following the rules that are periodically changing .
Edit intent: clarity
Original:  By combining Floquet theory and the concept of quasi-stationary distributions, we show the existence of seasonally periodic states in the stochastic evolution of the populations.
Revised:  By combining Floquet theory and the concept of quasi-stationary distributions, we reveal existence of metastable time-periodic states in the stochastic evolution of the populations.
Edit intent: clarity
Original: We conduct an empirical study to test the ability of convolutional neural networks (CNNs) to reduce the effects of nuisance transformations of the input data, such as location, scale and aspect ratio.
Revised: We conduct an empirical study to test the ability of Convolutional Neural Networks (CNNs) to reduce the effects of nuisance transformations of the input data, such as location, scale and aspect ratio.
Edit intent: fluency
Original:  As explained in the paper , averaging the latter should in principle yield performance inferior to proper marginalization.
Revised:  In theory , averaging the latter should in principle yield performance inferior to proper marginalization.
Edit intent: clarity
Original:  As explained in the paper , averaging the latter should in principle yield performance inferior to proper marginalization.
Revised:  As explained in the paper , averaging the latter should yield inferior performance compared to proper marginalization.
Edit intent: clarity
Original:  Empirical tests yield the converse, however, leading us to conclude that - at the current level of complexity of convolutional architectures and scale of the data sets used to train them - CNNs are not very effective at marginalizing nuisance variability.
Revised:  Yet empirical evidence suggests the converse, however, leading us to conclude that - at the current level of complexity of convolutional architectures and scale of the data sets used to train them - CNNs are not very effective at marginalizing nuisance variability.
Edit intent: clarity
Original:  Empirical tests yield the converse, however, leading us to conclude that - at the current level of complexity of convolutional architectures and scale of the data sets used to train them - CNNs are not very effective at marginalizing nuisance variability.
Revised:  Empirical tests yield the converse, leading us to conclude that - at the current level of complexity of convolutional architectures and scale of the data sets used to train them - CNNs are not very effective at marginalizing nuisance variability.
Edit intent: coherence
Original:  We test our hypothesis on  classification task using the ImageNet Challenge benchmark , on detection and on wide-baseline matching  using the Oxford and Fischer matching datasets.
Revised:  We test our hypothesis on a classification task using the ImageNet Challenge benchmark , on detection and on wide-baseline matching using the Oxford and Fischer matching datasets.
Edit intent: fluency
Original:  We test our hypothesis on  classification task using the ImageNet Challenge benchmark , on detection and on wide-baseline matching  using the Oxford and Fischer matching datasets.
Revised:  We test our hypothesis on classification task using the ImageNet Challenge benchmark and on a wide-baseline matching using the Oxford and Fischer matching datasets.
Edit intent: clarity
Original:  We test our hypothesis on  classification task using the ImageNet Challenge benchmark , on detection and on wide-baseline matching  using the Oxford and Fischer matching datasets.
Revised:  We test our hypothesis on classification task using the ImageNet Challenge benchmark , on detection and on wide-baseline matching task using the Oxford and Fischer matching datasets.
Edit intent: fluency
Original:  We test our hypothesis on  classification task using the ImageNet Challenge benchmark , on detection and on wide-baseline matching  using the Oxford and Fischer matching datasets.
Revised:  We test our hypothesis on classification task using the ImageNet Challenge benchmark , on detection and on wide-baseline matching using the Oxford and Fischer 's datasets.
Edit intent: clarity
Original:  Unlike existing methods that are designed for approximating linear filters or linear responses, our method takes the nonlinear units into account.
Revised:  Unlike previous methods that are designed for approximating linear filters or linear responses, our method takes the nonlinear units into account.
Edit intent: clarity
Original:  More importantly, while current methods mainly focus on optimizing one or two layers, our nonlinear method enables an asymmetric reconstruction that reduces the rapidly accumulated error when multiple (e.g., >=10) layers are approximated.
Revised:  More importantly, while previous methods mainly focus on optimizing one or two layers, our nonlinear method enables an asymmetric reconstruction that reduces the rapidly accumulated error when multiple (e.g., >=10) layers are approximated.
Edit intent: clarity
Original:  Our 4x accelerated VGG-16 model also shows a graceful accuracy degradation for object detection when plugged into the latest Fast R-CNN detector.
Revised:  Our 4x accelerated VGG-16 model also shows a graceful accuracy degradation for object detection when plugged into the Fast R-CNN detector.
Edit intent: clarity
Original: In this paper we introduce a notion of noise in the category of tame and compact functors . Noise induces ]  a pseudo-metric topology on such functors, which can be used to identify persistent features in the context of multidimensional persistence.
Revised: In this paper we study multidimensional persistence modules ] a pseudo-metric topology on such functors, which can be used to identify persistent features in the context of multidimensional persistence.
Edit intent: clarity
Original: In this paper we introduce a notion of noise in the category of tame and compact functors . Noise induces ]  a pseudo-metric topology on such functors, which can be used to identify persistent features in the context of multidimensional persistence.
Revised: In this paper we introduce a notion of noise in the category of tame and compact functors . Noise induces ] a pseudo-metric topology on the category of tame functors. We show how this pseudo-metric can be used to identify persistent features in the context of multidimensional persistence.
Edit intent: clarity
Original:  For standard noise and 1-dimensional persistence,  the basic barcode identifies the persistent features of the classical barcode  .
Revised:  For standard noise and 1-dimensional persistence, the classical barcode .
Edit intent: clarity
Original:  For standard noise and 1-dimensional persistence,  the basic barcode identifies the persistent features of the classical barcode  .
Revised:  For standard noise and 1-dimensional persistence, the basic barcode identifies the persistent features of the classical barcode construction .
Edit intent: clarity
Original:  We show that our new approach competes favorably with comparable state-of-the-art techniques on several facial and hyperspectral image data sets.
Revised:  We show that our new approach competes favorably with comparable state-of-the-art techniques on synthetic, facial and hyperspectral image data sets.
Edit intent: clarity
Original: Limit theorymeans an advanced analysis of the asymptotic behavior of discrete problems when some finite parameter tends to infinity.
Revised: We show a general problem-solving tool called limit theory. This is an advanced version of asymptotic analysis of discrete problems when some finite parameter tends to infinity.
Edit intent: clarity
Original:  We show this simple but powerful technique on three problems: the Manickam-Mikl\'os-Singhi Conjecture , the Kikuta-Ruckle Conjectureand Alpern's Caching Game .
Revised:  We show this simple but powerful technique on three problems: the Manickam--Mikl\'os--Singhi Conjecture and the Kikuta--Ruckle Conjecture .
Edit intent: coherence
Original:  To understand the mechanism of development of age spots, characteristics of age spots are analyzed with Misrepair mechanism, a mechanism introduced in Misrepair accumulation aging theory.
Revised:  To understand the mechanism of development of age spots, characteristics of age spots are analyzed by Misrepair mechanism, a mechanism introduced in Misrepair accumulation aging theory.
Edit intent: fluency
Original:  To understand the mechanism of development of age spots, characteristics of age spots are analyzed with Misrepair mechanism, a mechanism introduced in Misrepair accumulation aging theory.
Revised:  To understand the mechanism of development of age spots, characteristics of age spots are analyzed with Misrepair mechanism, a mechanism introduced in Misrepair-accumulation aging theory.
Edit intent: fluency
Original:  Characteristics of age spots include: inhomogeneity in distribution, growing flatly before becoming protruding, irregularity on shape, inhomogeneity on the color and  the protruding degree of a spot, and softness of the protruding spots.
Revised:  Characteristics of age spots include: inhomogeneity in distribution, growing flatly before becoming protruding, irregularity on shape, inhomogeneity on the color and on the protruding degree of a spot, and softness of the protruding spots.
Edit intent: fluency
Original:  Based on these characteristics, we make a hypothesis on the development of age spots . A. Aging of a tissue is the basis for the development of age spots.
Revised:  Based on these characteristics, we make a hypothesis on the process of development of an age spot . A. Aging of a tissue is the basis for the development of age spots.
Edit intent: clarity
Original:  Based on these characteristics, we make a hypothesis on the development of age spots . A. Aging of a tissue is the basis for the development of age spots.
Revised:  Based on these characteristics, we make a hypothesis on the development of age spots . A. Aging of a tissue is the basis for development of age spots.
Edit intent: fluency
Original:  Deposition of a lipofuscin containing cell is a consequence of aging of the skin, and it is a manifestation of Misrepair.
Edit intent: coherence
Original:  B. A flat spot results from the accumulation of lipofuscin containing cells.
Revised:  B. A flat spot results from accumulation of lipofuscin containing cells.
Edit intent: fluency
Original:  When an aged cell remains, this cell can accelerate the aging of its neighbor cells by increasing the damage sensitivity and reducing  the repair-efficiency of local tissue.
Revised:  When an aged cell remains, this cell can accelerate the aging of its neighbor cells by increasing damage sensitivity and reducing the repair-efficiency of local tissue.
Edit intent: fluency
Original:  When an aged cell remains, this cell can accelerate the aging of its neighbor cells by increasing the damage sensitivity and reducing  the repair-efficiency of local tissue.
Revised:  When an aged cell remains, this cell can accelerate the aging of its neighbor cells by increasing the damage sensitivity and reducing repair efficiency of the repair-efficiency of local tissue.
Edit intent: clarity
Original:  When an aged cell remains, this cell can accelerate the aging of its neighbor cells by increasing the damage sensitivity and reducing  the repair-efficiency of local tissue.
Revised:  When an aged cell remains, this cell can accelerate the aging of its neighbor cells by increasing the damage sensitivity and reducing the local tissue.
Edit intent: clarity
Original:  By a viscous circle, more and more neighbor cells become aged and they form a flat spot with irregular shape.
Revised:  By a viscous circle, more and more neighbor cells become aged and they form a flat spot , which has an irregular shape.
Edit intent: clarity
Original:  For the survival of the organism, un-degradable lipofuscin bodies have to be isolated by a capsule composed of fibrotic membrane for maintaining the structural integrity of the local epidermis.
Revised:  For the survival of an organism, the un degradable lipofuscin bodies have to be isolated by a capsule composed of fibrotic membrane for maintaining the structural integrity of the local epidermis.
Edit intent: fluency
Original:  For the survival of the organism, un-degradable lipofuscin bodies have to be isolated by a capsule composed of fibrotic membrane for maintaining the structural integrity of the local epidermis.
Revised:  For the survival of the organism, un-degradable lipofuscin bodies have to be isolated by a capsule made by fibrotic membrane, for maintaining the structural integrity of the local epidermis.
Edit intent: clarity
Original:  For the survival of the organism, un-degradable lipofuscin bodies have to be isolated by a capsule composed of fibrotic membrane for maintaining the structural integrity of the local epidermis.
Revised:  For the survival of the organism, un-degradable lipofuscin bodies have to be isolated by a capsule composed of fibrotic membrane for maintaining the structural integrity of local epidermis.
Edit intent: fluency
Original:  Successive deaths of lipofuscin containing cells make the capsule grow in three dimension with multiple layers of fibrotic membrane , resulting in the protruding of a spot.
Revised:  Successive deaths of lipofuscin containing cells make the capsule grow in three dimension with multiple layers of fibrotic membrane . In this way, the spot "grows" in the protruding of a spot.
Edit intent: coherence
Original:  Limited availability of contact information has made contact tracing difficult or impractical in combating the outbreak.
Revised:  Limited availability of contact information made contact tracing difficult or impractical in combating the outbreak.
Edit intent: clarity
Original:  Our analysis shows community screening to be effective even at a relatively low level of compliance.
Revised:  Our analysis shows the policies to be effective even at a relatively low level of compliance.
Edit intent: clarity
Original:  In our simulations, 40\% of individuals conforming to this policy is enough to stop the outbreak.
Revised:  In our simulations, 40\% of individuals conforming to these policies is enough to stop the outbreak.
Edit intent: fluency
Original:  We also find the travel restriction policies to be effective at reducing the risks associated with compliance substantially below the 40\% level, shortening the outbreak and enabling efforts to be focused on affected areas.
Revised:  We also find the travel restriction to be effective at reducing the risks associated with compliance substantially below the 40\% level, shortening the outbreak and enabling efforts to be focused on affected areas.
Edit intent: clarity
Original:  Our results suggest that the multi-scale approach could be applied to help end the outbreaks in Guinea and Sierra Leone, and the generality of our model can be used to further evolve public health strategy for defeating emerging epidemics.
Revised:  Our results suggest that the multi-scale approach can be used to further evolve public health strategy for defeating emerging epidemics.
Edit intent: coherence
Original: Chromosomal rearrangements, which shuffle DNA across the genome, are an important source of divergence across taxa that can modify gene expression and function . Using a paired-end read approach with Illumina sequence data for archaic humans, I identify changes in genome structure that occurred recently in human evolution.
Revised: Chromosomal rearrangements, which shuffle DNA throughout the genome, are an important source of divergence across taxa that can modify gene expression and function . Using a paired-end read approach with Illumina sequence data for archaic humans, I identify changes in genome structure that occurred recently in human evolution.
Edit intent: fluency
Original: Chromosomal rearrangements, which shuffle DNA across the genome, are an important source of divergence across taxa that can modify gene expression and function . Using a paired-end read approach with Illumina sequence data for archaic humans, I identify changes in genome structure that occurred recently in human evolution.
Revised: Chromosomal rearrangements, which shuffle DNA across the genome, are an important source of divergence across taxa . Using a paired-end read approach with Illumina sequence data for archaic humans, I identify changes in genome structure that occurred recently in human evolution.
Edit intent: clarity
Original:  Efficient coverage optimization requires accurate coverage estimation which relies on geo-located field measurements .
Revised:  Efficient coverage optimization requires accurate coverage estimation . This estimation relies on geo-located field measurements .
Edit intent: clarity
Original:  This paper describes a powerful tool that gives an accurate coverage prediction on the whole area of interest , i.e. a coverage map , by spatially interpolating geo-located measurements using  Kriging technique.
Revised:  This paper describes a powerful tool that gives an accurate coverage prediction on the whole area of interest , i.e. a coverage map by spatially interpolating geo-located measurements using Kriging technique.
Edit intent: fluency
Original:  This paper describes a powerful tool that gives an accurate coverage prediction on the whole area of interest , i.e. a coverage map , by spatially interpolating geo-located measurements using  Kriging technique.
Revised:  This paper describes a powerful tool that gives an accurate coverage prediction on the whole area of interest , i.e. a coverage map , by spatially interpolating geo-located measurements using the Kriging technique.
Edit intent: fluency
Original:  The paper focuses on the reduction of the computational complexity of the kriging algorithm by applying Fixed Rank Kriging (FRK).
Revised:  The paper focuses on the reduction of the computational complexity of the Kriging algorithm by applying Fixed Rank Kriging (FRK).
Edit intent: fluency
Original:  In order to go a step further towards  operational application of the proposed algorithm, a scenario with multiple cells is studied.
Revised:  In order to go a step further towards the operational application of the proposed algorithm, a scenario with multiple cells is studied.
Edit intent: fluency
Original:  In order to go a step further towards  operational application of the proposed algorithm, a scenario with multiple cells is studied.
Revised:  In order to go a step further towards operational application of the proposed algorithm, a multicellular use-case is studied.
Edit intent: clarity
Original:  Simulation results show a good performance in terms of coverage prediction and detection of  best serving cell.
Revised:  Simulation results show a good performance in terms of coverage prediction and detection of the best serving cell.
Edit intent: fluency
Original: Information visualization techniques are built on a context with too many factors , making it difficult to systematically deal with their underlying bases .
Revised: Information Visualization techniques are built on a context with too many factors , making it difficult to systematically deal with their underlying bases .
Edit intent: fluency
Original:  In the intent of promoting a better comprehension , here, we survey concepts on vision, cognition, and Information Visualization organized in a theorization named Visual Expression Model.
Revised:  In the intent of promoting a better picture , here, we survey concepts on vision, cognition, and Information Visualization organized in a theorization named Visual Expression Model.
Edit intent: clarity
Original:  With a reduced level of complexity , our model organizes the bases of visualization techniques, nevertheless, it is complete enough to discuss guidelines related to design and analytical tasks.
Revised:  With a reduced level of complexity ; still, it is complete enough to discuss guidelines related to design and analytical tasks.
Edit intent: clarity
Original:  With a reduced level of complexity , our model organizes the bases of visualization techniques, nevertheless, it is complete enough to discuss guidelines related to design and analytical tasks.
Revised:  With a reduced level of complexity , our model organizes the bases of visualization techniques, nevertheless, it is complete enough to foster discussions related to design and analytical tasks.
Edit intent: clarity
Original:  Organized in a coherent account, our work introduces the following contributions: (1)  Theoretical compilation of vision, cognition, and Information Visualization , (2) Meticulous discussions supported by vast literature , and (3) Recommendations to have visualizations satisfy visual-cognitive aspects  .
Revised:  Our work introduces the following contributions: (1) Theoretical compilation of vision, cognition, and Information Visualization , (2) Meticulous discussions supported by vast literature , and (3) Recommendations to have visualizations satisfy visual-cognitive aspects .
Edit intent: clarity
Original:  Organized in a coherent account, our work introduces the following contributions: (1)  Theoretical compilation of vision, cognition, and Information Visualization , (2) Meticulous discussions supported by vast literature , and (3) Recommendations to have visualizations satisfy visual-cognitive aspects  .
Revised:  Organized in a coherent account, our work introduces the following contributions: (1) a Theoretical compilation of vision, cognition, and Information Visualization , (2) Meticulous discussions supported by vast literature , and (3) Recommendations to have visualizations satisfy visual-cognitive aspects .
Edit intent: fluency