wanyu/IteraTeR_v2 huggingface dataset:
Original:  We give theoretical insights into the success of co-training via thinning of the feature set in a high dimensional setting when there is "sufficient" redundancy among the features.
Revised:  We give theoretical insights into the success of co-training via thinning of the feature set in a high-dimensional setting when there is "sufficient" redundancy among the features.
Edit intent: fluency
Original: We describe an efficient pseudotriangulation algorithm for finite planar families of disjoint convex bodies presented by their chirotopes .
Revised: We describe an efficient pseudotriangulation algorithm for finite planar families of disjoint convex bodies presented by its chirotope .
Edit intent: fluency
Original:  To answer this , we create a synthetic image set that prevents sole reliance on either local visual features or high-level context for the detection of target objects.
Revised:  To answer this question, we created a synthetic image set that prevents sole reliance on either local visual features or high-level context for the detection of target objects.
Edit intent: coherence
Original:  To answer this , we create a synthetic image set that prevents sole reliance on either local visual features or high-level context for the detection of target objects.
Revised:  To answer this , we create a synthetic image set that prevents sole reliance on either low-level visual features or high-level context for the detection of target objects.
Edit intent: clarity
Original:  Images consist of smoothly varying, globally aligned contour fragments (amoebas) distributed among groups of randomly rotated fragments (clutter).
Revised:  Rendered images consist of smoothly varying, globally aligned contour fragments (amoebas) distributed among groups of randomly rotated fragments (clutter).
Edit intent: clarity
Original:  The time course and accuracy of amoeba detection by humans was measured using a two-alternative forced choice experiment with self-reported confidence and variable image presentation time (20-200 ms), followed by an image mask optimized so as to interrupt visual processing.
Revised:  The time course and accuracy of amoeba detection by humans was measured using a two-alternative forced choice protocol with self-reported confidence and variable image presentation time (20-200 ms), followed by an image mask optimized so as to interrupt visual processing.
Edit intent: clarity
Original:  The results of the psychophysics experiments agreed with predictions of a computational network model, in which simulated responses across retinotopic arrays of orientation-selective elements were modulated by cortical association fields, represented as multiplicative kernels computed from the differences in pairwise edge statistics between target and clutter images.
Revised:  Key aspects of the psychophysical experiments were accounted for by a computational network model, in which simulated responses across retinotopic arrays of orientation-selective elements were modulated by cortical association fields, represented as multiplicative kernels computed from the differences in pairwise edge statistics between target and clutter images.
Edit intent: clarity
Original:  The results of the psychophysics experiments agreed with predictions of a computational network model, in which simulated responses across retinotopic arrays of orientation-selective elements were modulated by cortical association fields, represented as multiplicative kernels computed from the differences in pairwise edge statistics between target and clutter images.
Revised:  The results of the psychophysics experiments agreed with predictions of a computational network model, in which simulated responses across retinotopic arrays of orientation-selective elements were modulated by cortical association fields, represented as multiplicative kernels computed from the differences in pairwise edge statistics between target and distractor images.
Edit intent: clarity
Original:  Our results provide evidence that cortical association fields between orientation selective elements in early and intermediate visual areas can account for a rich set of psychometric curves characterizing human contour perception  .
Revised:  Our results provide evidence that cortical association fields between orientation selective elements in early visual areas can account for a rich set of psychometric curves characterizing human contour perception .
Edit intent: clarity
Original:  Such an organization poses a conundrum: modules ought to be sufficiently independent to guarantee functional specialization and sufficiently connected to bind multiple processors for efficient information transfer.
Revised:  Such an organization presents a basic conundrum: modules ought to be sufficiently independent to guarantee functional specialization and sufficiently connected to bind multiple processors for efficient information transfer.
Edit intent: clarity
Original:  Contrary to the common view, modules are self-similar and therefore are very far from being small-world.
Revised:  Contrary to the common view, modules are self-similar structures and, therefore, are far from being small-world.
Edit intent: clarity
Original:  Incorporating the weak ties to the network converts it into a small-world preserving an underlying backbone of well-defined modules.
Revised:  However, incorporating weaker ties to the network converts it into a small-world preserving an underlying backbone of well-defined modules.
Edit intent: coherence
Original:  Weak ties are organized precisely as predicted by theory maximizing information transfer with minimal wiring costs .
Revised:  Remarkably, weak ties are precisely organized as predicted by theory maximizing information transfer with minimal wiring costs .
Edit intent: coherence
Original:  Weak ties are organized precisely as predicted by theory maximizing information transfer with minimal wiring costs .
Revised:  Weak ties are organized precisely as predicted by theory maximizing information transfer with minimal wiring cost .
Edit intent: fluency
Original:  This trade-off architecture is reminiscent of the "strength of weak ties" crucial concept of social networks and provides a natural solution to the puzzle of efficient information flow in the highly modular structure of the brain.
Revised:  This trade-off architecture is reminiscent of the "strength of weak ties" crucial concept of social networks . Such a design suggests a natural solution to the puzzle of efficient information flow in the highly modular structure of the brain.
Edit intent: clarity
Original:  This trade-off architecture is reminiscent of the "strength of weak ties" crucial concept of social networks and provides a natural solution to the puzzle of efficient information flow in the highly modular structure of the brain.
Revised:  This trade-off architecture is reminiscent of the "strength of weak ties" crucial concept of social networks and provides a natural solution to the paradox of efficient information flow in the highly modular structure of the brain.
Edit intent: clarity
Original:  The present work focuses on its applicability to confined flows in vessels of diameters up to ~ 100 %DIFDELCMD < \mum%%%  . For hematocrit values below 30 \% , a dependence of the apparent viscosity on the vessel diameter in agreement with experimental literature data is found.
Revised:  The present work focuses on its applicability to confined flows in vessels of diameters up to 100 %DIFDELCMD < \mum%%% . For hematocrit values below 30 \% , a dependence of the apparent viscosity on the vessel diameter in agreement with experimental literature data is found.
Edit intent: clarity
Original:  The present work focuses on its applicability to confined flows in vessels of diameters up to ~ 100 %DIFDELCMD < \mum%%%  . For hematocrit values below 30 \% , a dependence of the apparent viscosity on the vessel diameter in agreement with experimental literature data is found.
Revised:  The present work focuses on its applicability to confined flows in vessels of diameters up to ~ 100 %DIFDELCMD < \mum%%% . For hematocrit values below 30 percent , a dependence of the apparent viscosity on the vessel diameter in agreement with experimental literature data is found.
Edit intent: clarity
Original:  Completeness here means that for a given hybrid system, if there is a polynomial differential invariant in the form of the predefined template, then it can indeed be discovered by our method .
Revised:  Completeness here means that for a given hybrid system, if there is a polynomial differential invariant in the form of a predefined template, then it can indeed be discovered by our method .
Edit intent: fluency
Original: Chronic Fatigue Syndrome is a protracted illness condition (lasting even years) appearing with strong flu symptoms and with complex, systemic , defaiances by the immune system.
Revised: Chronic Fatigue Syndrome is a protracted illness condition (lasting even years) appearing with strong flu symptoms and systemic defiances by the immune system.
Edit intent: clarity
Original:  Here  we study the most widely accepted picture for its genesis, namely a persistent acute mononucleosis infection, by means of non-equilibrium statistical mechanics techniques and we show how this may drive the immune system toward an out-of-equilibrium metastable state (with long life-time) displaying chronic activation of both humoral and cellular responses : a scenario with full inflammation without a direct "causes-effect" reason  .
Revised:  Here , by means of statistical mechanics techniques, we study the most widely accepted picture for its genesis, namely a persistent acute mononucleosis infection, by means of non-equilibrium statistical mechanics techniques and we show how this may drive the immune system toward an out-of-equilibrium metastable state (with long life-time) displaying chronic activation of both humoral and cellular responses : a scenario with full inflammation without a direct "causes-effect" reason .
Edit intent: coherence
Original:  Here  we study the most widely accepted picture for its genesis, namely a persistent acute mononucleosis infection, by means of non-equilibrium statistical mechanics techniques and we show how this may drive the immune system toward an out-of-equilibrium metastable state (with long life-time) displaying chronic activation of both humoral and cellular responses : a scenario with full inflammation without a direct "causes-effect" reason  .
Revised:  Here we study the most widely accepted picture for its genesis, namely a persistent acute mononucleosis infection, and we show how this may drive the immune system toward an out-of-equilibrium metastable state (with long life-time) displaying chronic activation of both humoral and cellular responses : a scenario with full inflammation without a direct "causes-effect" reason .
Edit intent: clarity
Original:  Here  we study the most widely accepted picture for its genesis, namely a persistent acute mononucleosis infection, by means of non-equilibrium statistical mechanics techniques and we show how this may drive the immune system toward an out-of-equilibrium metastable state (with long life-time) displaying chronic activation of both humoral and cellular responses : a scenario with full inflammation without a direct "causes-effect" reason  .
Revised:  Here we study the most widely accepted picture for its genesis, namely a persistent acute mononucleosis infection, by means of non-equilibrium statistical mechanics techniques and we show how such infection may drive the immune system toward an out-of-equilibrium metastable state (with long life-time) displaying chronic activation of both humoral and cellular responses : a scenario with full inflammation without a direct "causes-effect" reason .
Edit intent: clarity
Original:  Here  we study the most widely accepted picture for its genesis, namely a persistent acute mononucleosis infection, by means of non-equilibrium statistical mechanics techniques and we show how this may drive the immune system toward an out-of-equilibrium metastable state (with long life-time) displaying chronic activation of both humoral and cellular responses : a scenario with full inflammation without a direct "causes-effect" reason  .
Revised:  Here we study the most widely accepted picture for its genesis, namely a persistent acute mononucleosis infection, by means of non-equilibrium statistical mechanics techniques and we show how this may drive the immune system toward an out-of-equilibrium metastable state displaying chronic activation of both humoral and cellular responses : a scenario with full inflammation without a direct "causes-effect" reason .
Edit intent: clarity
Original:  Here  we study the most widely accepted picture for its genesis, namely a persistent acute mononucleosis infection, by means of non-equilibrium statistical mechanics techniques and we show how this may drive the immune system toward an out-of-equilibrium metastable state (with long life-time) displaying chronic activation of both humoral and cellular responses : a scenario with full inflammation without a direct "causes-effect" reason  .
Revised:  Here we study the most widely accepted picture for its genesis, namely a persistent acute mononucleosis infection, by means of non-equilibrium statistical mechanics techniques and we show how this may drive the immune system toward an out-of-equilibrium metastable state (with long life-time) displaying chronic activation of both humoral and cellular responses (a state of full inflammation without a direct "causes-effect" reason .
Edit intent: clarity
Original:  Here  we study the most widely accepted picture for its genesis, namely a persistent acute mononucleosis infection, by means of non-equilibrium statistical mechanics techniques and we show how this may drive the immune system toward an out-of-equilibrium metastable state (with long life-time) displaying chronic activation of both humoral and cellular responses : a scenario with full inflammation without a direct "causes-effect" reason  .
Revised:  Here we study the most widely accepted picture for its genesis, namely a persistent acute mononucleosis infection, by means of non-equilibrium statistical mechanics techniques and we show how this may drive the immune system toward an out-of-equilibrium metastable state (with long life-time) displaying chronic activation of both humoral and cellular responses : a scenario with full inflammation without a direct "causes-effect" reason ) .
Edit intent: fluency
Original:  By exploiting a bridge with the neuronal scenario, we mirror killer lymphocytes T_K and B-cells to neurons and helper lymphocytes T_{H_1},T_{H_2} to synapses, hence showing that -
Revised:  By exploiting a bridge with a neural scenario, we mirror killer lymphocytes T_K and B-cells to neurons and helper lymphocytes T_{H_1},T_{H_2} to synapses, hence showing that -
Edit intent: fluency
Original:  By exploiting a bridge with the neuronal scenario, we mirror killer lymphocytes T_K and B-cells to neurons and helper lymphocytes T_{H_1},T_{H_2} to synapses, hence showing that -
Revised:  By exploiting a bridge with the neuronal scenario, we mirror killer lymphocytes T_K and B cells to neurons and helper lymphocytes T_{H_1},T_{H_2} to synapses, hence showing that -
Edit intent: fluency
Original: under minimal physical assumptions- the immune system may experience the Pavlov conditional reflex phenomenon such that if the exposition to a stimulus (EBV antigens) is too long, strong internal correlations among B,T_K,T_H may develop ultimately resulting in a persistent activation even though the stimulus itself is removed : Interestingly we found in literature several experimental findings which corroborate our outcomes .
Revised: under minimal physical assumptions- the immune system may experience the Pavlov conditional reflex phenomenon : if the exposition to a stimulus (EBV antigens) is too long, strong internal correlations among B,T_K,T_H may develop ultimately resulting in a persistent activation even though the stimulus itself is removed : Interestingly we found in literature several experimental findings which corroborate our outcomes .
Edit intent: coherence
Original: under minimal physical assumptions- the immune system may experience the Pavlov conditional reflex phenomenon such that if the exposition to a stimulus (EBV antigens) is too long, strong internal correlations among B,T_K,T_H may develop ultimately resulting in a persistent activation even though the stimulus itself is removed : Interestingly we found in literature several experimental findings which corroborate our outcomes .
Revised: under minimal physical assumptions- the immune system may experience the Pavlov conditional reflex phenomenon such that if the exposition to a stimulus (EBV antigens) lasts for too long, strong internal correlations among B,T_K,T_H may develop ultimately resulting in a persistent activation even though the stimulus itself is removed : Interestingly we found in literature several experimental findings which corroborate our outcomes .
Edit intent: clarity
Original: under minimal physical assumptions- the immune system may experience the Pavlov conditional reflex phenomenon such that if the exposition to a stimulus (EBV antigens) is too long, strong internal correlations among B,T_K,T_H may develop ultimately resulting in a persistent activation even though the stimulus itself is removed : Interestingly we found in literature several experimental findings which corroborate our outcomes .
Revised: under minimal physical assumptions- the immune system may experience the Pavlov conditional reflex phenomenon such that if the exposition to a stimulus (EBV antigens) is too long, strong internal correlations among B,T_K,T_H may develop ultimately resulting in a persistent activation even though the stimulus itself is removed . These outcomes are corroborated by several experimental findings which corroborate our outcomes .
Edit intent: coherence
Original: under minimal physical assumptions- the immune system may experience the Pavlov conditional reflex phenomenon such that if the exposition to a stimulus (EBV antigens) is too long, strong internal correlations among B,T_K,T_H may develop ultimately resulting in a persistent activation even though the stimulus itself is removed : Interestingly we found in literature several experimental findings which corroborate our outcomes .
Revised: under minimal physical assumptions- the immune system may experience the Pavlov conditional reflex phenomenon such that if the exposition to a stimulus (EBV antigens) is too long, strong internal correlations among B,T_K,T_H may develop ultimately resulting in a persistent activation even though the stimulus itself is removed : Interestingly we found in literature several experimental findings .
Edit intent: clarity
Original:  If the boundary dynamics are strongly subdiffusive,  an interesting non-monotonicity  of the mean square displacement occurs , giving rise to the phenomenon of transient negative diffusion.
Revised:  If the boundary dynamics are strongly subdiffusive, an interesting non-monotonicity of the mean square displacement , giving rise to the phenomenon of transient negative diffusion.
Edit intent: clarity
Original:  If the boundary dynamics are strongly subdiffusive,  an interesting non-monotonicity  of the mean square displacement occurs , giving rise to the phenomenon of transient negative diffusion.
Revised:  If the boundary dynamics are strongly subdiffusive, an interesting non-monotonicity of the mean square displacement occurs , giving rise to transient negative diffusion.
Edit intent: clarity
Original:  Furthermore, under certain conditions, if the boundary dynamics are strongly subdiffusive, we show the appearance of an interesting non-monotonicity in the time dependence of the mean square displacement , giving rise to transient negative diffusion.
Revised:  Furthermore, under certain conditions, if the boundary dynamics are strongly subdiffusive, we show the appearance of an interesting non-monotonicity in the time dependence of the MSD , giving rise to transient negative diffusion.
Edit intent: clarity
Original: Given a graph of interactions, a module (also called a community or cluster) is a subset of vertices whose fitness is a function of the statistical significance of the pairwise interactions of nodes in the module.
Revised: Given a graph of interactions, a module (also called a community or cluster) is a subset of nodes whose fitness is a function of the statistical significance of the pairwise interactions of nodes in the module.
Edit intent: clarity
Original:  Our main results include a (1+ \epsilon \eps )-inapproximability for dense graphs and a logarithmic approximation for sparse graphs.
Revised:  Our main results include a (1+ \eps )-inapproximability for dense graphs and a logarithmic approximation for sparse graphs.
Edit intent: clarity
Original: A class of models is presented, in the form of first-order-individual-polymorphic continuation monads , that is sound and complete for  intuitionistic predicate logic.
Revised: A class of models is presented, in the form of continuation monads polymorphic for first-order individuals , that is sound and complete for intuitionistic predicate logic.
Edit intent: clarity
Original:  We enrich the two existing black-box complexity notions due to Wegener and other authors by the restrictions that not actual objective values, but only the relative quality of the previously evaluated solutions may be taken into account by the  algorithm.
Revised:  We enrich the existing notions of black-box complexity notions due to Wegener and other authors by the restrictions that not actual objective values, but only the relative quality of the previously evaluated solutions may be taken into account by the algorithm.
Edit intent: clarity
Original:  We enrich the two existing black-box complexity notions due to Wegener and other authors by the restrictions that not actual objective values, but only the relative quality of the previously evaluated solutions may be taken into account by the  algorithm.
Revised:  We enrich the two existing black-box complexity by the additional restriction that not the actual objective values, but only the relative quality of the previously evaluated solutions may be taken into account by the algorithm.
Edit intent: clarity
Original:  We show that the new ranking-based model gives more realistic complexity estimates for some problems , while for others the low complexities of the previous models still hold .
Revised:  We show that the new ranking-based model gives more realistic complexity estimates for some problems . For example, the previous models still hold .
Edit intent: clarity
Original: We consider an optimal consumption - investment problem for financial markets of Black-Scholes 's type with the random coefficients .
Revised: We consider an optimal investment and consumption problem for a Black-Scholes 's type with the random coefficients .
Edit intent: clarity
Original:  It turns out that the optimal  convergence rate in this case is super geometrical, i.e. is more rapid than any geometrical rate .
Revised:  It turns out that the optimal convergence rate is super geometrical, i.e. is more rapid than any geometrical rate .
Edit intent: coherence
Original: A new infinite family of  systems called stable parallel looped (SPL) networks is introduced in this paper.
Revised: The infinite family of systems called stable parallel looped (SPL) networks is introduced in this paper.
Edit intent: clarity
Original:  Using a collection of special SPL systems called active material-energy looped systems , the ability to create more and more order from disorder is then shown, using only natural mechanisms.
Revised:  Using a collection of special SPL systems called active material-energy looped systems we can create order from disorder is then shown, using only natural mechanisms.
Edit intent: clarity
Original:  The resulting SPL systems provide a new theoretical framework to explain the creation of order, necessary for the origin of life.
Revised:  The resulting SPL systems provide a new theoretical framework for the problem of origin of life.
Edit intent: clarity