wanyu/IteraTeR_v2 huggingface dataset:
Original:  We introduce a stylized social learning model where most participants in a network update their beliefs unbiasedly based on the arrival of new information, while a fraction of participants display confirmation bias, enabling them to reject news that are incongruent with their pre-existing beliefs.
Revised:  We introduce a social learning model where most participants in a network update their beliefs unbiasedly based on the arrival of new information, while a fraction of participants display confirmation bias, enabling them to reject news that are incongruent with their pre-existing beliefs.
Edit intent: clarity
Original:  We introduce a stylized social learning model where most participants in a network update their beliefs unbiasedly based on the arrival of new information, while a fraction of participants display confirmation bias, enabling them to reject news that are incongruent with their pre-existing beliefs.
Revised:  We introduce a stylized social learning model where most participants in a network update their beliefs unbiasedly based on new information, while a fraction of participants display confirmation bias, enabling them to reject news that are incongruent with their pre-existing beliefs.
Edit intent: clarity
Original:  We introduce a stylized social learning model where most participants in a network update their beliefs unbiasedly based on the arrival of new information, while a fraction of participants display confirmation bias, enabling them to reject news that are incongruent with their pre-existing beliefs.
Revised:  We introduce a stylized social learning model where most participants in a network update their beliefs unbiasedly based on the arrival of new information, while a minority of participants reject information that is incongruent with their pre-existing beliefs.
Edit intent: clarity
Original:  We derive analytic results for the distribution of individual agents' beliefs, explicitly demonstrating the aforementioned trade-off between confirmation bias and social connectivity , which we further validate against US county-level data on the impact of Internet access on the formation of beliefs about global warming.
Revised:  We derive analytic results for the distribution of individual agents' beliefs, explicitly demonstrating the aforementioned trade-off between confirmation bias and social connectivity through analytic results. We investigate the model's predictions empirically using US county-level data on the impact of Internet access on the formation of beliefs about global warming.
Edit intent: clarity
Original:  We discuss the policy implications of our model, highlighting the downside of debunking strategies and suggesting alternative strategies to contrast misinformation.
Revised:  We discuss the policy implications of our model, highlighting the downsides of debunking and suggesting alternative strategies to contrast misinformation.
Edit intent: fluency
Original: In an economy which could not accommodate full employment of its labor force, it employs some  but does not employ others.
Revised: In an economy which could not accommodate full employment of its labor force, it employs some labor but does not employ others.
Edit intent: clarity
Original:  We value each employed individual by his  marginal contribution to the production  ;
Revised:  We value each employed individual by his or her marginal contribution to the production ;
Edit intent: clarity
Original:  We value each employed individual by his  marginal contribution to the production  ;
Revised:  We value each employed individual by his marginal contribution to the production function ;
Edit intent: clarity
Original:  we also value each unemployed individual by the potential marginal contribution he would make if the market hired him .
Revised:  we also value each unemployed individual by the potential marginal contribution the person would make if the market hired him .
Edit intent: clarity
Original:  we also value each unemployed individual by the potential marginal contribution he would make if the market hired him .
Revised:  we also value each unemployed individual by the potential marginal contribution he would make if the market hired the individual .
Edit intent: clarity
Original:  We fully honor both the individual value and its national aggregate in our distribution of the net production to the unemployment welfare and the employment benefits.
Revised:  We fully honor both the individual value and its national aggregates in distributing the net production to the unemployment welfare and the employment benefits.
Edit intent: fluency
Original:  One could also apply the rate and valuation approach to areas other than the labor market .
Revised:  One could also apply the rate and valuation approach to areas other than labor markets .
Edit intent: fluency
Original: In an economy which could not accommodate  full employment of its labor force, it employs some labor but does not employ others.
Revised: In an economy which could not accommodate the full employment of its labor force, it employs some labor but does not employ others.
Edit intent: fluency
Original:  We fully honor both the individual value and its national aggregates in distributing the net production to the unemployment welfare and the employment benefits.
Revised:  We fully recognize both the individual value and its national aggregates in distributing the net production to the unemployment welfare and the employment benefits.
Edit intent: clarity
Original:  The tax rate minimizes both the asymptotic mean and variance of the underlying posterior unemployment rate ;
Revised:  The tax rate minimizes the asymptotic mean and variance of the underlying posterior unemployment rate ;
Edit intent: clarity
Original:  One could apply the  distribution rule and valuation approach to areas other than labor markets .
Revised:  One could apply the fair distribution rule and valuation approach to areas other than labor markets .
Edit intent: clarity
Original:  One could apply the  distribution rule and valuation approach to areas other than labor markets .
Revised:  One could apply the distribution rule and valuation approach to other profit-sharing or cost-sharing situations with similar characteristics .
Edit intent: clarity
Original:  The bipartition of the labor force is random, and we characterize it by a compound Beta-Binomial probability distribution with equal employment opportunity.
Revised:  The bipartition of the labor force is random, and we characterize it by an axiom of equal employment opportunity.
Edit intent: clarity
Original:  We fully recognize both the individual value and its national aggregates in distributing the net production to the unemployment welfare and the employment benefits.
Revised:  We then use the aggregate individual value to distribute the net production to the unemployment welfare and the employment benefits.
Edit intent: clarity
Original:  Using a real-time balanced budget rule of taxation , we derive a  fair, debt-free, and asymptotic risk-free tax rate for any given unemployment rate  .
Revised:  Using real-time balanced budget rule of taxation , we derive a fair, debt-free, and asymptotic risk-free tax rate for any given unemployment rate .
Edit intent: fluency
Original:  Using a real-time balanced budget rule of taxation , we derive a  fair, debt-free, and asymptotic risk-free tax rate for any given unemployment rate  .
Revised:  Using a real-time balanced-budget rule as a constraint and policy stability as an objective , we derive a fair, debt-free, and asymptotic risk-free tax rate for any given unemployment rate .
Edit intent: clarity
Original:  Under some symmetry assumptions, we  find that an unemployed person should also enjoy equivalent employment benefits, and the tax rate goes with this welfare equality.
Revised:  Under some symmetry assumptions, we even find that an unemployed person should also enjoy equivalent employment benefits, and the tax rate goes with this welfare equality.
Edit intent: coherence
Original:  Under some symmetry assumptions, we  find that an unemployed person should also enjoy equivalent employment benefits, and the tax rate goes with this welfare equality.
Revised:  Under some symmetry assumptions, we find that an unemployed person should enjoy equivalent employment benefits, and the tax rate goes with this welfare equality.
Edit intent: clarity
Original:  The tool employed is the cooperative game theory in which we assume a large number of players.
Revised:  The tool employed is the cooperative game theory in which we assume many players.
Edit intent: fluency
Original:  The players are randomly bi-partitioned , and the payoff varies with the partition.
Revised:  The players are randomly bipartitioned , and the payoff varies with the partition.
Edit intent: fluency
Original:  Thus, one could apply the fair distribution rule and valuation approach to other profit-sharing or cost-sharing situations with similar characteristics.
Revised:  One could apply the fair distribution rule and valuation approach to other profit-sharing or cost-sharing situations with similar characteristics.
Edit intent: coherence
Original:  Thus, one could apply the fair distribution rule and valuation approach to other profit-sharing or cost-sharing situations with similar characteristics.
Revised:  Thus, one could apply the fair distribution rule and valuation approach to other profit-sharing or cost-sharing situations with these characteristics.
Edit intent: clarity
Original:  We then propose an estimator that allows for flexible machine learning estimators to be used for fitting a nonlinear interference functional form , borrowing ideas from the double machine learning literature .
Revised:  We then propose an estimator that allows for flexible machine learning estimators to be used for fitting a nonlinear interference functional form .
Edit intent: clarity
Original:  This result follows from a case study of groups of RCA generated by symbol permutations and partial shifts with respect to a fixed full Cartesian product decomposition of the alphabet.
Revised:  This result follows from a case study of groups of RCA generated by symbol permutations and partial shifts with respect to a fixed Cartesian product decomposition of the alphabet.
Edit intent: clarity
Original:  For alphabet size four, it is a linear group , while for non-prime non-four alphabets, it is not a subdirect product of linear groups.
Revised:  For alphabet size four, it is a linear group . For non-prime non-four alphabets, it is not a subdirect product of linear groups.
Edit intent: coherence
Original:  In this paper, we study whether (P_A,P_B)-RECOGNITION problems for which the pushing process yields fixed-parameter algorithms also admit polynomial problem kernels.
Revised:  In this paper, we study whether certain fixed-parameter algorithms also admit polynomial problem kernels.
Edit intent: clarity
Original:  In our study, we focus on the first level above triviality, where P _A is the set of P_3-free graphs (disjoint unions of cliques, or cluster graphs), the parameter is the number of clusters in the cluster graph G[A], and P _B is characterized by a set H of connected forbidden induced subgraphs.
Revised:  In our study, we focus on the first level above triviality, where \Pi _A is the set of P_3-free graphs (disjoint unions of cliques, or cluster graphs), the parameter is the number of clusters in the cluster graph G[A], and P _B is characterized by a set H of connected forbidden induced subgraphs.
Edit intent: clarity
Original:  In our study, we focus on the first level above triviality, where P _A is the set of P_3-free graphs (disjoint unions of cliques, or cluster graphs), the parameter is the number of clusters in the cluster graph G[A], and P _B is characterized by a set H of connected forbidden induced subgraphs.
Revised:  In our study, we focus on the first level above triviality, where P _A is the set of P_3-free graphs (disjoint unions of cliques, or cluster graphs), the parameter is the number of clusters in the cluster graph G[A], and \Pi _B is characterized by a set H of connected forbidden induced subgraphs.
Edit intent: clarity
Original:  We prove that, under the assumption that NP is not contained in coNP/poly, (P_A,P_B)-RECOGNITION admits a polynomial kernel if and only if H contains a graph of order at most 2.
Revised:  We prove that, under the assumption that NP is not a subset of coNP/poly, (P_A,P_B)-RECOGNITION admits a polynomial kernel if and only if H contains a graph of order at most 2.
Edit intent: clarity
Original:  We prove that, under the assumption that NP is not contained in coNP/poly, (P_A,P_B)-RECOGNITION admits a polynomial kernel if and only if H contains a graph of order at most 2.
Revised:  We prove that, under the assumption that NP is not contained in coNP/poly, (P_A,P_B)-RECOGNITION admits a polynomial kernel if and only if H contains a graph with at most 2 vertices.
Edit intent: clarity
Original: This paper focuses on signal processing tasks in which the signal is transformed from the signal space to a higher dimensional phase space using a continuous frame, processed in this space, and synthesized to an output signal.
Revised: This paper focuses on signal processing tasks in which the signal is transformed from the signal space to a higher dimensional phase space using a continuous frame, processed in the coefficient space, and synthesized to an output signal.
Edit intent: clarity
Original:  For example, in a phase vocoder method, an audio signal is transformed to the time-frequency plane via the short time Fourier transform, manipulated there, and synthesized to an output audio signal.
Edit intent: coherence
Original: Surrogate-based optimization and nature-inspired metaheuristics have become the state-of-the-art in solving real-world optimization problems.
Revised: Surrogate-based optimization , nature-inspired metaheuristics have become the state-of-the-art in solving real-world optimization problems.
Edit intent: fluency
Original:  Still, it is difficult for beginners and even experts to get an overview that explains their advantages in comparison to the large number of available methods in the scope of continuous optimization.
Revised:  Still, it is difficult for practitioners to get an overview that explains their advantages in comparison to the large number of available methods in the scope of continuous optimization.
Edit intent: clarity
Original:  Still, it is difficult for beginners and even experts to get an overview that explains their advantages in comparison to the large number of available methods in the scope of continuous optimization.
Revised:  Still, it is difficult for beginners and even experts to get an overview that explains their advantages in comparison to a large number of available methods in the scope of continuous optimization.
Edit intent: fluency
Original:  Still, it is difficult for beginners and even experts to get an overview that explains their advantages in comparison to the large number of available methods in the scope of continuous optimization.
Revised:  Still, it is difficult for beginners and even experts to get an overview that explains their advantages in comparison to the large number of available methods in the scope of optimization.
Edit intent: clarity
Original:  Available taxonomies lack the integration of surrogate-based approaches and thus their embedding in the larger context of this broad field.
Revised:  Available taxonomies lack the embedding of current approaches in the larger context of this broad field.
Edit intent: clarity
Original:  In practice, this taxonomy allows recommendations for the applicability of the corresponding algorithms and helps developers trying to create or improve their own algorithms.
Revised:  In practice, this taxonomy allows recommendations for the applicability of the corresponding algorithms.
Edit intent: clarity
Original:  It is customary in database theory to express boolean queries by testing nonemptiness of query expressions of the form Q \neq \emptyset .
Revised:  It is customary in database theory to express boolean queries by testing nonemptiness of query expressions .
Edit intent: clarity
Original:  Another interesting way for expressing boolean queries are containment statements of the form Q_1 \subseteq Q_2 . Here, Q_1 \subseteq Q_2 (I) is true if Q_1(I) \subseteq Q_2(I) and false otherwise.
Revised:  Another interesting way for expressing boolean queries are containment statements of the form Q_1 \subseteq Q_2 . Here, Q_1 \subseteq Q_2 (I) is true if Q_1(I) is a subset of Q_2(I) and false otherwise.
Edit intent: clarity
Original:  In the present paper we will focus on nonemptiness and containment expressions of conjunctive queries.
Revised:  In the present paper we will focus on nonemptiness and containment statements about conjunctive queries.
Edit intent: clarity
Original:  The main goal is to investigate the monotone subfragment of the containments of conjunctive queries.
Revised:  The main goal is to investigate the monotone fragment of the containments of conjunctive queries.
Edit intent: clarity
Original:  NNCubes learns a function that takes as input a given query, for instance  a geographic region and temporal interval, and outputs an aggregation of the query.
Revised:  NNCubes learns a function that takes as input a given query, for instance , a geographic region and temporal interval, and outputs an aggregation of the query.
Edit intent: fluency
Original:  NNCubes learns a function that takes as input a given query, for instance  a geographic region and temporal interval, and outputs an aggregation of the query.
Revised:  NNCubes learns a function that takes as input a given query, for instance a geographic region and temporal interval, and outputs the result of the query.
Edit intent: clarity
Original:  The first step is to write down how the algorithm proceeds on a set of concrete inputs and then generalize the literals in these examples.
Revised:  The first step is to write down how an algorithm proceeds on a set of concrete inputs and then generalize the literals in these examples.
Edit intent: fluency
Original: Linear Temporal Logic (LTL) is the standard specification language for reactive systems and  successfully applied in industrial settings.
Revised: LinearTemporalLogic (LTL) is the standard specification language for reactive systems and successfully applied in industrial settings.
Edit intent: fluency
Original: Linear Temporal Logic (LTL) is the standard specification language for reactive systems and  successfully applied in industrial settings.
Revised: Linear Temporal Logic (LTL) is the standard specification language for reactive systems and is successfully applied in industrial settings.
Edit intent: coherence
Original:  Typically, each one of these deficiencies is addressed in isolation.
Revised:  There is work on overcoming these shortcomings, but each of these is typically addressed in isolation.
Edit intent: clarity
Original:  This is insufficient for applications , where all shortcomings manifest themselves simultaneously.
Revised:  This is insufficient for applications where all shortcomings manifest themselves simultaneously.
Edit intent: fluency
Original:  Here, we tackle this issue by introducing logics that address more than one shortcoming at a time .
Revised:  Here, we tackle this issue by introducing logics that address more than one shortcoming .
Edit intent: clarity
Original:  To this end, we combine the logics robust LTL , Prompt-LTL, and Linear Dynamic Logic, each addressesing one aspect, to new logics.
Revised:  To this end, we combine the logics Linear Dynamic Logic , Prompt-LTL, and Linear Dynamic Logic, each addressesing one aspect, to new logics.
Edit intent: clarity
Original:  To this end, we combine the logics robust LTL , Prompt-LTL, and Linear Dynamic Logic, each addressesing one aspect, to new logics.
Revised:  To this end, we combine the logics robust LTL , Prompt-LTL, and robust LTL, each addressing one aspect, to new logics.
Edit intent: clarity
Original:  Finally, we introduce a logic addressing all three aspects  .
Revised:  Finally, we discuss how to address all three aspects .
Edit intent: clarity
Original: LinearTemporalLogic (LTL) is the standard specification language for reactive systems and is successfully applied in industrial settings.
Revised: Linear Temporal Logic (LTL) is the standard specification language for reactive systems and is successfully applied in industrial settings.
Edit intent: fluency
Original:  In order to compare the two processes, we develop a coupling that shows the dispersion time of the Parallel-IDLA stochastically dominates that of the Sequential-IDLA;
Revised:  In order to compare the two processes, we develop a coupling which shows the dispersion time of the Parallel-IDLA stochastically dominates that of the Sequential-IDLA;
Edit intent: fluency
Original:  This change has resulted in a lack of consistency over the different partition resolutions that define the sizes of local populations .
Revised:  The new method has resulted in a lack of consistency over the different partition resolutions that define the sizes of local populations .
Edit intent: clarity
Original:  Here, we introduce a re-sampling system that rectifies many of these artifacts , ensuring a higher level of consistency in the derived mobility network across partition sizes.
Revised:  Here, we introduce a re-sampling system that rectifies many of these artifacts , ensuring a higher level of consistency across partition sizes.
Edit intent: clarity
Original:  We offer a surrogate high-resolution 2016 commuter database that reduces the discrepancy between commuter totals from ~ 30 \% to only ~7\%, which is on the order of the discrepancy introduced by the privacy policy compliance system used in earlier years.
Revised:  We offer a surrogate high-resolution 2016 commuter dataset that reduces the discrepancy between commuter totals from ~ 30 \% to only ~7\%, which is on the order of the discrepancy introduced by the privacy policy compliance system used in earlier years.
Edit intent: clarity
Original: We aim to obtain an interpretable, expressive  and disentangled scene representation that contains comprehensive structural and textural information for each object.
Revised: We aim to obtain an interpretable, expressive , and disentangled scene representation that contains comprehensive structural and textural information for each object.
Edit intent: fluency
Original:  Previous representations learned by neural networks are often uninterpretable, limited to a single object, or lack 3D knowledge.
Revised:  Previous representations learned by neural networks are often uninterpretable, limited to a single object, or lacking 3D knowledge.
Edit intent: fluency
Original: The disentanglement of structure and texture in our representation allows us to rotate and move objects freely while maintaining consistent texture, as well as changing the object appearance without affecting their structures .
Revised: The disentanglement of structure and texture in our representation allows us to rotate and move objects freely while maintaining consistent shape and texture, changing object appearance without affecting their structures .
Edit intent: clarity
Original: The disentanglement of structure and texture in our representation allows us to rotate and move objects freely while maintaining consistent texture, as well as changing the object appearance without affecting their structures .
Revised: The disentanglement of structure and texture in our representation allows us to rotate and move objects freely while maintaining consistent texture, as well as changing the object appearance without affecting its shape .
Edit intent: clarity
Original:  We systematically evaluate our representation and demonstrate that our editing scheme is superior to  2D counterparts .
Revised:  We systematically evaluate our model and demonstrate that our editing scheme is superior to 2D counterparts .
Edit intent: clarity