wanyu/IteraTeR_full_sent huggingface dataset:
Original:  Analysis of the constructs show that perceptions of humanness are multidimensional, focusing on eight key themes: partner knowledge set, interpersonal connection, linguistic content, partner performance and capabilities, conversational interaction, partner identity and role, vocal qualities andbehavioral affordances .
Revised:  Analysis of the constructs show that perceptions of humanness are multidimensional, focusing on eight key themes: andbehavioral affordances .
Edit intent: coherence
Original:  Analysis of the constructs show that perceptions of humanness are multidimensional, focusing on eight key themes: partner knowledge set, interpersonal connection, linguistic content, partner performance and capabilities, conversational interaction, partner identity and role, vocal qualities andbehavioral affordances .
Revised:  Analysis of the constructs show that perceptions of humanness are multidimensional, focusing on eight key themes: partner knowledge set, interpersonal connection, linguistic content, partner performance and capabilities, conversational interaction, partner identity and role, vocal qualities behavioral affordances .
Edit intent: fluency
Original:  Analysis of the constructs show that perceptions of humanness are multidimensional, focusing on eight key themes: partner knowledge set, interpersonal connection, linguistic content, partner performance and capabilities, conversational interaction, partner identity and role, vocal qualities andbehavioral affordances .
Revised:  Analysis of the constructs show that perceptions of humanness are multidimensional, focusing on eight key themes: partner knowledge set, interpersonal connection, linguistic content, partner performance and capabilities, conversational interaction, partner identity and role, vocal qualities andpartner knowledge set, interpersonal connection, linguistic content, partner performance and capabilities, conversational interaction, partner identity and role, vocal qualities and behavioral affordances .
Edit intent: fluency
Original:  However, developing a systematic analytics approach for production planning is often challenging due to the large volume of production data, the complex dependence between products, and unexpected changes in the market demand, material supplies and the production process . Previous studies only provide summarized results and fail to show details for comparative analysis of production plans.
Revised:  However, developing a systematic analytics approach for production planning is challenging due to the large volume of production data, the complex dependence between products, and unexpected changes in the market demand, material supplies and the production process . Previous studies only provide summarized results and fail to show details for comparative analysis of production plans.
Edit intent: coherence
Original:  However, developing a systematic analytics approach for production planning is often challenging due to the large volume of production data, the complex dependence between products, and unexpected changes in the market demand, material supplies and the production process . Previous studies only provide summarized results and fail to show details for comparative analysis of production plans.
Revised:  However, developing a systematic analytics approach for production planning is often challenging due to the large volume of production data, the complex dependency between products, and unexpected changes in the market demand, material supplies and the production process . Previous studies only provide summarized results and fail to show details for comparative analysis of production plans.
Edit intent: fluency
Original:  However, developing a systematic analytics approach for production planning is often challenging due to the large volume of production data, the complex dependence between products, and unexpected changes in the market demand, material supplies and the production process . Previous studies only provide summarized results and fail to show details for comparative analysis of production plans.
Revised:  However, developing a systematic analytics approach for production planning is often challenging due to the large volume of production data, the complex dependence between products, and unexpected changes in the market and the plant . Previous studies only provide summarized results and fail to show details for comparative analysis of production plans.
Edit intent: clarity
Original:  In this paper, we propose PlanningVis, a visual analytics system to support the exploration and comparison of production plans with three levels of details: a plan overview presenting the overall difference between plans, a product view visualizing various properties of individual products, and a production detail view displaying the product dependency , the daily production output and production capacity usage in related factories.
Revised:  In this paper, we propose PlanningVis, a visual analytics system to support the exploration and comparison of production plans with three levels of details: a plan overview presenting the overall difference between plans, a product view visualizing various properties of individual products, and a production detail view displaying the product dependency and the daily production output and production capacity usage in related factories.
Edit intent: fluency
Original:  In this paper, we propose PlanningVis, a visual analytics system to support the exploration and comparison of production plans with three levels of details: a plan overview presenting the overall difference between plans, a product view visualizing various properties of individual products, and a production detail view displaying the product dependency , the daily production output and production capacity usage in related factories.
Revised:  In this paper, we propose PlanningVis, a visual analytics system to support the exploration and comparison of production plans with three levels of details: a plan overview presenting the overall difference between plans, a product view visualizing various properties of individual products, and a production detail view displaying the product dependency , the daily production details in related factories.
Edit intent: clarity
Original:  By integrating an automatic planning algorithm with interactive visual explorations, PlanningVis is able to facilitate the efficient optimization of daily production planning as well as support a quick response to unanticipated incidents in manufacturing.
Revised:  By integrating an automatic planning algorithm with interactive visual explorations, PlanningVis can facilitate the efficient optimization of daily production planning as well as support a quick response to unanticipated incidents in manufacturing.
Edit intent: clarity
Original:  More precisely,  the problem faced by an equity option market maker is characterized by a two-dimensional functional equation that can be solved numerically using interpolation techniques and classical Euler schemes , even for large portfolios.
Revised:  More precisely, when volatility is modeled using a classical stochastic volatility model -- e.g. the Heston model -- the problem faced by an equity option market maker is characterized by a two-dimensional functional equation that can be solved numerically using interpolation techniques and classical Euler schemes , even for large portfolios.
Edit intent: meaning-changed
Original:  More precisely,  the problem faced by an equity option market maker is characterized by a two-dimensional functional equation that can be solved numerically using interpolation techniques and classical Euler schemes , even for large portfolios.
Revised:  More precisely, the problem faced by an equity option market maker is characterized by a low-dimensional functional equation that can be solved numerically using interpolation techniques and classical Euler schemes , even for large portfolios.
Edit intent: meaning-changed
Original:  More precisely,  the problem faced by an equity option market maker is characterized by a two-dimensional functional equation that can be solved numerically using interpolation techniques and classical Euler schemes , even for large portfolios.
Revised:  More precisely, the problem faced by an equity option market maker is characterized by a two-dimensional functional equation that can be solved numerically using a Euler scheme along with interpolation techniques , even for large portfolios.
Edit intent: clarity
Original:  With BRICKxAR, real LEGO brick construction is guided by virtual bricks in the right place at the right time, step by step. Virtual and real object occlusions are implemented to enable a natural appearance of virtual bricksinside real bricks . LEGO players' hand detection and occlusion are realized to allow a realistic immersive AR experience, in which virtual bricks can be "grasped" by the real hand, facilitating hand-eye coordination in AR.
Revised:  With BRICKxAR, real LEGO brick construction is guided by virtual bricks . Compared with the state-of-the-art, accuracy of the virtual - physical model alignment is significantly improved through a new design of marker-based registration, which can achieve an average error less than 1mm throughout the model. Realistic object occlusion is accomplished to reveal the true spatial relationship between physical and virtual bricks . LEGO players' hand detection and occlusion are realized to allow a realistic immersive AR experience, in which virtual bricks can be "grasped" by the real hand, facilitating hand-eye coordination in AR.
Edit intent: coherence
Original:  Virtual and real object occlusions are implemented to enable a natural appearance of virtual bricksinside real bricks . LEGO players' hand detection and occlusion are realized to allow a realistic immersive AR experience, in which virtual bricks can be "grasped" by the real hand, facilitating hand-eye coordination in AR.
Revised:  Virtual and real object occlusions are implemented to enable a natural appearance of virtual bricksinside real bricks . LEGO players' hand detection and occlusion are realized to visualize the correct spatial relationship between real hands and virtual bricks, and allow virtual bricks to be "grasped" by the real hand, facilitating hand-eye coordination in AR.
Edit intent: meaning-changed
Original:  Virtual and real object occlusions are implemented to enable a natural appearance of virtual bricksinside real bricks . LEGO players' hand detection and occlusion are realized to allow a realistic immersive AR experience, in which virtual bricks can be "grasped" by the real hand, facilitating hand-eye coordination in AR. High accuracy and high precision of registration, i.e. the virtual - physical model alignment, are achieved. In the best case, the average error of registration is less than 1mm throughout the model. BRICKxAR is expected to enhance Learning Through Play, as well as assemblyand construction by human workers. In the experiment, LEGO Arc de Triomphe is built completely with BRICKxAR, without the instruction booklet .
Revised:  Virtual and real object occlusions are implemented to enable a natural appearance of virtual bricksinside real bricks . LEGO players' hand detection and occlusion are realized to allow a realistic immersive AR experience, in which virtual bricks can be "grasped" by real hands. The integration of these features makes AR instructions possible for small-parts assembly, validated through a working AR prototype for constructing LEGO Arc de Triomphe is built completely with BRICKxAR, without the instruction booklet .
Edit intent: coherence
Original:  In this paper we discuss the Gaiahypothesis and the idea of sequential selection. Building on previous work using the Tangled Nature Model of co-evolution we elaborate on Gaia as an example of an entropic hierarchy.
Revised:  In this paper we discuss three mechanisms which could potentially lead to Gaia: Selection by Survival, Sequential Selection and Entropic Hierarchy. We use the Tangled Nature Model of co-evolution we elaborate on Gaia as an example of an entropic hierarchy.
Edit intent: meaning-changed
Original:  We discuss three ways diversity reservoirs are realised in practice : the microbial seed bank, climate refugia and lateral gene transfer and finally we simulate the effect of changing the reservoir size .
Revised:  We discuss three ways diversity reservoirs are realised in practice : the microbial seed bank, climate refugia and lateral gene transfer and conclude by discussing testable implications of an entropic hierarchy for the study of Earth history and the search for life in the universe .
Edit intent: meaning-changed
Original: We study the atomic embeddability testing problem, which is a common generalization of clustered planarity (c-planarity, for short) and thickenability testing, and present a polynomial time algorithm for this problem, thereby giving the first polynomial time algorithm for c-planarity.
Revised: We study the atomic embeddability testing problem, which is a common generalization of clustered planarity (c-planarity, for short) and thickenability testing, and present a polynomial-time algorithm for this problem, thereby giving the first polynomial time algorithm for c-planarity.
Edit intent: fluency
Original: We study the atomic embeddability testing problem, which is a common generalization of clustered planarity (c-planarity, for short) and thickenability testing, and present a polynomial time algorithm for this problem, thereby giving the first polynomial time algorithm for c-planarity.
Revised: We study the atomic embeddability testing problem, which is a common generalization of clustered planarity (c-planarity, for short) and thickenability testing, and present a polynomial time algorithm for this problem, thereby giving the first polynomial-time algorithm for c-planarity.
Edit intent: fluency
Original:  Finally  we give a polynomial-time reduction from c-planarity to thickenability and show that a slight generalization of atomic embeddability to the setting in which clusters are toroidal graphs is NP-complete.
Revised:  Finally , we give a polynomial-time reduction from c-planarity to thickenability and show that a slight generalization of atomic embeddability to the setting in which clusters are toroidal graphs is NP-complete.
Edit intent: fluency
Original:  Finally  we give a polynomial-time reduction from c-planarity to thickenability and show that a slight generalization of atomic embeddability to the setting in which clusters are toroidal graphs is NP-complete.
Revised:  Finally we give a polynomial-time reduction from atomic embeddability to thickenability thereby showing that both problems are polynomially equivalent, and show that a slight generalization of atomic embeddability to the setting in which clusters are toroidal graphs is NP-complete.
Edit intent: meaning-changed
Original:  This is achieved by introducing a quasi-Jacobian matrix which is asymptotically singular under higher-order local identification as well as weak /set identification; in these settings, standard asymptotics are not valid.
Revised:  This is achieved by introducing a quasi-Jacobian matrix which is asymptotically singular under weak or set identification, and when local identification fails. In these settings, standard asymptotics are not valid.
Edit intent: clarity
Original:  Under (semi)-strong identification, where standard asymptotics are valid, this matrix is asymptotically equivalent to the usual Jacobian matrix. After re-scaling, it is thus asymptotically non-singular.
Revised:  Under (semi)-strong identification, where standard asymptotics are valid, this matrix is asymptotically equivalent to the usual Jacobian and, after re-scaling, it is thus asymptotically non-singular.
Edit intent: coherence
Original:  Together, these results imply that the eigenvalues of the quasi-Jacobian can detect potential local and global identification failures . Furthermore, the quasi-Jacobian is informative about the span of the identification failure. This information permits two-step identification robust subvector inference without any a priori knowledge of the underlying identification structure.
Revised:  Together, these results imply that the eigenvalues of the quasi-Jacobian can detect potential local and global identification failures and the directions in which identification fails. Building on these results, a simple test procedure with chi-squared data-driven critical values is introduced. It yields uniformly valid subvector inferences under strong, semi-strong, and weak identification without a priori knowledge of the underlying identification structure.
Edit intent: meaning-changed
Original:  In particular, we find that the Shannon information communicated by an allosterically regulated protein is a complex function of the transition kinetics between its different allosterically regulated states  and their respective product formation rates . Surprisingly, our work implies that allosteric down-regulation of protein product formation may not only be used to silence proteins as one would normally expect.
Revised:  In particular, we find that the mutual information between the catalytic sites of an allosterically regulated protein is a complex function of the transition kinetics between its different allosterically regulated states and their respective product formation rates . Surprisingly, our work implies that allosteric down-regulation of protein product formation may not only be used to silence proteins as one would normally expect.
Edit intent: clarity
Original:  In particular, we find that the Shannon information communicated by an allosterically regulated protein is a complex function of the transition kinetics between its different allosterically regulated states  and their respective product formation rates . Surprisingly, our work implies that allosteric down-regulation of protein product formation may not only be used to silence proteins as one would normally expect.
Revised:  In particular, we find that the Shannon information communicated by an allosterically regulated enzyme and a receiver protein downstream in the signaling pathway depends on the transition kinetics between its different allosterically regulated states and their respective product formation rates . Surprisingly, our work implies that allosteric down-regulation of protein product formation may not only be used to silence proteins as one would normally expect.
Edit intent: meaning-changed
Original:  In particular, we find that the Shannon information communicated by an allosterically regulated protein is a complex function of the transition kinetics between its different allosterically regulated states  and their respective product formation rates . Surprisingly, our work implies that allosteric down-regulation of protein product formation may not only be used to silence proteins as one would normally expect.
Revised:  In particular, we find that the Shannon information communicated by an allosterically regulated protein is a complex function of the transition kinetics between the different allosterically regulated states and their respective product formation rates . Surprisingly, our work implies that allosteric down-regulation of protein product formation may not only be used to silence proteins as one would normally expect.
Edit intent: fluency
Original:  In particular, we find that the Shannon information communicated by an allosterically regulated protein is a complex function of the transition kinetics between its different allosterically regulated states  and their respective product formation rates . Surprisingly, our work implies that allosteric down-regulation of protein product formation may not only be used to silence proteins as one would normally expect.
Revised:  In particular, we find that the Shannon information communicated by an allosterically regulated protein is a complex function of the transition kinetics between its different allosterically regulated states of the enzyme and their respective product formation rates . Surprisingly, our work implies that allosteric down-regulation of protein product formation may not only be used to silence proteins as one would normally expect.
Edit intent: meaning-changed
Original:  In particular, we find that the Shannon information communicated by an allosterically regulated protein is a complex function of the transition kinetics between its different allosterically regulated states  and their respective product formation rates . Surprisingly, our work implies that allosteric down-regulation of protein product formation may not only be used to silence proteins as one would normally expect.
Revised:  In particular, we find that the Shannon information communicated by an allosterically regulated protein is a complex function of the transition kinetics between its different allosterically regulated states and their respective rates of product formation . Surprisingly, our work implies that allosteric down-regulation of protein product formation may not only be used to silence proteins as one would normally expect.
Edit intent: fluency
Original:  In particular, we find that the Shannon information communicated by an allosterically regulated protein is a complex function of the transition kinetics between its different allosterically regulated states  and their respective product formation rates . Surprisingly, our work implies that allosteric down-regulation of protein product formation may not only be used to silence proteins as one would normally expect.
Revised:  In particular, we find that the Shannon information communicated by an allosterically regulated protein is a complex function of the transition kinetics between its different allosterically regulated states and their respective product formation rates . Surprisingly, our work implies that allosteric down-regulation of an enzyme's rate of product formation may not only be used to silence proteins as one would normally expect.
Edit intent: clarity
Original:  In particular, we find that the Shannon information communicated by an allosterically regulated protein is a complex function of the transition kinetics between its different allosterically regulated states  and their respective product formation rates . Surprisingly, our work implies that allosteric down-regulation of protein product formation may not only be used to silence proteins as one would normally expect.
Revised:  In particular, we find that the Shannon information communicated by an allosterically regulated protein is a complex function of the transition kinetics between its different allosterically regulated states and their respective product formation rates . Surprisingly, our work implies that allosteric down-regulation of protein product formation may not only be used as a way to silence itself, as one would normally expect.
Edit intent: clarity
Original: A benevolent sender communicates non-instrumental information over time to a Bayesian receiver who experiences gain-loss utility  over changes in beliefs ("news utility") . We show how to compute the optimal dynamic information structure for arbitrary news-utility functions. With diminishing sensitivity over the magnitude of news , one-shot resolution of uncertainty is strictly suboptimal under commonly used functional forms.
Revised: A benevolent sender communicates non-instrumental information over time to a Bayesian receiver who experiences gain-loss utility over changes in beliefs ("news utility") , with diminishing sensitivity over the magnitude of news , one-shot resolution of uncertainty is strictly suboptimal under commonly used functional forms.
Edit intent: clarity