wanyu/IteraTeR_v2 huggingface dataset:
Original:  In this work, we propose a general factor-level attention method for ICF models.
Revised:  In this work, we propose a general feature-level attention method for ICF models.
Edit intent: clarity
Original:  To demonstrate the effectiveness of our method, we design a light attention neural network to integrate both item-level and factor-level attention for neural ICF models.
Revised:  To demonstrate the effectiveness of our method, we design a light attention neural network to integrate both item-level and feature-level attention for neural ICF models.
Edit intent: clarity
Original:  Extensive experiments show the factor-level attention enhanced models consistently outperform their counterparts, demonstrating the potential of differentiate user intents on the factor-level for ICF recommendation models.
Revised:  Extensive experiments show the feature-level attention enhanced models consistently outperform their counterparts, demonstrating the potential of differentiate user intents on the factor-level for ICF recommendation models.
Edit intent: fluency
Original:  Extensive experiments show the factor-level attention enhanced models consistently outperform their counterparts, demonstrating the potential of differentiate user intents on the factor-level for ICF recommendation models.
Revised:  Extensive experiments show the factor-level attention enhanced models consistently outperform their counterparts, demonstrating the potential of differentiating user intents on the factor-level for ICF recommendation models.
Edit intent: fluency
Original:  Extensive experiments show the factor-level attention enhanced models consistently outperform their counterparts, demonstrating the potential of differentiate user intents on the factor-level for ICF recommendation models.
Revised:  Extensive experiments show the factor-level attention enhanced models consistently outperform their counterparts, demonstrating the potential of differentiate user intents on the feature-level for ICF recommendation models.
Edit intent: fluency
Original: The skepticism towards childhood vaccines and genetically modified (GM) food has grown against scientific evidence of their safety.
Revised: Scepticism towards childhood vaccines and genetically modified (GM) food has grown against scientific evidence of their safety.
Edit intent: fluency
Original: The skepticism towards childhood vaccines and genetically modified (GM) food has grown against scientific evidence of their safety.
Revised: The skepticism towards childhood vaccines and genetically modified food has grown against scientific evidence of their safety.
Edit intent: clarity
Original: The skepticism towards childhood vaccines and genetically modified (GM) food has grown against scientific evidence of their safety.
Revised: The skepticism towards childhood vaccines and genetically modified (GM) food has grown despite scientific evidence of their safety.
Edit intent: clarity
Original:  These results are in line with model predictions, shed light on the mechanisms leading to belief change , and have implications for science communication .
Revised:  These results are in line with model predictions, shed light on the mechanisms leading to belief change .
Edit intent: coherence
Original: Kirigami, the art of paper cutting, has become the subject of study in mechanical metamaterials in recent years.
Revised: Kirigami, the art of paper cutting, has become a paradigm for mechanical metamaterials in recent years.
Edit intent: clarity
Original:  Finally, we connect these results using the underlying lattice structures of the kirigami patterns .
Revised:  Finally, we connect these results to the underlying kirigami-based lattice structures .
Edit intent: clarity
Original:  All together, our work provides a systematic approach for creating  deployable structures with any prescribed size and symmetry properties , thereby paving the way for the design of a wide range of metamaterials by harnessing kirigami .
Revised:  All together, our work provides a systematic approach for creating deployable structures with any prescribed size and symmetry properties .
Edit intent: coherence
Original: This paper presents SigVM, a novel blockchain virtual machine that supports an event-driven execution model, enabling developers to build fully autonomous smart contracts.
Revised: This paper presents SigVM, a novel blockchain virtual machine that supports an event-driven execution model, enabling developers to build autonomous smart contracts.
Edit intent: clarity
Original:  SigVM introduces another way for a contract to interact with another.
Edit intent: clarity
Original:  We built an end-to-end blockchain platform SigChain and a contract language compiler SigSolid to realize the potential of SigVM.
Revised:  We build an end-to-end blockchain platform SigChain and a contract language compiler SigSolid to realize the potential of SigVM.
Edit intent: fluency
Original:  Experimental results show that SigVM enables contracts in our benchmark applications to be reimplemented in a fully autonomous way, eliminating the dependency on unreliable mechanisms like off-chain relay servers.
Revised:  Experimental results show that our benchmark applications to be reimplemented in a fully autonomous way, eliminating the dependency on unreliable mechanisms like off-chain relay servers.
Edit intent: clarity
Original:  Experimental results show that SigVM enables contracts in our benchmark applications to be reimplemented in a fully autonomous way, eliminating the dependency on unreliable mechanisms like off-chain relay servers.
Revised:  Experimental results show that SigVM enables contracts in our benchmark applications can be reimplemented with SigVM in an autonomous way, eliminating the dependency on unreliable mechanisms like off-chain relay servers.
Edit intent: clarity
Original:  In this paper, an adaptive video streaming framework specifically designed for teleoperated driving is proposed and demonstrated.
Revised:  In this paper, an adaptive video streaming framework specifically designed for teleoperated vehicles is proposed and demonstrated.
Edit intent: clarity
Original:  With the objective to maximize visual quality, the framework uses so-called rate-quality models to dynamically allocate bitrates and select resolution scaling factors.
Revised:  With the objective to improve visual quality, the framework uses so-called rate-quality models to dynamically allocate bitrates and select resolution scaling factors.
Edit intent: clarity
Original:  The model was applied to a set of matches from a major European national football league, with players' coordinates sampled at 10Hz, resulting in ? 60,000 network samples per match.
Revised:  The model was applied to a set of matches from a major European national football league, with players' coordinates sampled at 10Hz, resulting in approx. 60,000 network samples per match.
Edit intent: clarity
Original: With the growing prevalence of psychological interventions, it is vital to have measures which rate the effectiveness of psychological care , in order to assist in training, supervision, and quality assurance of services.
Revised: With the growing prevalence of psychological interventions, it is vital to have measures which rate the effectiveness of psychological care to assist in training, supervision, and quality assurance of services.
Edit intent: coherence
Original:  This is however a cost-prohibitive and time-consuming method which leads to poor feasibility and limited use in real-world settings.
Revised:  This is however a cost-prohibitive and time-consuming method that leads to poor feasibility and limited use in real-world settings.
Edit intent: fluency
Original:  We describe our platform and its performance , using a dataset of more than 5,000 recordings drawn from its deployment in a real-world clinical setting used to assist training of new therapists.
Revised:  We describe our platform and its performance using a dataset of more than 5,000 recordings drawn from its deployment in a real-world clinical setting used to assist training of new therapists.
Edit intent: fluency
Original:  We are confident that a widespread use of automated psychotherapy rating tools in the near future will augment experts' capabilities by providing an avenue for more effective training and skill improvement and will eventually lead to more positive clinical outcomes.
Revised:  Widespread use of automated psychotherapy rating tools in the near future will augment experts' capabilities by providing an avenue for more effective training and skill improvement and will eventually lead to more positive clinical outcomes.
Edit intent: coherence
Original:  We are confident that a widespread use of automated psychotherapy rating tools in the near future will augment experts' capabilities by providing an avenue for more effective training and skill improvement and will eventually lead to more positive clinical outcomes.
Revised:  We are confident that a widespread use of automated psychotherapy rating tools may augment experts' capabilities by providing an avenue for more effective training and skill improvement and will eventually lead to more positive clinical outcomes.
Edit intent: clarity
Original:  More precisely, a graph abstraction of planning problems is introduced, wherein nodes can be viewed as optimisation subproblems with their own parameters, variables, constraints and local objective , and typically represent a subsystem such as a technology, a plant or a process.
Revised:  More precisely, a hypergraph abstraction of planning problems is introduced, wherein nodes can be viewed as optimisation subproblems with their own parameters, variables, constraints and local objective , and typically represent a subsystem such as a technology, a plant or a process.
Edit intent: clarity
Original:  More precisely, a graph abstraction of planning problems is introduced, wherein nodes can be viewed as optimisation subproblems with their own parameters, variables, constraints and local objective , and typically represent a subsystem such as a technology, a plant or a process.
Revised:  More precisely, a graph abstraction of planning problems is introduced, wherein nodes can be viewed as optimisation subproblems with their own parameters, variables, constraints and local objective . Nodes typically represent a subsystem such as a technology, a plant or a process.
Edit intent: coherence
Original:  Edges , on the other hand, express the connectivity between subsystems.
Revised:  Hyperedges , on the other hand, express the connectivity between subsystems.
Edit intent: clarity
Original:  The full supply chain is modelled in an integrated fashion, which makes it possible to accurately capture the interaction between various technologies on hourly time scales . Results suggest that the cost of synthetic methane production and delivery would be slightly under 200%DIFDELCMD < \euro%%% /MWh and 150 %DIFDELCMD < \euro%%%  /MWh  by 2030 for a system supplying 100 TWh (higher heating value)
Revised:  The full supply chain is modelled in an integrated fashion, which makes it possible to accurately capture the interaction between various technologies on an hourly time scale . Results suggest that the cost of synthetic methane production and delivery would be slightly under 200%DIFDELCMD < \euro%%% /MWh and 150 %DIFDELCMD < \euro%%% /MWh by 2030 for a system supplying 100 TWh (higher heating value)
Edit intent: fluency
Original:  The full supply chain is modelled in an integrated fashion, which makes it possible to accurately capture the interaction between various technologies on hourly time scales . Results suggest that the cost of synthetic methane production and delivery would be slightly under 200%DIFDELCMD < \euro%%% /MWh and 150 %DIFDELCMD < \euro%%%  /MWh  by 2030 for a system supplying 100 TWh (higher heating value)
Revised:  The full supply chain is modelled in an integrated fashion, which makes it possible to accurately capture the interaction between various technologies on hourly time scales . Results suggest that the cost of synthetic methane production and delivery would be slightly under %DIFDELCMD < \euro%%% /MWh and 150 %DIFDELCMD < \euro%%% /MWh by 2030 for a system supplying 100 TWh (higher heating value)
Edit intent: clarity
Original:  The full supply chain is modelled in an integrated fashion, which makes it possible to accurately capture the interaction between various technologies on hourly time scales . Results suggest that the cost of synthetic methane production and delivery would be slightly under 200%DIFDELCMD < \euro%%% /MWh and 150 %DIFDELCMD < \euro%%%  /MWh  by 2030 for a system supplying 100 TWh (higher heating value)
Revised:  The full supply chain is modelled in an integrated fashion, which makes it possible to accurately capture the interaction between various technologies on hourly time scales . Results suggest that the cost of synthetic methane production and delivery would be slightly under 200%DIFDELCMD < \euro%%% 150 %DIFDELCMD < \euro%%% /MWh by 2030 for a system supplying 100 TWh (higher heating value)
Edit intent: coherence
Original:  The full supply chain is modelled in an integrated fashion, which makes it possible to accurately capture the interaction between various technologies on hourly time scales . Results suggest that the cost of synthetic methane production and delivery would be slightly under 200%DIFDELCMD < \euro%%% /MWh and 150 %DIFDELCMD < \euro%%%  /MWh  by 2030 for a system supplying 100 TWh (higher heating value)
Revised:  The full supply chain is modelled in an integrated fashion, which makes it possible to accurately capture the interaction between various technologies on hourly time scales . Results suggest that the cost of synthetic methane production and delivery would be slightly under 200%DIFDELCMD < \euro%%% /MWh and 150 %DIFDELCMD < \euro%%% EUR /MWh by 2030 for a system supplying 100 TWh (higher heating value)
Edit intent: clarity
Original:  The full supply chain is modelled in an integrated fashion, which makes it possible to accurately capture the interaction between various technologies on hourly time scales . Results suggest that the cost of synthetic methane production and delivery would be slightly under 200%DIFDELCMD < \euro%%% /MWh and 150 %DIFDELCMD < \euro%%%  /MWh  by 2030 for a system supplying 100 TWh (higher heating value)
Revised:  The full supply chain is modelled in an integrated fashion, which makes it possible to accurately capture the interaction between various technologies on hourly time scales . Results suggest that the cost of synthetic methane production and delivery would be slightly under 200%DIFDELCMD < \euro%%% /MWh and 150 %DIFDELCMD < \euro%%% /MWh (higher heating value) by 2030 for a system supplying 100 TWh (higher heating value)
Edit intent: fluency
Original:  annually that relies on solar photovoltaic plants alone and a combination of solar photovoltaic and wind power plants, respectively, assuming a uniform weighted average cost of capital of 7 %DIFDELCMD < \\%%% %DIF < . The cost difference between these system configurations mostly stems from higher investments in technologies providing flexibility required to balance the system in the solar-driven configuration.
Revised:  annually that relies on solar photovoltaic plants alone and a combination of solar photovoltaic and wind power plants, assuming a uniform weighted average cost of capital of 7 %DIFDELCMD < \\%%% %DIF < . The cost difference between these system configurations mostly stems from higher investments in technologies providing flexibility required to balance the system in the solar-driven configuration.
Edit intent: clarity
Original:  For small networks, the fixed points of the network dynamics can often be completely determined via a series of %DIFDELCMD < {\it %%% graph rules that can be applied directly to the underlying graph.
Revised:  For small networks, the fixed points of the network dynamics can often be completely determined via a series of %DIFDELCMD < {\it %%% graph rules that can be applied directly to the underlying graph.
Edit intent: fluency
Original:  In this work, we propose a method of covering graphs of CTLNs with a set of smaller %DIFDELCMD < {\it %%% directional graphs that reflect the local flow of activity.
Revised:  In this work, we propose a method of covering graphs of CTLNs with a set of smaller %DIFDELCMD < {\it %%% directional graphs that reflect the local flow of activity.
Edit intent: fluency
Original:  The combinatorial structure of the graph cover is captured by the %DIFDELCMD < {\it %%% nerve of the cover.
Revised:  The combinatorial structure of the graph cover is captured by the %DIFDELCMD < {\it %%% nerve of the cover.
Edit intent: fluency
Original:  Ensuring properties such as dependability, security or data confidentiality is far from obvious.
Edit intent: coherence
Original:  This paper initiates the theoretical study of sample-efficient learning of the Stackelberg equilibrium in two-player turn-based general-sum games .
Revised:  This paper initiates the theoretical study of sample-efficient learning of the Stackelberg equilibrium in two-player general-sum games .
Edit intent: clarity
Original:  It remains vastly open how to learn the Stackelberg equilibrium -- an asymmetric analog of the Nash equilibrium -- in general-sum games efficiently from  samples.
Revised:  It remains open how to learn the Stackelberg equilibrium -- an asymmetric analog of the Nash equilibrium -- in general-sum games efficiently from samples.
Edit intent: clarity
Original:  The digital single market (DSM) provides the context and five classical readability indices the methods .
Revised:  The digital single market (DSM) provides the context . Five classical readability indices the methods .
Edit intent: coherence
Original:  This ensures for free that any construction is stable under substitution.
Edit intent: coherence
Original:  We illustrate the derivation of these induction principles by the example of type theory with a hierarchy of universes closed under function space and natural numbers, but we expect that our method can be applied to any syntax with bindings.
Edit intent: coherence
Original: Identifying clusters of similar elements in a set is a common objective in data analysis.
Revised: Identifying clusters of similar elements in a set is a common task in data analysis.
Edit intent: clarity
Original:  More specifically, we are given a complete graph where the vertices correspond to the elements and each edge is either positive or negative, indicating whether pairs of vertices are similar or dissimilar.
Revised:  More specifically, we are given a complete graph where the edges are either positive or negative, indicating whether pairs of vertices are similar or dissimilar.
Edit intent: clarity
Original:  Our main result is a 3-approximation ( in expectation ) algorithm that runs in O(\log \lambda \cdot  \log \log n)  MPC rounds in the sublinear memory regime \textit{ .
Revised:  Our main result is a 3-approximation ( in expectation ) algorithm that runs in O(\log \lambda \cdot \log \log n) MPC rounds in the sublinear memory regime \textit{ .
Edit intent: fluency
Original:  Our main result is a 3-approximation ( in expectation ) algorithm that runs in O(\log \lambda \cdot  \log \log n)  MPC rounds in the sublinear memory regime \textit{ .
Revised:  Our main result is a 3-approximation ( in expectation ) algorithm that runs in O(\log \lambda \cdot poly \log \log n) MPC rounds in the sublinear memory regime \textit{ .
Edit intent: fluency
Original:  Our main result is a 3-approximation ( in expectation ) algorithm that runs in O(\log \lambda \cdot  \log \log n)  MPC rounds in the sublinear memory regime \textit{ .
Revised:  Our main result is a 3-approximation ( in expectation ) algorithm that runs in O(\log \lambda \cdot ( \log \log n) MPC rounds in the sublinear memory regime \textit{ .
Edit intent: fluency
Original:  Our main result is a 3-approximation ( in expectation ) algorithm that runs in O(\log \lambda \cdot  \log \log n)  MPC rounds in the sublinear memory regime \textit{ .
Revised:  Our main result is a 3-approximation ( in expectation ) algorithm that runs in O(\log \lambda \cdot \log \log n) ) MPC rounds in the sublinear memory regime \textit{ .
Edit intent: fluency
Original:  Our main result is a 3-approximation ( in expectation ) algorithm that runs in O(\log \lambda \cdot  \log \log n)  MPC rounds in the sublinear memory regime \textit{ .
Revised:  Our main result is a 3-approximation ( in expectation ) algorithm that runs in O(\log \lambda \cdot \log \log n) MPC rounds in the \textit{ .
Edit intent: clarity
Original:  Combined with known graph matching algorithms, our structural property also implies an exact algorithm and algorithms with worst case (1+\epsilon)-approximation guarantees in the special case of forests, where \lambda=1.
Revised:  Combined with known graph matching algorithms, our structural property also implies an exact algorithm and algorithms with worst case (1+\epsilon)-approximation guarantees in the special case of forests, where \lambda=1.
Edit intent: fluency
Original:  We prove for such PIDEs arising from a class of jump-diffusions on R^d, that for any compact K\subset R^d, there exist constants C,{p},{q}>0 such that for every \varepsilon \in (0,1] and for every d\in N the nomalized (over K) DNN L^2-expression error of viscosity solutions of the PIDE is of size \varepsilon with DNN size bounded by Cd^{p}\varepsilon^{-q}.
Revised:  We prove for such PIDEs arising from a class of jump-diffusions on R^d, that for any compact K\subset R^d, there exist constants C,{p},{q}>0 such that for every \varepsilon \in (0,1] and for every d\in N the normalized (over K) DNN L^2-expression error of viscosity solutions of the PIDE is of size \varepsilon with DNN size bounded by Cd^{p}\varepsilon^{-q}.
Edit intent: fluency
Original:   A tester for Hamiltonicity with two-sided error with poly(1/\epsilon)-query complexity, where \epsilon is the proximity parameter.
Revised:  (1) A tester for Hamiltonicity with two-sided error with poly(1/\epsilon)-query complexity, where \epsilon is the proximity parameter.
Edit intent: fluency
Original: We introduce a variant of the three-sided stable matching problem for a PhD market with students, advisors, and co-advisors .
Revised: We introduce a new algorithm for finding stable matchings in multi-sided matching markets. Our setting is motivated by a PhD market with students, advisors, and co-advisors .
Edit intent: clarity
Original: We introduce a variant of the three-sided stable matching problem for a PhD market with students, advisors, and co-advisors .
Revised: We introduce a variant of the three-sided stable matching problem for a PhD market of students, advisors, and co-advisors .
Edit intent: clarity
Original:  In our formalization, students have consistent (lexicographic) preferences over advisors and co-advisors , and the latter have preferences over students only (hence advisors and co-advisors are cooperative).
Revised:  In our formalization, students have consistent (lexicographic) preferences over advisors and co-advisors , and the latter have preferences over students only (hence they are cooperative).
Edit intent: clarity
Original:  We show that stable three-sided  matchings always exist, and present the PhD algorithm , a three-sided matching algorithm with polynomial running time which uses any two-sided stable matching algorithm as matching engine.
Revised:  We show that three-sided matchings always exist, and present the PhD algorithm , a three-sided matching algorithm with polynomial running time which uses any two-sided stable matching algorithm as matching engine.
Edit intent: clarity
Original:  We show that stable three-sided  matchings always exist, and present the PhD algorithm , a three-sided matching algorithm with polynomial running time which uses any two-sided stable matching algorithm as matching engine.
Revised:  We show that stable three-sided matchings always exist, and present the PhD algorithm , a three-sided stable matching using any two-sided stable matching algorithm as matching engine.
Edit intent: clarity