wanyu/IteraTeR_v2 huggingface dataset:
Original: Outdoor `living lab ' experimentation using pervasive computing provides new opportunities: higher realism, external validity and large-scale socio-spatio-temporal observations  .
Revised: Living lab outdoor experimentation using pervasive computing provides new opportunities: higher realism, external validity and large-scale socio-spatio-temporal observations .
Edit intent: fluency
Original: Outdoor `living lab ' experimentation using pervasive computing provides new opportunities: higher realism, external validity and large-scale socio-spatio-temporal observations  .
Revised: Outdoor `living lab ' experimentation using pervasive computing provides new opportunities: higher realism, external validity and socio-spatio-temporal observations .
Edit intent: clarity
Original:  However, experimentation `in the wild' is highly complex and costly.
Revised:  However, experimentation `in the wild' is complex and costly.
Edit intent: clarity
Original:  Noise, biases, privacy concerns to comply with standards of ethical review boards, remote moderation, control of experimental conditions and equipment perplex the collection of high-quality data for causal inference.
Revised:  Noise, biases, privacy concerns , compliance with standards of ethical review boards, remote moderation, control of experimental conditions and equipment perplex the collection of high-quality data for causal inference.
Edit intent: fluency
Original:  Novel geolocated survey and sensor data are collected subject of participants verifying desired experimental conditions, for instance . their presence at certain urban spots.
Revised:  Novel geolocated survey and sensor data are collected subject of participants verifying desired experimental conditions, for instance , their localization at certain urban spots.
Edit intent: clarity
Original:  The uniform data transfer interface supports transfering widely used data formats between machines.
Revised:  The uniform data transfer interface supports transferring widely used data formats between machines.
Edit intent: fluency
Original:  Using customized author surveys about the intellectual influence of referenced work on scientist' s own papers, combined with precise measures of geographic and semantic distances between focal and referenced works, we find that being at the same institution is strongly associated with intellectual influence on scientists' and scholars' published work.
Revised:  Using customized author surveys about the intellectual influence of referenced work on scientists' own papers, combined with precise measures of geographic and semantic distances between focal and referenced works, we find that being at the same institution is strongly associated with intellectual influence on scientists' and scholars' published work.
Edit intent: fluency
Original:  Yet , this influence increases with intellectual distance: the more different the referenced work done by colleagues at one's institution, the more influential it is on one's own.
Revised:  However , this influence increases with intellectual distance: the more different the referenced work done by colleagues at one's institution, the more influential it is on one's own.
Edit intent: fluency
Original:  Universities worldwide constitute places where people doing very different work engage in sustained interactions through departments, committees, seminars  and communities.
Revised:  Universities worldwide constitute places where people doing very different work engage in sustained interactions through departments, committees, seminars , and communities.
Edit intent: fluency
Original:  These interactions come to uniquely influence their published research, suggesting the need to replace , rather than displace diverse engagements for sustainable advance.
Revised:  These interactions come to uniquely influence their published research, suggesting the need to replace rather than displace diverse engagements for sustainable advance.
Edit intent: fluency
Original: Affective Behavior Analysis is an important part in human?computer interaction.
Revised: Affective Behavior Analysis is an important part in human-computer interaction.
Edit intent: fluency
Original:  To boost its performance, this paper presents a multi-task mean teacher model for semi?supervised Affective Behavior Analysis to learn from missing labels and exploring the learning of multiple correlated task simultaneously.
Revised:  To boost its performance, this paper presents a multi-task mean teacher model for semi-supervised Affective Behavior Analysis to learn from missing labels and exploring the learning of multiple correlated task simultaneously.
Edit intent: fluency
Original:  Existing successful affective behavior analysis method such as TSAV 9%DIFDELCMD < ] %%% suffer from challenge of incomplete labeled datasets.
Revised:  Existing 9%DIFDELCMD < ] %%% suffer from challenge of incomplete labeled datasets.
Edit intent: coherence
Original:  Existing successful affective behavior analysis method such as TSAV 9%DIFDELCMD < ] %%% suffer from challenge of incomplete labeled datasets.
Revised:  Existing successful affective behavior analysis method such as TSAV %DIFDELCMD < ] %%% suffer from challenge of incomplete labeled datasets.
Edit intent: clarity
Original:  To boost its performance , this paper presents a multi-task mean teacher model for semi-supervised Affective Behavior Analysis to learn from missing labels and exploring the learning of multiple correlated task simultaneously .
Revised:  To tackle this problem , this paper presents a multi-task mean teacher model for semi-supervised Affective Behavior Analysis to learn from missing labels and exploring the learning of multiple correlated task simultaneously .
Edit intent: coherence
Original:  To boost its performance , this paper presents a multi-task mean teacher model for semi-supervised Affective Behavior Analysis to learn from missing labels and exploring the learning of multiple correlated task simultaneously .
Revised:  To boost its performance , this paper presents a semi-supervised Affective Behavior Analysis to learn from missing labels and exploring the learning of multiple correlated task simultaneously .
Edit intent: clarity
Original:  Experimental results on validation datasets show that our method achieves better performance than TSAV model , which verifies that the proposed network can effectively learn additional unlabeled data to boost the affective behavior analysis performance .
Revised:  Experimental results showed that our proposed method achieved much better performance than TSAV model , which verifies that the proposed network can effectively learn additional unlabeled data to boost the affective behavior analysis performance .
Edit intent: clarity
Original: Recovering a 3D head model including the complete face and hair regions is still a challenging problem in computer vision and graphics.
Revised: Recovery of a 3D head model including the complete face and hair regions is still a challenging problem in computer vision and graphics.
Edit intent: fluency
Original:  In this paper, we consider this problem with a few multi-view portrait images as input.
Revised:  In this paper, we consider this problem using only a few multi-view portrait images as input.
Edit intent: clarity
Original:  Previous multi-view stereo methods , either based on the optimization strategies or deep learning techniques, suffer from low-frequency geometric structures such as unclear head structures and inaccurate reconstruction in hair regions.
Revised:  Previous multi-view stereo methods that have been based, either on optimization strategies or deep learning techniques, suffer from low-frequency geometric structures such as unclear head structures and inaccurate reconstruction in hair regions.
Edit intent: clarity
Original:  Extensive ablation studies and comparisons with state-of-the-art methods demonstrate that our method could produce high-fidelity 3D head geometries with the guidance of these priors.
Revised:  Extensive ablation studies and comparisons with state-of-the-art methods demonstrate that our method can generate high-fidelity 3D head geometries with the guidance of these priors.
Edit intent: fluency
Original: Automatic segmentation of hepatocellular carcinoma (HCC) in Digital Subtraction Angiography (DSA) videos can assist radiologistsin efficient diagnosis of HCC and accurate evaluation of tumors in clinical practice.
Revised: Automatic segmentation of hepatocellular carcinoma (HCC) in Digital Subtraction Angiography (DSA) videos can assist radiologists in efficient diagnosis of HCC and accurate evaluation of tumors in clinical practice.
Edit intent: fluency
Original:  Few studies have investigated HCC segmentation from DSAvideos .
Revised:  Few studies have investigated HCC segmentation from DSA videos .
Edit intent: fluency
Original:  It shows great challenging due to motion artifacts in filming, ambiguous boundaries of tumor regions and high similarity in imaging toother anatomical tissues.
Revised:  It shows great challenging due to motion artifacts in filming, ambiguous boundaries of tumor regions and high similarity in imaging to other anatomical tissues.
Edit intent: fluency
Original:  In this paper, we raise the problem of HCCsegmentation in DSA videos, and build our own DSA dataset.
Revised:  In this paper, we raise the problem of HCC segmentation in DSA videos, and build our own DSA dataset.
Edit intent: fluency
Original:  We alsopropose a novel segmentation network called DSA-LTDNet, including asegmentation sub-network, a temporal difference learning (TDL) moduleand a liver region segmentation (LRS) sub-network for providing additional guidance.
Revised:  We also propose a novel segmentation network called DSA-LTDNet, including asegmentation sub-network, a temporal difference learning (TDL) moduleand a liver region segmentation (LRS) sub-network for providing additional guidance.
Edit intent: clarity
Original:  We alsopropose a novel segmentation network called DSA-LTDNet, including asegmentation sub-network, a temporal difference learning (TDL) moduleand a liver region segmentation (LRS) sub-network for providing additional guidance.
Revised:  We alsopropose a novel segmentation network called DSA-LTDNet, including a segmentation sub-network, a temporal difference learning (TDL) moduleand a liver region segmentation (LRS) sub-network for providing additional guidance.
Edit intent: fluency
Original:  We alsopropose a novel segmentation network called DSA-LTDNet, including asegmentation sub-network, a temporal difference learning (TDL) moduleand a liver region segmentation (LRS) sub-network for providing additional guidance.
Revised:  We alsopropose a novel segmentation network called DSA-LTDNet, including asegmentation sub-network, a temporal difference learning (TDL) module and a liver region segmentation (LRS) sub-network for providing additional guidance.
Edit intent: fluency
Original:  DSA-LTDNet is preferable for learning the latent motioninformation from DSA videos proactively and boosting segmentation performance.
Revised:  DSA-LTDNet is preferable for learning the latent motion information from DSA videos proactively and boosting segmentation performance.
Edit intent: fluency
Original:  Experimental results show that DSA-LTDNet increases the DICE scoreby nearly 4\% compared to the U-Net baseline.
Revised:  Experimental results show that DSA-LTDNet increases the DICE score by nearly 4\% compared to the U-Net baseline.
Edit intent: fluency
Original:  EUROCRYPT 2020) using the Pasta cycle of curves and the "dlog" polynomial commitment scheme from Bootle et al.
Revised:  , Eurocrypt 2020) using the Pasta cycle of curves and the "dlog" polynomial commitment scheme from Bootle et al.
Edit intent: fluency
Original:  EUROCRYPT 2020) using the Pasta cycle of curves and the "dlog" polynomial commitment scheme from Bootle et al.
Revised:  EUROCRYPT 2020) and the `dlog' polynomial commitment scheme from Bootle et al.
Edit intent: coherence
Original:  We apply the amortization technique from Halo ( Bowe et al., IACR eprint 2019/ 1021) to the non-succinct parts of the  verifier, and we adapt their strategy for bivariate circuit encoding polynomials to aggregate Marlin's inner sumchecks across the nodes of the proof carrying data scheme.
Revised:  We apply the amortization technique from Halo ( IACR eprint 2019/ 1021) to the non-succinct parts of the verifier, and we adapt their strategy for bivariate circuit encoding polynomials to aggregate Marlin's inner sumchecks across the nodes of the proof carrying data scheme.
Edit intent: clarity
Original:  Regarding performance, the advantage of Darlin over a scheme without inner sumcheck aggregation is about 30\% in a tree-like scenario as ours , and beyond when applied to linear recursion.
Revised:  Regarding performance, the advantage of Darlin over a scheme without inner sumcheck aggregation by about 30\% in a tree-like scenario as ours , and beyond when applied to linear recursion.
Edit intent: fluency
Original:  It is motivated by the fact that the concepts of organization of scientific knowledge (theorem, law, experience, proof, etc.) appear in existing ontologies but that none of them is centered on this topic and presents  a simple and easily usable organization.
Revised:  It is motivated by the fact that the concepts that are used to organize scientific knowledge (theorem, law, experience, proof, etc.) appear in existing ontologies but that none of them is centered on this topic and presents a simple and easily usable organization.
Edit intent: clarity
Original:  It is motivated by the fact that the concepts of organization of scientific knowledge (theorem, law, experience, proof, etc.) appear in existing ontologies but that none of them is centered on this topic and presents  a simple and easily usable organization.
Revised:  It is motivated by the fact that the concepts of organization of scientific knowledge (theorem, law, experience, proof, etc.) appear in existing ontologies but that none of these ontologies is centered on this topic and presents a simple and easily usable organization.
Edit intent: clarity
Original:  It is motivated by the fact that the concepts of organization of scientific knowledge (theorem, law, experience, proof, etc.) appear in existing ontologies but that none of them is centered on this topic and presents  a simple and easily usable organization.
Revised:  It is motivated by the fact that the concepts of organization of scientific knowledge (theorem, law, experience, proof, etc.) appear in existing ontologies but that none of them is centered on this topic and presents them in a simple and easily usable organization.
Edit intent: clarity
Original: Video quality measurement plays a critical role in the development of video processing applications.
Revised: Video-quality measurement plays a critical role in the development of video processing applications.
Edit intent: fluency
Original: Video quality measurement plays a critical role in the development of video processing applications.
Revised: Video quality measurement plays a critical role in the development of video-processing applications.
Edit intent: fluency
Original:  In this paper, we show how popular quality metrics VMAF and its tuning-resistant version VMAF NEG can be artificially increased by video preprocessing .
Revised:  In this paper, we show how video preprocessing can artificially increase the popular quality metric VMAF and its tuning-resistant version VMAF NEG can be artificially increased by video preprocessing .
Edit intent: fluency
Original:  In this paper, we show how popular quality metrics VMAF and its tuning-resistant version VMAF NEG can be artificially increased by video preprocessing .
Revised:  In this paper, we show how popular quality metrics VMAF and its tuning-resistant version , VMAF NEG .
Edit intent: clarity
Original:  We propose a pipeline for tuning parameters of processing algorithms that allows increasing VMAF by up to 218.8\%.
Revised:  We propose a pipeline that tunes processing-algorithm parameters to increase VMAF by up to 218.8\%.
Edit intent: clarity
Original:  A subjective comparison of preprocessed videos showed that with the majority of methods visual quality drops down or stays unchanged.
Revised:  A subjective comparison revealed that for most preprocessing methods, a video's visual quality drops down or stays unchanged.
Edit intent: clarity
Original:  A subjective comparison of preprocessed videos showed that with the majority of methods visual quality drops down or stays unchanged.
Revised:  A subjective comparison of preprocessed videos showed that with the majority of methods visual quality drops or stays unchanged.
Edit intent: clarity
Original:  We show that VMAF NEG scores can also be increased by some preprocessing methods  by up to 23.6\%.
Revised:  We also show that some preprocessing methods by up to 23.6\%.
Edit intent: clarity
Original:  However, isotropic certification limits the region that can be certified around an input to worst-case adversaries, %DIFDELCMD < \ie %%%  it cannot reason about other "close", potentially large, constant prediction safe regions.
Revised:  However, isotropic certification limits the region that can be certified around an input to worst-case adversaries, %DIFDELCMD < \ie %%% i.e., it cannot reason about other "close", potentially large, constant prediction safe regions.
Edit intent: coherence
Original:  Taking inspiration from recent work that reconstructs traditional aspects of programming languages in terms of a modal account of phase distinctions, we argue that the cost structure of programs motivates a phase distinction between intension andextension  . Armed with this technology, we contribute a synthetic account of cost structure as a computational effect in which cost-aware programs enjoy an internal noninterference property: input/output behavior cannot depend on cost.
Revised:  Taking inspiration from recent work that reconstructs traditional aspects of programming languages in terms of a modal account of phase distinctions, we argue that the cost structure of programs motivates a phase distinction between andextension . Armed with this technology, we contribute a synthetic account of cost structure as a computational effect in which cost-aware programs enjoy an internal noninterference property: input/output behavior cannot depend on cost.
Edit intent: fluency
Original:  Taking inspiration from recent work that reconstructs traditional aspects of programming languages in terms of a modal account of phase distinctions, we argue that the cost structure of programs motivates a phase distinction between intension andextension  . Armed with this technology, we contribute a synthetic account of cost structure as a computational effect in which cost-aware programs enjoy an internal noninterference property: input/output behavior cannot depend on cost.
Revised:  Taking inspiration from recent work that reconstructs traditional aspects of programming languages in terms of a modal account of phase distinctions, we argue that the cost structure of programs motivates a phase distinction between intension extension . Armed with this technology, we contribute a synthetic account of cost structure as a computational effect in which cost-aware programs enjoy an internal noninterference property: input/output behavior cannot depend on cost.
Edit intent: fluency
Original:  Taking inspiration from recent work that reconstructs traditional aspects of programming languages in terms of a modal account of phase distinctions, we argue that the cost structure of programs motivates a phase distinction between intension andextension  . Armed with this technology, we contribute a synthetic account of cost structure as a computational effect in which cost-aware programs enjoy an internal noninterference property: input/output behavior cannot depend on cost.
Revised:  Taking inspiration from recent work that reconstructs traditional aspects of programming languages in terms of a modal account of phase distinctions, we argue that the cost structure of programs motivates a phase distinction between intension andintension . Armed with this technology, we contribute a synthetic account of cost structure as a computational effect in which cost-aware programs enjoy an internal noninterference property: input/output behavior cannot depend on cost.
Edit intent: fluency
Original:  Taking inspiration from recent work that reconstructs traditional aspects of programming languages in terms of a modal account of phase distinctions, we argue that the cost structure of programs motivates a phase distinction between intension andextension  . Armed with this technology, we contribute a synthetic account of cost structure as a computational effect in which cost-aware programs enjoy an internal noninterference property: input/output behavior cannot depend on cost.
Revised:  Taking inspiration from recent work that reconstructs traditional aspects of programming languages in terms of a modal account of phase distinctions, we argue that the cost structure of programs motivates a phase distinction between intension andextension and . Armed with this technology, we contribute a synthetic account of cost structure as a computational effect in which cost-aware programs enjoy an internal noninterference property: input/output behavior cannot depend on cost.
Edit intent: coherence
Original:  We evaluate calf as a general framework for cost analysis by implementing two fundamental techniques for algorithm analysis: the method of recurrence relations and\emph{physicist's method for amortized analysis  .
Revised:  We evaluate calf as a general framework for cost analysis by implementing two fundamental techniques for algorithm analysis: the and\emph{physicist's method for amortized analysis .
Edit intent: clarity
Original:  We evaluate calf as a general framework for cost analysis by implementing two fundamental techniques for algorithm analysis: the method of recurrence relations and\emph{physicist's method for amortized analysis  .
Revised:  We evaluate calf as a general framework for cost analysis by implementing two fundamental techniques for algorithm analysis: the method of recurrence relations \emph{physicist's method for amortized analysis .
Edit intent: fluency
Original:  We evaluate calf as a general framework for cost analysis by implementing two fundamental techniques for algorithm analysis: the method of recurrence relations and\emph{physicist's method for amortized analysis  .
Revised:  We evaluate calf as a general framework for cost analysis by implementing two fundamental techniques for algorithm analysis: the method of recurrence relations and\emph{method of recurrence relations .
Edit intent: clarity
Original:  We evaluate calf as a general framework for cost analysis by implementing two fundamental techniques for algorithm analysis: the method of recurrence relations and\emph{physicist's method for amortized analysis  .
Revised:  We evaluate calf as a general framework for cost analysis by implementing two fundamental techniques for algorithm analysis: the method of recurrence relations and\emph{physicist's method for amortized analysis and .
Edit intent: coherence
Original:  We deploy these techniques on a variety of case studies: we prove a tight, closed bound for Euclid's algorithm, verify the amortized complexity of batched queues, and derive tight, closed bounds for the sequential and parallel \textit{ complexity of merge sort, all fully mechanized in the Agda proof assistant.
Revised:  We deploy these techniques on a variety of case studies: we prove a tight, closed bound for Euclid's algorithm, verify the amortized complexity of batched queues, and derive tight, closed bounds for the sequential and \textit{ complexity of merge sort, all fully mechanized in the Agda proof assistant.
Edit intent: fluency