wanyu/IteraTeR_full_sent huggingface dataset:
Original:  In addition, we propose to use knowledge distillation where  single-task models teach a multi-task model , helping the multi-task model  surpass its single-task teachers . Finally, we provide fundamental tasks API and a visualization tool to make users easier to use and view the processing results directly.
Revised:  In addition, we propose to use knowledge distillation where the single-task models teach a multi-task model , helping the multi-task model surpass its single-task teachers . Finally, we provide fundamental tasks API and a visualization tool to make users easier to use and view the processing results directly.
Edit intent: fluency
Original:  In addition, we propose to use knowledge distillation where  single-task models teach a multi-task model , helping the multi-task model  surpass its single-task teachers . Finally, we provide fundamental tasks API and a visualization tool to make users easier to use and view the processing results directly.
Revised:  In addition, we propose to use knowledge distillation where single-task model teaches the multi-task model , helping the multi-task model surpass its single-task teachers . Finally, we provide fundamental tasks API and a visualization tool to make users easier to use and view the processing results directly.
Edit intent: fluency
Original:  In addition, we propose to use knowledge distillation where  single-task models teach a multi-task model , helping the multi-task model  surpass its single-task teachers . Finally, we provide fundamental tasks API and a visualization tool to make users easier to use and view the processing results directly.
Revised:  In addition, we propose to use knowledge distillation where single-task models teach a multi-task model is further introduced to encourage the multi-task model surpass its single-task teachers . Finally, we provide fundamental tasks API and a visualization tool to make users easier to use and view the processing results directly.
Edit intent: meaning-changed
Original:  In addition, we propose to use knowledge distillation where  single-task models teach a multi-task model , helping the multi-task model  surpass its single-task teachers . Finally, we provide fundamental tasks API and a visualization tool to make users easier to use and view the processing results directly.
Revised:  In addition, we propose to use knowledge distillation where single-task models teach a multi-task model , helping the multi-task model to surpass its single-task teachers . Finally, we provide fundamental tasks API and a visualization tool to make users easier to use and view the processing results directly.
Edit intent: fluency
Original:  In addition, we propose to use knowledge distillation where  single-task models teach a multi-task model , helping the multi-task model  surpass its single-task teachers . Finally, we provide fundamental tasks API and a visualization tool to make users easier to use and view the processing results directly.
Revised:  In addition, we propose to use knowledge distillation where single-task models teach a multi-task model , helping the multi-task model surpass its single-task teacher . Finally, we provide fundamental tasks API and a visualization tool to make users easier to use and view the processing results directly.
Edit intent: fluency
Original:  In addition, we propose to use knowledge distillation where  single-task models teach a multi-task model , helping the multi-task model  surpass its single-task teachers . Finally, we provide fundamental tasks API and a visualization tool to make users easier to use and view the processing results directly.
Revised:  In addition, we propose to use knowledge distillation where single-task models teach a multi-task model , helping the multi-task model surpass its single-task teachers . Finally, we provide a collection of easy-to-use APIs and a visualization tool to make users easier to use and view the processing results directly.
Edit intent: clarity
Original:  To assess  perceptual skills of athletes , in an optimized manner, we captured omnidirectional in-field scenes , showed to 12 expert, 9 intermediate and 13 novice goalkeepers from soccer on virtual reality glasses.
Revised:  To assess the perceptual skills of athletes , in an optimized manner, we captured omnidirectional in-field scenes , showed to 12 expert, 9 intermediate and 13 novice goalkeepers from soccer on virtual reality glasses.
Edit intent: fluency
Original:  To assess  perceptual skills of athletes , in an optimized manner, we captured omnidirectional in-field scenes , showed to 12 expert, 9 intermediate and 13 novice goalkeepers from soccer on virtual reality glasses.
Revised:  To assess perceptual skills of athletes in an optimized manner, we captured omnidirectional in-field scenes , showed to 12 expert, 9 intermediate and 13 novice goalkeepers from soccer on virtual reality glasses.
Edit intent: fluency
Original:  To assess  perceptual skills of athletes , in an optimized manner, we captured omnidirectional in-field scenes , showed to 12 expert, 9 intermediate and 13 novice goalkeepers from soccer on virtual reality glasses.
Revised:  To assess perceptual skills of athletes , in an optimized manner, we captured omnidirectional in-field scenes and showed these to 12 expert, 9 intermediate and 13 novice goalkeepers from soccer on virtual reality glasses.
Edit intent: clarity
Original:  To assess  perceptual skills of athletes , in an optimized manner, we captured omnidirectional in-field scenes , showed to 12 expert, 9 intermediate and 13 novice goalkeepers from soccer on virtual reality glasses.
Revised:  To assess perceptual skills of athletes , in an optimized manner, we captured omnidirectional in-field scenes , showed to 12 expert, 10 intermediate and 13 novice goalkeepers from soccer on virtual reality glasses.
Edit intent: meaning-changed
Original:  To assess  perceptual skills of athletes , in an optimized manner, we captured omnidirectional in-field scenes , showed to 12 expert, 9 intermediate and 13 novice goalkeepers from soccer on virtual reality glasses.
Revised:  To assess perceptual skills of athletes , in an optimized manner, we captured omnidirectional in-field scenes , showed to 12 expert, 9 intermediate and 13 novice soccer goalkeepers on virtual reality glasses.
Edit intent: clarity
Original:  We map papers representing 95\% of citations on CRISPR/Cas from these institutions grouped by the stage  each represents in the research translation process (as a biological phenomenon, as a research tool, as a set of technologies, and applications of that technology ), and use a novel technique to analyse the relationships between the structures of the co-funding networks, the phase of research, and funding sources.
Revised:  We map papers representing 95\% of citations on CRISPR/Cas from these institutions grouped by the stage that each represents in the research translation process (as a biological phenomenon, as a research tool, as a set of technologies, and applications of that technology ), and use a novel technique to analyse the relationships between the structures of the co-funding networks, the phase of research, and funding sources.
Edit intent: fluency
Original:  We map papers representing 95\% of citations on CRISPR/Cas from these institutions grouped by the stage  each represents in the research translation process (as a biological phenomenon, as a research tool, as a set of technologies, and applications of that technology ), and use a novel technique to analyse the relationships between the structures of the co-funding networks, the phase of research, and funding sources.
Revised:  We map papers representing 95\% of citations on CRISPR/Cas from these institutions grouped by the stage each represents in the translational research process (as a biological phenomenon, as a research tool, as a set of technologies, and applications of that technology ), and use a novel technique to analyse the relationships between the structures of the co-funding networks, the phase of research, and funding sources.
Edit intent: fluency
Original:  We map papers representing 95\% of citations on CRISPR/Cas from these institutions grouped by the stage  each represents in the research translation process (as a biological phenomenon, as a research tool, as a set of technologies, and applications of that technology ), and use a novel technique to analyse the relationships between the structures of the co-funding networks, the phase of research, and funding sources.
Revised:  We map papers representing 95\% of citations on CRISPR/Cas from these institutions grouped by the stage each represents in the research translation process (as a biological phenomenon, as a research tool, and development and applications of these technologies ), and use a novel technique to analyse the relationships between the structures of the co-funding networks, the phase of research, and funding sources.
Edit intent: clarity
Original: CRISPR/Cas has the potential to revolutionize medicine, agriculture, and the way we understand life itself . Understanding the trajectory of innovation, how it is influenced and who pays for it, is essential for such a transformative technology.
Revised: CRISPR/Cas has the potential to revolutionize medicine, agriculture, and biology . Understanding the trajectory of innovation, how it is influenced and who pays for it, is essential for such a transformative technology.
Edit intent: clarity
Original: CRISPR/Cas has the potential to revolutionize medicine, agriculture, and the way we understand life itself . Understanding the trajectory of innovation, how it is influenced and who pays for it, is essential for such a transformative technology. The University of California and the Broad/Harvard/MIT systems are the two most prominent academic institutions involved in the researchand development of CRISPR/Cas. Here we present a model of co-funding networks  for CRISPR/Cas research at these institutions, using funding acknowledgments to build connections.
Revised: CRISPR/Cas has the potential to revolutionize medicine, agriculture, and the way we understand life itself . Understanding the trajectory of innovation, how it is influenced and who pays for it, is an essential research policy question, especially as US government support for research experiences a relative decline. We use a new method -- based on funding sources identified in publications' funding acknowledgements -- to map the networks involved in supporting key stages of highly influential research, namely basic biological research and technology development. We present a model of co-funding networks for CRISPR/Cas research at these institutions, using funding acknowledgments to build connections.
Edit intent: meaning-changed
Original:  Here we present a model of co-funding networks  for CRISPR/Cas research at these institutions, using funding acknowledgments to build connections. We map papers representing 95\% of citations on CRISPR / Cas from these institutions grouped by the stage that each represents in the translational research process (as a biological phenomenon, as a research tool, and development and applications of these technologies), and use a novel technique to analyse the relationships between the structures of the co-funding networks, the phase of research, and funding sources.
Revised:  Here we present a model of co-funding networks for CRISPR/Cas research , the University of California and the Harvard / Cas from these institutions grouped by the stage that each represents in the translational research process (as a biological phenomenon, as a research tool, and development and applications of these technologies), and use a novel technique to analyse the relationships between the structures of the co-funding networks, the phase of research, and funding sources.
Edit intent: meaning-changed
Original:  We map papers representing 95\% of citations on CRISPR / Cas from these institutions grouped by the stage that each represents in the translational research process (as a biological phenomenon, as a research tool, and development and applications of these technologies), and use a novel technique to analyse the relationships between the structures of the co-funding networks, the phase of research, and funding sources.
Revised:  We map papers representing 95\% of citations on CRISPR / MIT/Broad Institute, to illuminate how philanthropic and URLanizations have articulated with US government agencies to co-finance the discovery and development of CRISPR/Cas. We mapped foundational US government support to both stages of CRISPR/Cas research at both institutions, while URLanizations have concentrated in co-funding networks, the phase of research, and funding sources.
Edit intent: meaning-changed
Original:  We map papers representing 95\% of citations on CRISPR / Cas from these institutions grouped by the stage that each represents in the translational research process (as a biological phenomenon, as a research tool, and development and applications of these technologies), and use a novel technique to analyse the relationships between the structures of the co-funding networks, the phase of research, and funding sources. The co-funding subnetworks were similar in that US government research funding played the decisive role in early stage research. Research at Broad/Harvard/MIT is also strongly supported by URLanizations in later stages of the translational research process, clustered around certain topics.
Revised:  We map papers representing 95\% of citations on CRISPR / Cas from these institutions grouped by the stage that each represents in the translational research process (as a biological phenomenon, as a research tool, and development and applications of these technologies), and use a novel technique to analyse the relationships between the structures of the co-funding CRISPR/Cas technology development as opposed to basic biological research. This is particularly true for the Broad/Harvard/MIT is also strongly supported by URLanizations in later stages of the translational research process, clustered around certain topics.
Edit intent: meaning-changed
Original:  Research at Broad/Harvard/MIT is also strongly supported by URLanizations in later stages of the translational research process, clustered around certain topics. Applications for CRISPR technologies were underrepresented, which bolsters findings on the preponderance of the US private sector in developing applications, and the disproportionate number of Chinese institutions filing patents for industrial and food systems applications.
Revised:  Research at Broad/Harvard/MIT system, where philanthropic investment clustered around particular technological development themes.
Edit intent: clarity
Original: We provide a spectral norm concentration inequality for infinite random matrices with independent rows. This complements earlier results by Mendelson, Pajor, Oliveira and Rauhut. As an application we study L_2-norm sampling discretization and recovery of functions in RKHS on D \subset \mathbb{R \R ^d based on random function samples , where we only assume the finite trace of the kernel .
Revised: In this paper we study L_2-norm sampling discretization and recovery of functions in RKHS on D \subset \mathbb{R \R ^d based on random function samples , where we only assume the finite trace of the kernel .
Edit intent: clarity
Original:  As an application we study L_2-norm sampling discretization and recovery of functions in RKHS on D \subset \mathbb{R \R ^d based on random function samples , where we only assume the finite trace of the kernel .
Revised:  As an application we study L_2-norm sampling discretization and sampling recovery of complex-valued functions in RKHS on D \subset \mathbb{R \R ^d based on random function samples , where we only assume the finite trace of the kernel .
Edit intent: meaning-changed
Original:  As an application we study L_2-norm sampling discretization and recovery of functions in RKHS on D \subset \mathbb{R \R ^d based on random function samples , where we only assume the finite trace of the kernel .
Revised:  As an application we study L_2-norm sampling discretization and recovery of functions in RKHS on D \subset \R ^d based on random function samples , where we only assume the finite trace of the kernel .
Edit intent: meaning-changed
Original:  As an application we study L_2-norm sampling discretization and recovery of functions in RKHS on D \subset \mathbb{R \R ^d based on random function samples , where we only assume the finite trace of the kernel .
Revised:  As an application we study L_2-norm sampling discretization and recovery of functions in RKHS on D \subset \mathbb{R \R ^d based on random function samples . We only assume the finite trace of the kernel .
Edit intent: coherence
Original:  As an application we study L_2-norm sampling discretization and recovery of functions in RKHS on D \subset \mathbb{R \R ^d based on random function samples , where we only assume the finite trace of the kernel . We provide several concrete estimates with precise constants for the corresponding worst-case errors.
Revised:  As an application we study L_2-norm sampling discretization and recovery of functions in RKHS on D \subset \mathbb{R \R ^d based on random function samples , where we only assume the finite trace of the kernel (Hilbert-Schmidt embedding into L_2) and provide several concrete estimates with precise constants for the corresponding worst-case errors.
Edit intent: meaning-changed
Original:  In general, our analysis does not need any additional assumptions and also includes the case of kernels on non-compact domains. However, under the mild additional assumption of separability we observe improved rates of convergence  .
Revised:  In general, our analysis does not need any additional assumptions and also includes the case of non-Mercer kernels and also non-separable RKHS. The fail probability is controlled and decays polynomially in n, the number of samples. Under the mild additional assumption of separability we observe improved rates of convergence .
Edit intent: meaning-changed
Original:  However, under the mild additional assumption of separability we observe improved rates of convergence  .
Revised:  However, under the mild additional assumption of separability we observe improved rates of convergence related to the decay of the singular values. Our main tool is a spectral norm concentration inequality for infinite complex random matrices with independent rows complementing earlier results by Rudelson, Mendelson, Pajor, Oliveira and Rauhut .
Edit intent: meaning-changed
Original:  Experiments on four datasets demonstrate the superior performance of our model compared to state-of-the-art baselines on link prediction tasks, and the visualization of type clustering explains the similarity of type embeddings and verify the effectiveness of our model.
Revised:  Experiments on four datasets demonstrate the superior performance of our model compared to state-of-the-art baselines on link prediction tasks, and the visualization of type clustering provides clearly the explanation of type embeddings and verify the effectiveness of our model.
Edit intent: clarity
Original:  Experiments on four datasets demonstrate the superior performance of our model compared to state-of-the-art baselines on link prediction tasks, and the visualization of type clustering explains the similarity of type embeddings and verify the effectiveness of our model.
Revised:  Experiments on four datasets demonstrate the superior performance of our model compared to state-of-the-art baselines on link prediction tasks, and the visualization of type clustering explains the similarity of type embeddings and verifies the effectiveness of our model.
Edit intent: fluency
Original:  Despite the fact that the MEM was introduced in 1913, and has been in widespread usage as a numerical technique since as far back as 1955, to the best of the authors' knowledge, a precise , quantitative characterization of the asymptotic rate of convergence of the MEM has not been obtained.
Revised:  Despite the fact that the MEM was introduced in 1913, and has been in widespread usage as a numerical technique since as far back as 1955, to the best of the authors' knowledge, a precise characterization of the asymptotic rate of convergence of the MEM has not been obtained.
Edit intent: clarity
Original:  In this work, we finally provide a resolution to this issue for the two-dimensional case. We begin by deriving bounds which are tight as long as the cylinders are not too close together. When some cylinders are, in fact, in close proximity to one another, these bounds become pessimistic. To obtain a more accurate characterization of the convergence in this regime, we formulate a first-order scattering approximation and derive its rate of convergence. Numerical simulations show that this approximation provides a far more accurate estimate of the convergence in the closely spaced regime than the aforementioned bounds. Our results establish MEM convergence rates that hold for all  boundary conditions and boundary integral equation solution representations .
Revised:  In this work, we finally provide a resolution to this issue . While our focus in this paper is on the Dirichlet scattering problem, this is merely for convenience and our results actually establish convergence rates that hold for all boundary conditions and boundary integral equation solution representations .
Edit intent: coherence
Original:  Problems thus arise, making the scenario-based test (i) lack of severity guarantees, (ii) easy to hack with intelligent driving policies, and (iii)  inefficient in producing safety-critical instances with limited and expensive testing effort.
Revised:  Such scenario-based test (i) lack of severity guarantees, (ii) easy to hack with intelligent driving policies, and (iii) inefficient in producing safety-critical instances with limited and expensive testing effort.
Edit intent: coherence
Original:  Problems thus arise, making the scenario-based test (i) lack of severity guarantees, (ii) easy to hack with intelligent driving policies, and (iii)  inefficient in producing safety-critical instances with limited and expensive testing effort.
Revised:  Problems thus arise, making the scenario-based testing (i) lack of severity guarantees, (ii) easy to hack with intelligent driving policies, and (iii) inefficient in producing safety-critical instances with limited and expensive testing effort.
Edit intent: fluency
Original:  Problems thus arise, making the scenario-based test (i) lack of severity guarantees, (ii) easy to hack with intelligent driving policies, and (iii)  inefficient in producing safety-critical instances with limited and expensive testing effort.
Revised:  Problems thus arise, making the scenario-based test (i) lacks severity guarantees, (ii) easy to hack with intelligent driving policies, and (iii) inefficient in producing safety-critical instances with limited and expensive testing effort.
Edit intent: fluency
Original:  Problems thus arise, making the scenario-based test (i) lack of severity guarantees, (ii) easy to hack with intelligent driving policies, and (iii)  inefficient in producing safety-critical instances with limited and expensive testing effort.
Revised:  Problems thus arise, making the scenario-based test (i) lack of severity guarantees, (ii) is easy for SV to game the test with intelligent driving policies, and (iii) inefficient in producing safety-critical instances with limited and expensive testing effort.
Edit intent: meaning-changed
Original:  Problems thus arise, making the scenario-based test (i) lack of severity guarantees, (ii) easy to hack with intelligent driving policies, and (iii)  inefficient in producing safety-critical instances with limited and expensive testing effort.
Revised:  Problems thus arise, making the scenario-based test (i) lack of severity guarantees, (ii) easy to hack with intelligent driving policies, and (iii) is inefficient in producing safety-critical instances with limited and expensive testing effort.
Edit intent: coherence