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README.md
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tags:
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- text-classification
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widget:
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metrics:
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- accuracy
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- f1
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name: RAID Benchmark Leaderboard
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url: https://raid-bench.xyz/leaderboard
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pipeline_tag: text-classification
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---
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# My LoRA Fine-Tuned AI-generated Detector
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tags:
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- text-classification
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widget:
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- text: >-
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This paper presents OASIS, novel one-pass aligned atlas set for image
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segmentation. Traditional atlas-based segmentation methods often require
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multiple iterations of registration, which can be time-consuming and
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computationally expensive. OASIS addresses this limitation by introducing
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one-pass alignment process that efficiently registers template atlas to a
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target image. This process involves two steps: coarse alignment using a deep
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convolutional neural network, followed by a fine alignment using a robust
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multiresolution registration algorithm. Experimental results on various
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medical imaging datasets demonstrate that OASIS achieves competitive
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segmentation accuracy compared to state-of-the-art methods, while
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significantly reducing computation time. Additionally, OASIS exhibits
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robustness against image artifacts and variations, making it suitable for
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wide range of applications in medical imaging and beyond. Overall, this
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paper presents a new approach to atlas-based image segmentation that
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addresses the limitations of traditional methods, and offers improved speed,
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accuracy, and robustness.
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example_title: example1
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- text: >-
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High school graduation is often looked upon as a milestone for students to
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celebrate as the end of a long educational journey. However, some school
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districts have begun allowing students to graduate a year early. Though this
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can be beneficial in certain cases, there are several compelling reasons why
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this practice should not be made universally available to all high school
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students. Most importantly, graduates who jump the gun and finish high
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school early could be missing out on valuable learning experiences. High
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school is a formative period and the curriculum is designed to prepare young
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adults for college or the workforce. Skipping ahead by a year could lead to
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students not having enough guidance or mentorship available while learning
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vital skills and life lessons. In addition, early graduation can leave
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students feeling unprepared for the world outside of high school. Not having
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the same college exposure as other peers or lacking the maturity that comes
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with an extra year of school can hold graduates back from success in the
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long-run. Graduating a year earlier than expected does not always mean
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students will attend college earlier; in fact, it could mean starting a
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career ill-equipped to handle all the responsibilities that come with being
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a full-time working adult. For these reasons, schools districts should not
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make it possible for all high school students to graduate a year early. The
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benefits may be enticing, but there are many potential downsides to
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consider.
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example_title: example2
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- text: >-
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Summer is a time of hanging out with friends at the beach and relaxing in
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the warm weather, but there is always something that swoops in to mess it
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up: a summer project. Summer projects are not all bad, for they are designed
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to ensure that students continue to learn during their three month getaway
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from school. However, who should design the summer project the student or
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the teacher? Summer projects should be teacher-designed because teachers
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have more experience with projects than students, and students will lean
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toward designing a quick and easy project. Teachers have had more encounters
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with school assigned projects in their lifetime than their students. Most
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teachers have college degrees. They have done the twelve plus years of
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primary school to graduate, and then gone on to college and done two to four
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more years to get their degree. Through all that schooling many projects
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have been assigned and completed. All of this gives teachers the proper
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experience and background to come up with a well designed summer project for
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their students. Just this past summer my computer system networking teacher,
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Mr. Generic_Name, assigned us a project. It was a review project
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incorporating all of the course material from my sophomore year that he did
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not want us to forget during the summer. I remember how well rounded of a
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project it was, so much so that I had to ask him how he come up with it. Mr.
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Generic_Name told me that the project was inspired by all the projects he
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encountered during his four years at William and Mary. Due to Mr.
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Generic_Name having plenty of experience with higher education projects, it
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allowed him to design a well developed summer project for my peers and I. I
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can only imagine the toddler like projects that would have been produced if
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my peers and I were allowed to design our summer projects instead of Mr.
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Generic_Name. More than likely if a student is given the opportunity to do
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less work they are going to take that opportunity. Throughout my years of
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high school I have seen this exact manner take place over and over.
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Students will take the easy way out by selecting courses that have a history
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of demanding very little from those enrolled. This same mannerism repeats
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itself once the student is enrolled in a course and it comes time to
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actually work. Just this past marking period my Math Analysis teacher, Mrs.
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Generic_Name, gave us a take home test for winter break. This test consisted
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of 47 problems. The more problems you did the higher grade you got, but
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students did not seem to take advantage of this. More than half of my class
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chose to only do 30 of the 47 problems. This was because completing 30 of
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the 47 problems earned the minimum for a passing grade, a 70 percent. My
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peers had full control of their grades and chose to only work for the
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minimum passing score so that the rest of their winter break would be free
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of math. This is what will occur if a student is allowed to design their own
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summer project. Once a student realizes that they get to design their
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project they will make it something simple, lousy, and childlike. The
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student will design something just good enough too pass, so that they can
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return to their more practical summer. Some argue that a student would be
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more inclined to do their project if they got to design it. However, this is
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not true as someone's interest in something does not determine whether they
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will do it or not, but their work ethic is the true determining factor.
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Summer projects serve a meaningful purpose; to make sure kids maintain
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learning and strengthening their brains even when school is out. Something
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with a strong purpose like that should not be taken lightly and should be
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handled by someone who can produce the best project. This is why summer
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projects should be teacher-designed, so that students can take away as much
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information as possible when the project is all said and done.
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example_title: example3
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metrics:
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- accuracy
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- f1
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name: RAID Benchmark Leaderboard
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url: https://raid-bench.xyz/leaderboard
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pipeline_tag: text-classification
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license: mit
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---
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# My LoRA Fine-Tuned AI-generated Detector
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