Topic Model
A concept map is a visual representation of ideas or concepts and their relationships. It consists of nodes, representing concepts; links, illustrating connections between these concepts; and themes, representing meaningful clusters of linked nodes. The map helps organize information hierarchically, showing how different ideas relate to one another and forming a structured representation of knowledge. Concept maps are valuable tools for brainstorming, planning, and conveying complex information in a clear and visual manner.
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Synopsis
Graph
The synopsis graph highlights prevalent terms extracted from the policy documents, emphasizing key themes such as students, utilization, and artificial intelligence (AI). These three focal points emerge as the primary topics frequently addressed throughout the articles.

Theme Summaries


The themes from the synopsis graph are described below using keywords and typical excerpts from the document set.
Theme: students

Hits: 8354

Concepts: students, course, assignments, work, practice, time, activities, feedback, better, best

prove students had cheated, though, was time consuming. A number of professors said they ran suspicious work through Turnitin’s new AI detector, although that is far from foolproof. · Asking more nuanced questions, beyond simple definitions and common comparisons, related to the course text, articles, media, or activities that may be unknown to or beyond the capabilities of current AI generators, · Having students complete assignments and assessments during class time, · Requiring students to submit drafts of their papers or projects before they submit their finished work, and · .Augmenting written papers with additional oral presentations, concept maps, group work, or case studies so that students can further demonstrate their understanding of the course objectives. Note: For the list in the second prompt, consider the following possibilities for what you might like feedback on: techniques, strategies, texts or other resources, assessments, feelings (Did students feel respected? Feel like they belonged?), the physical classroom, the time they had to complete work, etc.

Theme: AI

Hits: 7640

Concepts: Ai, data, systems, intelligence, available

AI systems use hardware, algorithms, and data to create “intelligence” to do things like make decisions, discover patterns, and perform some sort of action. AI is a general term and there are more specific terms used in the field of AI. Our call for attending to equity considerations as we evaluate AI models requires information about how discriminatory bias may arise in particular AI systems and what developers have done to address it. This can only be achieved with transparency for how the tools use datasets to achieve outcomes and what data they have available or that a teacher could include in her judgement but are not available to the system (IEP status is offered as an example above). UF IFAS Blogs on Artificial Intelligence UF IFAS Blogs on Artificial Intelligence The UF/IFAS Faculty AI Working Group is presenting a series of seminars from faculty across UF/IFAS as well as external speakers to build a robust scholarly community on artificial intelligence (AI) and data science. It will provide a platform for experts to share their latest research advancements in fundamental and applied AI and data science technologies for agriculture, natural resources, and human systems.

Theme: use

Hits: 7834

Concepts: use, tools, create, provide, information, research, ways

ChatGPT and other AI tools challenge us to understand, access, prompt, corroborate, and incorporate information in new ways. Educational experiences that help students develop these capabilities will equip them to use AI effectively. Generative AI is a rapidly evolving technology, and the University will continue to monitor developments and incorporate feedback from the Harvard community to update our guidelines accordingly. Initial guidelines for use of generative AI tools: · Protect confidential data: You should not enter data classified as confidential (Level 2 and above), including non-public research data, into publicly-available generative AI tools, in accordance with the University’s Information Security Policy. AI can be used in a variety of ways in college courses: practice language skills when learning another language; use to organize ideas in a first draft; finding and organizing information in research papers; generate opposing arguments for discussions; create questions for content knowledge self-assessments; use as personalized tutor for improving learning. Many colleges are incorporating AI applications to communicate with students.

Theme: teaching

Hits: 5110

Concepts: teaching, need, technology, policy, support, important, resources

In anticipation of new policies, the OVCR and Research IT Governance Committee will participate in efforts to develop appropriate guidelines, resources, and training curricula to help our faculty, staff, and trainees to leverage these exciting technologies now and in the future. We will continue to communicate with you as our efforts to support and enable the appropriate, rigorous, and trustworthy use of these exciting technologies progress. CWRU’s Teaching and Learning Technologies (TLT) division of UTech supports faculty by providing training and resources needed to integrate technology into their teaching in all formats. The team also has a number of resources to assist faculty in the design of courses in hybrid and online formats. Our CTI resources aim to provide support on what these tools are and how they work. We'll address common concerns and considerations in the context of AI, such as academic integrity, accessibility and ethical uses of the technology, and we'll explore practical applications and pedagogical strategies for teaching and assignment design as you determine what approaches and policies regarding AI are the right fit for your classes.

Theme: writing

Hits: 3586

Concepts: writing, example, process, ideas, different, thinking

One student reflected on how Elicit helped them expand their knowledge, saying, “Some of the ideas that Elicit gave me I had already thought of, but the ones that I didn’t have were outside my scope of thinking, which is really helping me start to expand on new ideas.” Another student shared that Elicit provided them with a “broader perspective about what details [they] should write about.” Ask students to demonstrate their process and reflect on their work. For example, they might annotate their solution to a novel problem or write a cover letter for their essay that introduces their ideas. First, it is important to remember that ChatGPT should be used as a tool for idea generation and grammar and syntax assistance. For example, you can input a topic or a writing prompt into ChatGPT and use the output to generate ideas and to understand different perspectives on the topic.

Theme: academic

Hits: 1488

Concepts: academic, integrity, following, school

Note: the Law School and the School of Medicine and Health Sciences maintain their own codes of academic integrity, so the guidance contained in this document does not apply to these schools. undergrad@northwestern.edu) or your appropriate school contact (/https://www.northwestern.edu/provost/policies-procedures/academic- integrity/counseling-and-contacts. integrity violation, and I will follow the institution’s policy to the letter in those

Theme: text

Hits: 1794

Concepts: text, content, language

One way is by its ability to absorb large amounts of text, distill it into easily comprehended language, and summarize its key points. None of the ChatGPT versions have the ability to access or browse external web content and are only “trained” on information prior to 2021, but all versions will allow you to cut and paste text into its “message” and request a summary of key points. The author generated this text in part with GPT-3, OpenAI’s large-scale languagegeneration model. Upon generating draft language, the author reviewed, edited, and revised the language to their own liking and takes ultimate responsibility for the content of this publication. Generative AI tools respond to user-submitted text with relevant content expressed in natural language. Many of these tools remember all text that a user has entered in an ongoing conversation, and they are capable of revising their responses when prompted.

Theme: Chatgpt

Hits: 3340

Concepts: Chatgpt, prompts, output

Prompt Engineering: Context and Specific Requests Teach students via “graduated” prompts how to be specific and detailed to maximize ChatGPT output. Search engines will look for keywords in websites or articles to match the search criteria you prompted. Unfortunately, unless ChatGPT is told this is a new, unrelated direction, the output is often colored by the earlier prompts in an unwelcome fashion. To obtain a “pure” output to a new question, it’s advisable to press the “new chat” button before any change of topic. a lie—almost as though the software was playing a version of the game Balderdash, where the point is to create realistically sounding words and definitions of things that might be completely invented. Assignments could be as simple as giving students the parameters of a ChatGPT prompt, and then asking them to evaluate how true each part of the output is. The actual output of the assignment in this case is less important than imparting the lesson of ChatGPT as a thesaurus. Sample ChatGPT prompts: weaknesses of ChatGPT’s output, making them less likely to use it for inappropriate cheating in other contexts. Sample ChatGPT prompts:

Theme: questions

Hits: 1452

Concepts: questions, topic, level

My primary goals are that the questions help students understand the big ideas behind the topic, engage thinking, and get students interested. The course is a (level) (Course subject) course, and the topic for the unit is (topic/critical idea). Questions to get at likely prior knowledge You are an expert survey designer with a strong understanding of the concept of how prior knowledge influences teaching and learning. What 10 questions could I ask (level) students about (unit topic) that would best help me get at useful prior knowledge my students might have that I could build on to help students connect with this topic? Prompt 1: Write a highly detailed, (number of days) inquiry-based learning unit plan for (grade level) on the topic of (topic). Use the "Inquiry Cycle" found here (https://www.

Theme: models

Hits: 1240

Concepts: models, human

Yet, the broad equity challenges of avoiding algorithmic discrimination while increasing community and cultural responsiveness must be approached within the four foundations we earlier outlined: human in the loop, equity, safety and effectiveness, and evaluation of AI models. We cannot expect AI models to respect cultural responsiveness. “Augmented intelligence is a design pattern for a human-centered partnership model of people and artificial intelligence (AI) working together to enhance cognitive performance, including learning, decision making, and new experiences.” 16 listening sessions warned that AI models are narrower than visions for human learning and that designing learning environments with these limits in mind remains very important. The models are also brittle and can’t perform well when contexts change. In addition, they don’t have the same “common sense” judgment that people have, often responding in ways that are unnatural or incorrect.26 Given the unexpected ways in which foundational models miss the mark, keeping humans in the loop remains highly important.

Theme: educational

Hits: 1100

Concepts: educational, higher, future

The role of ChatGPT in higher education: Benefits, challenges, and future research directions by Tareq Rasul et al, Journal of Applied Learning & Teaching, 6(1), April 5, 2023. · GPT detectors are biased against non-native English writers by Weixin Liang, Mert Yuksekgonul, Yining Mao, Eric Wu, James Zou, preprint, April 6, 2023 Moreover, the rapid pace of technological advancement in AI is making it difficult for institutions of higher education to keep up. Educators must ensure that their curriculums are up-to-date and that they are preparing students for the jobs of the future. can play a key role in informing and involving educators through its reports, events, outreach, and in a future NETP. Although examples above refer to K-12 teachers, higher education instructors must also be included.

Theme: specific

Hits: 972

Concepts: specific, skills, knowledge

Another concern is the impact of AI on the skills and knowledge required for success in the workforce. As AI takes over certain tasks, it is likely that the skills required for many jobs will change. accommodations do not extend to the knowledge, skills, or dispositions that can help you improve your skills and knowledge, but it cannot replace

Theme: sources

Hits: 492

Concepts: sources

See also additional sources, which include earlier articles. · Many thanks to Lauren Goodlad, Sarah Hood, Lee Nickoson, Marc Watkins, Mike Sharples, Perry Share, Gabriel Morrison, Holy Cross Center for Writing, Andrea Olinger, Carol Bailey, Jessica Jorgenson Borchert, Boris Steipe, Teresa Beacom, Tamara Tate, Naomi Aguiar, Nick Jackson, Janette Tilley, John Holland, Jenae Cohen, Heidi McKee, Garreth Heidt, Claire Frances, Giovanni Zimotti, Sean Craig, Esperanza. Román Mendoza, Carlos de Aldama Sanchez, Brian Greenough, Kevin Guidry, Miguel Morales, Lyn Steyne, Matthew Winslow, and Fiona Harvey for sharing sources.