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Regenerating
learning
experience with AI
9th AUGUST 2023
www.upm.edu.my
Assoc. Prof. Ts. Dr. Nurfadhlina Mohd Sharef
Faculty of Computer Science and Information Technology,
Universiti Putra Malaysia
nurfadhlina@upm.edu.my
1
Assoc. Prof. Ts. Dr.
Nurfadhlina Mohd Sharef
Intelligent Computing Research Group, Faculty of Computer Science and Information
Technology, Universiti Putra Malaysia.
nurfadhlina@upm.edu.my, 0126672504, https://sites.google.com/view/nurfadhlina
Affiliation:
1. Associate Professor, Department of Computer
Science, Faculty of Computer Science and
Information Technology, Universiti Putra Malaysia
(UPM).
2. Chairperson, Young Scientist Network-Academy of
Sciences Malaysia (YSN-ASM)
3. Committee Member, National Science Council (Majlis
Sains Negara)
4. Committee Member, Science, Technology and
Innovation Policy Advisory, Academy of Sciences
Malaysia (ASM)
5. Task Force Member, National Artificial Intelligence
Roadmap Implementation 2021-2025, MOSTI
6. Interim Research Associate, Malaysia Institute for
Ageing Research (MyAGEING), Universiti Putra
Malaysia.
7. Research Associate, Institute for Mathematical
Research (INSPEM), Universiti Putra Malaysia.
Data Analytics
1. Digitalisation and IoT for Precision
Biodiversity
2.COVID19 Vaccination Distribution Planning
and Tracking
3. BSH- LHDNM Analytics Dashboard for
Program Bantuan Kerajaan
4. National Integrated Cybersecurity Threat
Factor Profiling
5. Learning Analytics and Chatbot for
Personalized Learning
Machine Learning
1. Deep Recurrent Q-Network Approach for
Multi Objective Recommendation System
2. Interactive Machine Learning based on Deep
Reinforcement Learning and Generative
Adversarial Network Hybrid for Digital Twin
Research Interests
● Artificial Intelligence
● Data Science and Data Analytics
● Text Mining and Question Answering
● Recommender Systems
● eLearning
Text Mining
1.Online Reputation Meter
2.Evolving Multi-Granular Temporal
Abstraction Method to Improve Clinical
Data Analysis
3.Multi-Tasking based Deep Learning for
Tweets Analytics
4.Deep Attention Model For Review-
based Multi-Criteria Recommendation
System
5.Sequence-to-Sequence Based Natural
Answer Generation Models
2
1. Introduction to generative AI
2. Regenerating learning experience with
AI: hacks!
3. Generative AI for research purposes
4. Conclusion
3
Content
Type
Tool Application
Text Bard, ChatGPT, ChatSonic,
Claude, Jasper AI
Conversation in question
answering
Image Midjourney, DALL-E, picsart,
canva, pixlr
Image generation including
photos and artworks
Video InVideo, canva, Wibbitz,
pictory, Synthesia
Create short form video online
in minutes
Speech Whisper, Replicastudios AI voice actors
for games, film
& the metaverse
Audio Ampermusic, Veed, Murf Create your own songs and
compositions
5
Source: https://mazlanabbas.com/2023/05/05/transform-your-social-media-
content-with-the-power-of-midjourney-prompts/
TikTok Filter vs Midjourney prompts
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Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM
ChatGPT is disruptive to education!
We shouldn’t turn a blind eye to it!
Educators need to redesign the activities
and assessments in their teaching
Disruption in education: Have we learned our lesson?
2020. Online learning
2022. Generative AI
What’s next on the horizon?
9
10
Issues
1. False and misleading content? Disinformation typhoon by generating
toxic and biased output, and internet will be flooded with artwork that is
indistinguishable from its original
2. Disruption of labour market. Large parts of the creative workforce,
including commercial artists working in entertainment, video games,
advertising, and publishing, could lose their jobs because of generative AI
models. Advertising has the means not only to fund creators but also help
those of differing backgrounds find their careers in the industry. If we (or
even our clients without or input) look to robots to create their work, what
does that mean for them?
3. Ethical concerns. The datasets behind generative AI models are generally
scraped from the internet without seeking consent from living artists or work
still under copyright. Should the artists who created the image used to train
the AI get paid for this?
4. Authenticity and ownership. Would the art pieces generated by AI be
regarded authentic?How about writing that is composed with the assistance
of generative AI? Authors of a publication or an innovation is usually
considered accountable for their writing. Since AI is not an individual,
therefore the product should not be regarded as a valid contribution?
5. Reliability of intelligence. Generative AI systems are only as good as
their training data and may perpetuate biases or even generate and spread
misinformation. Evaluation metrics: Sensibleness and Specificity Average
(SSA), perplexity
1. Introduction to generative AI
2. Regenerating learning experience with
AI: hacks!
3. Generative AI for research purposes
4. Conclusion
11
How have you used ChatGPT?
What is your observations?
Have you found any pitfalls?
Open Mic
Centre for Academic Development (CADe), UPM
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Supervised fine tune step Mimic human preferences Proximal policy optimization
Centre for Academic Development (CADe), UPM
13
The fun is to join into the storm
Warm-Up: Play With the Tool
1. Go to https://chat.openai.com/
2. Think about an action that you want to
perform in your lesson. Post an
incomplete sentence or ask it an
explanation
3. What is your observation of its
response? Keep on interacting with it
Centre for Academic Development (CADe), UPM
14
Go to https://chat.openai.com/chat
1. Ask to create a lesson plan for a
topic
2. Specify that you want to conduct
group work among students
3. If you want the student to self-learn,
what needs to be changed?
4. What tips should you give to them
to complete the work?
1. Generate questions about the topic
2. Make the question harder
3. Change to multiple choice
questions
4. What are the answers to those
questions?
5. Create a rubric for this assessment
Centre for Academic Development (CADe), UPM
15
ChatGPT understands
dialect!
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Centre for Academic Development (CADe), UPM
Type Application Function
Text ChatGPT 1. Generates answers to information
searches based on entered text
2. Generate program code
Perplexity.ai 1. Generates answers to information
searches based on entered text
2. Links to reference articles
3. List of questions related to
information search
ResearchRabbit 1. Generates answers to information
searches based on entered text
2. List of articles related to information
search
Elicit 1. Generates answers to information
searches based on entered text
2. List of articles related to information
search
3. Formulate an abstract
4. Generate and suggest specific
questions related to selected
articles
5. In-depth questions and answers for
selected articles
Typeset.io
Image Midjourney 1. Generate images based
on text content entered
or based on image
editing options such as
subject, scenario and
style
Freepik 1. Generate images based
on text content entered
or based on image
editing options such as
subject, scenario and
style
Video Elai.io 1. Generate video based
on template selection,
storyboard input or PDF
file.
2. Update videos based
on edits by users on
generated videos
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Humanising and democratising fair and responsible AI
for education
● How can AI be leveraged to
enhance education?
● How can AI be best exploited for
the common good in education?
● How can we ensure the ethical,
inclusive and equitable use of AI
in education?
● How can education prepare
humans to live and work with AI?
, UPM
18
19
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The use of ChatGPT in teaching and learning
1. Create lesson plans
2. Question answering
3. Text classification
4. Get fresh creative ideas or advise
for a refined thought
5. Create rubrics of assessments
6. Translate sentences
7. Compose a write up (e.g social
media posts, product review,
promotional copywriting)
8. Summarize text
9. Text completion
10. Get generated text in a particular
style (eg a 7-year old
understanding vs 27 years old)
21
You can keep on interacting with ChatGPT,
ask it to refine and personalise your request!
Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM
Generative AI to support student struggles
● Brainstorming
● Research and project
ideas
● Topic summarization
● Writing tools
● Test preparation
● Subject and career
exploration
● Resume
enhancement
● Interview preparation
● Portfolio
development and
evaluation
● Study guides
The world’s citizens need to understand what the impact of AI might
be, what AI can and cannot do, when AI is useful, when its use
should be questioned, and how it might be steered for the public
good (UNESCO International Forum on AI and the Futures of Education under the theme of
Developing Competencies for the AI Era).
This requires everyone to achieve some level of competency with regard
to AI, including knowledge, understanding, skills, and value orientation.
Together, these might be called ‘AI literacy’.
Source:
https://unesdoc.unesco.org/ark:/
48223/pf0000380602
2022
AI literacy comprises both data literacy, or the ability to
understand how AI collects, cleans, manipulates, and analyses
data; and algorithm literacy, or the ability to understand how AI
algorithms find patterns and connections in the data, which might
be used for human-machine interactions.
AI Literacy =
Data Literacy +
Algorithm
Literacy
23
26th June 2023
13th Feb 2023
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The positive effect from ChatGPT disruption on university’s
role to produce quality students
1. Focus on ability of the
students to
communicate clearly,
coherently and
confidently
a. stop hiding behind
lengthy reports
with pages of
appendices and
truly think about
how to condense
and articulate their
report’s content in
a dialogue that can
evolve their
thoughts.
2. Importance of experiential learning
a. Switch to “live” problems
that are evolving in class,
and stop feeding students
problems from the past.
b. learning happens in real
time with the assistance
of AI. We must focus on
providing students with
hands-on, experiential
learning opportunities.
c. Assessments should be
increasingly based on
creation, like producing
practical artefacts.
3. Assessing the quality of the process
a. students will have to work together, but this
doesn't mean merely forming groups and
splitting up the work.
b. how students interact with one another.
Are they able to collaborate effectively and
efficiently? Do they demonstrate
professionalism, maturity and respect for
one another? Have they developed a set of
protocols that allow them to work
harmoniously and productively together?
c. As we shift to a more dialogue-based
approach to learning, the assessment will
be about the quality of the process rather
than simply the outcome. Ultimately, it is
time for students to demonstrate that they
can apply the principles upon which our
cultures and civilisations are built: to work
together despite differences and diversity
Src: https://newsroom.unsw.edu.au/news/business-law/charting-new-course-university-
education-age-chatgpt?fbclid=IwAR1_bVk5BlUWo4Fr69-
5w3wHnTeqexbuJ5oxRu0m0SLLMjnc7b2ecgIrqVc_aem_ARIuRjvCTjuC1PnjOdExO3nNFIvy
3LneMCkk-icBjW9cowCFjegFWiE_X0weKw36Qb-
GUo8fUg4lCgyw70n3cdLULJrccwVVtP7d1mtZf5MM0BSFRwICpJYukl_nb_Vbf20
25
26
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1. Introduction to generative AI
2. Regenerating learning experience with
AI: hacks!
3. Generative AI for research purposes
4. Conclusion
28
Example prompts to refine the quality of your interaction with ChatGPT
1. Revise this piece of text to be more [clear, shorter, elaborated, concise, simple, complex, humorous]
2. Edit this paragraph for grammar
3. Generate some write up on the [topic] that meets the following criteria [paste criteria].
4. Rewrite this text in the style of [style name]
5. Summarize the [topic] in 50 words or less.
6. Write step-by-step directions for [topic]
7. I need further details than the above.
8. Give me more explanation. Focus on [specific]
9. Based on the following [criteria], give me 5 specific facts for [info]
10. Rewrite this email so it is more [ADJECTIVE] [PASTE EMAIL DRAFT]
11. Write a thank you email to a family member who [WAY THEY HELPED]
12. Describe [TOPIC] in detail
13. Write 10 discussion questions to talk about [TOPIC]
14. Write a model essay on [TOPIC] that includes [FEATURES]
15. Write a song in the style of [ARTIST/GENRE] that teaches students about [TOPIC]
16. Explain the process of [TASK] in [NUMBER] steps
17. Condense this into just [NUMBER] steps [PASTE TEXT]
18. Create a survey to see what [GRADE LEVEL] students would be most interested in learning about [TOPIC]
19. Provide some examples of open-ended questions to include in a student survey about [TOPIC]
20. Can you suggest some interactive games or activities that can help reinforce learning in [TOPIC]?
29
You can keep on interacting with
ChatGPT, ask it to refine and
personalise your request!
Practical tips for ChatGPT usage to support activity
Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM
30
Practical tips for ChatGPT usage to support assessment
Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM
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Guides for educators to embrace ChatGPT in activities
1. Allow students to use ChatGPT and have a discussion on the rules of its usage.
2. Practice retrieval and other memorisation activities that specify certain time, topic or activities
conducted previously to ensure students take effort to understand and analyze any references they have
utilized.
3. Create more collaborative and discussion activities. When students discuss, they do so from their own
working and long-term memory. Sure, they can look up quick answers, but to carry on a conversation, most
of the work comes from their own thinking. After a discussion, students can recap the discussion and share
their reflections about it ... and that's much harder to do with a bot.
4. Emphasize experiential learning and engage students in personalized elaboration that relate to their
local surroundings and routines. Let students demonstrate what they have learnt. Asking students to bring
in ideas, evidence, perspectives, and data from contemporary or personal events or geographical contexts
will make it more difficult (although not impossible) for them to just ask an AI to write their assignment.
5. Conduct activity that requires students to use ChatGPT to answer questions related to a topic, and
experiment to identify questions that can’t be answered. This will let the students think critically and
dive deeper into the topic.
32
Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM
1st experience in my course
1. Students said that the questions
are tough. Students manage to
complete a (quite challenging)
task i assigned them
2. Students are happy that they can
use ChatGPT to obtain some
answers. They said that they
also mix with some other
references eg slides and
website. This increase their
confidence and becomes a
substance for me to engage in a
conversation with them
3. The collaborative and
experiential learning has
enabled everyone in the class to
identify the criteria beyond the
existing literature → this is PURE
and authentic learning!
33
Menggunakan Kecerdasan Buatan Generatif (KBG) dalam Pengajaran Kaedah Penyelidikan
Senario ini menunjukkan langkah-langkah penggunaan alatan KBG bagi aktiviti pembelajaran berkumpulan secara flipped classroom. Pelajar telah
diberi arahan terlebih dahulu untuk mengenal pasti topik berkaitan bidang penyelidikan yang mereka minat.
Langkah 1: Pensyarah memberikan arahan berikut:
a) Form a team of three and share to each other about the topic that you are interested in. Explain why the topic is important and
what motivates you to research on it.
b) Each person needs to identify one KBG tool for assisting literature review eg ChatGPT, Elicit, Perplexity, Typeset.io.
c) Then, each person needs to choose any of the topic that other members in the team has shared. Each person needs to use a
minimum of 3 KBG tools to find 3 papers in the topic. Get a summary on each paper and identify their similarities and
differences. Detect if there is any contradiction in the explanation by each tool.
d) Next, discuss about your findings with the other members in the group. Analyse and discuss if there is any inaccurate information
that is being generated in the works you have done using the topic assigned to you, and the topic that you were interested in.
e) Be prepared to share your reflection on this activity with your classmates.
Langkah 2: Pensyarah memerhatikan perbincangan berkumpulan yang dilaksanakan, dan kaedah penggunaan KBG.
Langkah 3: Pensyarah mendengar dan memberi respon kepada refleksi pelajar. Pensyarah membincangkan ketepatan dan kesesuaian kaedah
perolehan maklumat yang dilaksanakan oleh pelajar. Pensyarah membantu pelajar membuat kesimpulan kaedah sintesis maklumat yang boleh
dipercayai dan selamat diamalkan bagi penyelidikan bersistematik.
34
Menggunakan Kecerdasan Buatan Generatif (KBG) dalam Pengajaran Melibatkan Pengaturcaraan (Contoh kursus:
Rekabentuk dan Analisis Algoritma)
Di dalam senario ini, pensyarah telah menggalakkan penggunaan alatan KBG bagi membantu pelajar membuat persediaan pembelajaran dan ulangkaji. Pensyarah
juga maklum bahawa pelajar menggunakan alatan KBG secara intensif bagi melaksanakan projek yang melibatkan pengaturcaraan. Pensyarah perlu mengenal
pasti penguasaan reka bentuk dan analisis algoritma di kalangan pelajar. Langkah-langkah di bawah boleh dilaksanakan bagi memastikan pelajar membuat
demonstrasi pemahaman mereka.
Langkah 1: Pensyarah mengarahkan pelajar membuat persediaan untuk menunjukkan kemajuan pembangunan projek reka bentuk algoritma.
Langkah 2: Semasa sesi pembentangan kemajuan pembangunan projek, pensyarah boleh mengajukan beberapa soalan seperti berikut yang memfokuskan kepada
minat dan pengalaman pelajar di dalam melaksanakan projek:
a) Mengapakah kumpulan anda memilih algoritma ini?
b) Apakah permasalahan yang dapat diselesaikan oleh algoritma ini?
c) Apa yang menyebabkan kumpulan anda merasakan projek ini penting dan dapat memberikan impak yang baik?
d) Apakah kelebihan pendekatan algoritma yang dibangunkan berbanding algoritma lain?
e) Apakah perkara yang paling menyenangkan sepanjang pembangunan projek ini?
f) Apakah perkara yang paling sulit sepanjang pembangunan projek ini?
Langkah 3: Pensyarah mengarahkan pelajar membuat persediaan untuk menyampaikan pembentangan projek yang telah disiapkan. Selepas pembentangan,
pensyarah boleh mengajukan beberapa soalan berikut atau mengarahkan pelajar menyediakan jawapan bertulis bagi memastikan mreka telah memberikan
perhatian kepada pembentangan semua kumpulan. Tugasan ini boleh dilaksanakan secara berkumpulan atau secara individu. Tugasa ini juga boleh dilaksanakan
dalam format jigsaw puzzle, di mana pelajar setiap kumpulan diagihkan kepada kumpulan-kumpulan lain, bagi membentuk kumpulan baharu yang terdiri daripada
seorang ahli daripada semua kumpulan di dalam kelas tersebut.
a) Apakah perbezaan pendekatan yang kumpulan anda ambil berbanding kumpulan lain?
b) Kumpulan mana yang paling menarik minat anda? Mengapa?
c) Pilih satu kumpulan dan berikan cadangan penambahbaikan yang boleh mereka laksanakan?
d) Apakah kesimpulan yang boleh anda berikan tentang ciri-ciri reka bentuk algoritma yang baik, berdasarkan pembentangan yang disampaikan?
e) Jika anda diberi peluang, apakah penambahbaikan yang ingin anda laksanakan di dalam projek kumpulan anda? Mengapa?
Langkah 4: Pensyarah mengajukan persoalan tentang pengalaman pelajar menggunakan alatan KBG bagi melengkapkan projek dan tugasan lain di dalam kursus.
Pensyarah mendengar dan mengenal pasti alatan KBG yang digunakan pelajar.
Langkah 5. Pensyarah mengajukan persoalan tentang implikasi alatan KBG kepada kerjaya pengaturcara untuk dibahaskan oleh pelajar, bagi mengenal pasti
kekuatan kemahiran pengaturcara sebagai seseorang individu terlatih di dalam bidang sains komputer, berbanding pengguna yang menggunakan alatan KBG bagi
menjakan aturcara tanpa pemahaman mendalam. Pensyarah mendengar input pelajar dan memberikan ulasan.
35
Observation on student quality from using ChatGPT in
assignment and project
1. ChatGPT becomes a catalyst for inquiry based learning! Prompting becomes a new skill. As the student
rephrase and formulate further prompts, they are actually thinking deeper about the topic and identify what they
need (self-regulated learning and support for self-instructional materials completion)
2. Students are more inquisitive, sparking creativity and building deeper interest in the subject
3. Student are also aware of the opportunities and threats that ChatGPT has brought. They know the
limitations of ChatGPT too and how a good programmer stands out even ChatGPT and non-trained
programmers can generate code from it
4. Students need guidance and monitoring (various activities can be conducted to allow for authentic learning
attainment) -> we need to scaffold, mentor, and be prepared to redesign assessments and activities
5. Lecturers should be ready for an agile teaching strategies -> focus on higher order thinking, eg let the
students to critique the answers by ChatGPT as a deep discourse on the subject matter. Socratic mindset need
to be emphasised!)
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ChatGPT can help in preparing (questions, answers,
rubrics), and marking assignments too
38
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Assessment questions that were considerably
challenging and suitable for assignment SHOULD
NOW be REVAMPED!
Especially when you can identify that a
straightforward answer is readily available by
ChatGPT.
We dont want to end up marking ChatGPT’s
answer! Our job is to educate the students.
Therefore, we need to adapt and incorporate
ChatGPT in assessment preparation,
implementation, marking, and feedback.
Educator’s role is now more important than ever. We must make sure that the students are aware on the
opportunities and challenges that the boom of AI has brought for them.
They must make sure that they stay competent, resourceful and valuable.
40
Generative AI tools such as ChatGPT
can be very useful to help you:
● Understand complex concepts by
explaining them in simpler terms
● Apply critical, creative and
reflective thinking skills by
generating and evaluating your
prompts and the accuracy and
relevance of the output
● Improve your written
communication skills by refining
your language and style
● Prepare for assessments by
generating quizzes with answers
to practice with.
41
Students caution
for ChatGPT
usage
Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM
● Blindly trust AI-generated
information (facts cannot be
taken as-is as inaccurate
information may have been
generated)
● Ask AI software to write essays
for you
● Violate your university’s
academic integrity policy
● Submit output generated by AI
tools as your own work
● Not properly acknowledging
use of output from AI tools
42
Students caution
for ChatGPT
usage
Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM
Vicious versus virtuous loops
Generates
response
Give questions
Prompts Submits
Grades
Give questions
Generates
response
Prompts
Feedback
Submits-feedback-revises
Grades
Grades may not reflect student mastery
because ChatGPT short circuits student effort.
Grades reflect student mastery since ChatGPT
engages students in productive struggle.
43
Src: Wan Mohd Aimran Wan Mohd Kamil, UKM
ChatGPT
can
easily be
tricked!
44
Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM
Limitations of ChatGPT?
• It is not creative in a human sense.
• It is not self-aware.
• It summarises information without providing
references to sources or citations.
• It cannot judge when information is correct or not.
• It does not possess critical thinking skills.
• It has been trained using online content which only
existed prior to 2022.
• It has biases inherent from its programmers and
users.
• It cannot hold copyright or be assigned intellectual
property.
• It is not able to make ethical decisions or value
judgments.
• It is prone to ‘hallucinations’, meaning that it
sometimes fabricates facts and makes errors in
reasoning.
Centre for Academic Development (CADe)
Only (a) is
correct, but
ChatGPT got
it wrong, most
probably
because the
logic is wrong.
Both answers
are correct,
and ChatGPT
got it correct
Clustering is an unsupervised learning. Look at the
answer generated. According to the rules of Truth
table, yes ^ no = no. But in ChatGPT the reasoning
needs some work. This is an example how we as a
human educator could tune our way of assessing
students. Rather than asking straight forward fact
(which is lower level of Bloom taxonomy), we could
test their analysis level eg C4
45
How to detect GPT?
Educators need to redesign the activities and
assessments in their teaching (as advised in
UPM’s guide for ChatGPT in teaching and
learning). For detecting ChatGPT, several
tools can be used:
https://x.writefull.com/gpt-detector
https://detector.dng.ai
https://gptzero.me
https://writer.com/ai-content-detector/
46
Centre for Academic Development and Leadership Excellence (CADe-Lead) , UPM
How to detect if its ChatGPT’s?
47
https://www.insidehighered.com/news/tech-
innovation/artificial-intelligence/2023/06/30/harvard-rolls-out-
ai-help-free-tas-time
49
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1. Introduction to generative AI
2. Regenerating learning experience with
AI: hacks!
3. Generative AI for research purposes
4. Conclusion
52
Generative AI for research purposes
✓ Automate paper summary
✓ Suggested link to related
papers
✓ Suggested questions to dig
further (eg critique to the
papers, main contribution, the
data used)
✓ Answer to questions about
the paper in seconds!
✓ Paraphrase
✓ Generate code and do
experiment in the cloud
53
✓ answer engine that uses large language models to provide precise answers to questions
✓ Brainstorming ideas https://sharegpt.com/c/P8SVXSd eg concepts, research design, questionnaire
✓ Concept clarification https://sharegpt.com/c/tILvQvv
✓ Generate hypothesis and create synthetic data for piloting solutions
https://chat.openai.com/share/bec6c770-0de0-4c8a-8c7b-f265ef9cb257
✓ Get drafts, outline, summarization and refinement of text
✓ Generate and get correction of coding
✓ Run multiple experiments with different input prompts, parameters, or even variations of the model
(if available). Record the model's responses and interactions to analyze later.
✓ does not give authentic references to papers
ChatGPT
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✓ answer engine that uses large language models to provide precise
answers to questions
✓ more comprehensive and accurate answers than traditional search
engines
✓ encourages follow-up questions
✓ automatically list related questions
✓ provide references and links in the answer
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✓ LR assistant
✓ Automate paper summary as insights
✓ Auto-generate questions to dig further
✓ Customise questions to directly get answers
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A
summarized
insights for
top 5 paper
is provided
A
summarized
insights per
paper is
provided
64
When you click the paper, scispace will display the paper summary, explain maths and offer a copilot to
suggest questions for you to dig further
65
You may choose existing follow up questions or specify a new question and get answers in seconds!
66
✓ Abstract summary
✓ Custom questions
✓ Add info for the paper
67
68
69
70
71
✓ literature mapping tool
✓ suggest links of relevant papers
✓ optimise your time searching for references
72
73
✓ citation analysis
✓ ChatGPT of science
✓ extract text
74
75
76
77
78
79
Generative AI should be used with caution as it does not
necessarily understands deep context
1. Introduction to generative AI
2. Regenerating learning experience with
AI: hacks!
3. Generative AI for research purposes
4. Conclusion
80
My reflection based on usage of ChatGPT for 1 sem
1. ChatGPT provides personalized support to students (24/7 available tutor)
2. Users still need to have good foundation in the area that he/she search using ChatGPT, so inaccurate
data can be detected
3. Students need to be taught on how to be responsible learners. We need to be a role model to them!
(instead of us assuming they have learnt since they come out with long answers, while actually they only
copy-paste from ChatGPT). Listen to their reflection, and motivate them by interacting further allow us to
have a deep understanding and build connections with them
4. Lecturers need to unlearn and relearn (ChatGPT sometimes are better instructors. We need to leverage
this tech to make ourselves better)
5. Effort still counts for BIG TIME! Students who use ChatGPT as a tool for quality productive learning
struggle gain multiple times benefit. They become stronger thinker, acquire more knowledge, more
confident
82
Takeaway message
1. By automating tasks that are time-consuming and repetitive, generative AI
allows research professionals to focus on what they do best — creating new
knowledge and exploring new ideas.
2. Because of the capabilities of artificial intelligence, institutions will need to
rethink how they evaluate student learning; “in a more dynamic way, as
opposed to static summative assessments or submission of essays
3. Emerging competencies are on resourcefulness and how to leverage tools to
be more productive.
4. Educator’s role is even more important now.. To ensure the students are
prepared for their unforeseen future. They need to be resilient. Focus on
critical thinking, communication, creativity, collaboration, and citizenship
83
1. Steer AI-and-education policy development and practices towards protecting human rights
and equipping people with the values and skills needed for sustainable development and
effective human-machine collaboration in life, learning and work;
2. Ensure that AI is human-controlled and centred on serving people, and that it is deployed
to enhance capacities for students and teachers.
3. Design AI applications in an ethical, non-discriminatory, equitable, transparent and
auditable manner; and monitor and evaluate the impact of AI on people and society
throughout the value chains.
4. Foster the human values needed to develop and apply AI.
5. Analyse the potential tension between market rewards and human values, skills, and
social well-being in the context of AI technologies that increase productivity.
6. Define values that prioritize people and the environment over efficiency, and human
interaction over human-machine interaction.
7. Foster broad corporate and civic responsibility for addressing the critical societal issues
raised by AI technologies (such as fairness, transparency, accountability, human rights,
democratic values, bias, and privacy).
8. Ensure that people remain at the core of education as an implicit part of the technology
design; and protect against automating tasks without identifying and compensating for the
values of current practices.
84
Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM
Please be
welcomed to join!
85
THANKS!
www.upm.edu.my
Nurfadhlina Mohd Sharef
nurfadhlina@upm.edu.my
86

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Regenerating learning experience with AI

  • 1. Regenerating learning experience with AI 9th AUGUST 2023 www.upm.edu.my Assoc. Prof. Ts. Dr. Nurfadhlina Mohd Sharef Faculty of Computer Science and Information Technology, Universiti Putra Malaysia nurfadhlina@upm.edu.my 1
  • 2. Assoc. Prof. Ts. Dr. Nurfadhlina Mohd Sharef Intelligent Computing Research Group, Faculty of Computer Science and Information Technology, Universiti Putra Malaysia. nurfadhlina@upm.edu.my, 0126672504, https://sites.google.com/view/nurfadhlina Affiliation: 1. Associate Professor, Department of Computer Science, Faculty of Computer Science and Information Technology, Universiti Putra Malaysia (UPM). 2. Chairperson, Young Scientist Network-Academy of Sciences Malaysia (YSN-ASM) 3. Committee Member, National Science Council (Majlis Sains Negara) 4. Committee Member, Science, Technology and Innovation Policy Advisory, Academy of Sciences Malaysia (ASM) 5. Task Force Member, National Artificial Intelligence Roadmap Implementation 2021-2025, MOSTI 6. Interim Research Associate, Malaysia Institute for Ageing Research (MyAGEING), Universiti Putra Malaysia. 7. Research Associate, Institute for Mathematical Research (INSPEM), Universiti Putra Malaysia. Data Analytics 1. Digitalisation and IoT for Precision Biodiversity 2.COVID19 Vaccination Distribution Planning and Tracking 3. BSH- LHDNM Analytics Dashboard for Program Bantuan Kerajaan 4. National Integrated Cybersecurity Threat Factor Profiling 5. Learning Analytics and Chatbot for Personalized Learning Machine Learning 1. Deep Recurrent Q-Network Approach for Multi Objective Recommendation System 2. Interactive Machine Learning based on Deep Reinforcement Learning and Generative Adversarial Network Hybrid for Digital Twin Research Interests ● Artificial Intelligence ● Data Science and Data Analytics ● Text Mining and Question Answering ● Recommender Systems ● eLearning Text Mining 1.Online Reputation Meter 2.Evolving Multi-Granular Temporal Abstraction Method to Improve Clinical Data Analysis 3.Multi-Tasking based Deep Learning for Tweets Analytics 4.Deep Attention Model For Review- based Multi-Criteria Recommendation System 5.Sequence-to-Sequence Based Natural Answer Generation Models 2
  • 3. 1. Introduction to generative AI 2. Regenerating learning experience with AI: hacks! 3. Generative AI for research purposes 4. Conclusion 3
  • 4.
  • 5. Content Type Tool Application Text Bard, ChatGPT, ChatSonic, Claude, Jasper AI Conversation in question answering Image Midjourney, DALL-E, picsart, canva, pixlr Image generation including photos and artworks Video InVideo, canva, Wibbitz, pictory, Synthesia Create short form video online in minutes Speech Whisper, Replicastudios AI voice actors for games, film & the metaverse Audio Ampermusic, Veed, Murf Create your own songs and compositions 5
  • 7. 7
  • 8. Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM
  • 9. ChatGPT is disruptive to education! We shouldn’t turn a blind eye to it! Educators need to redesign the activities and assessments in their teaching Disruption in education: Have we learned our lesson? 2020. Online learning 2022. Generative AI What’s next on the horizon? 9
  • 10. 10 Issues 1. False and misleading content? Disinformation typhoon by generating toxic and biased output, and internet will be flooded with artwork that is indistinguishable from its original 2. Disruption of labour market. Large parts of the creative workforce, including commercial artists working in entertainment, video games, advertising, and publishing, could lose their jobs because of generative AI models. Advertising has the means not only to fund creators but also help those of differing backgrounds find their careers in the industry. If we (or even our clients without or input) look to robots to create their work, what does that mean for them? 3. Ethical concerns. The datasets behind generative AI models are generally scraped from the internet without seeking consent from living artists or work still under copyright. Should the artists who created the image used to train the AI get paid for this? 4. Authenticity and ownership. Would the art pieces generated by AI be regarded authentic?How about writing that is composed with the assistance of generative AI? Authors of a publication or an innovation is usually considered accountable for their writing. Since AI is not an individual, therefore the product should not be regarded as a valid contribution? 5. Reliability of intelligence. Generative AI systems are only as good as their training data and may perpetuate biases or even generate and spread misinformation. Evaluation metrics: Sensibleness and Specificity Average (SSA), perplexity
  • 11. 1. Introduction to generative AI 2. Regenerating learning experience with AI: hacks! 3. Generative AI for research purposes 4. Conclusion 11
  • 12. How have you used ChatGPT? What is your observations? Have you found any pitfalls? Open Mic Centre for Academic Development (CADe), UPM 12
  • 13. Supervised fine tune step Mimic human preferences Proximal policy optimization Centre for Academic Development (CADe), UPM 13
  • 14. The fun is to join into the storm Warm-Up: Play With the Tool 1. Go to https://chat.openai.com/ 2. Think about an action that you want to perform in your lesson. Post an incomplete sentence or ask it an explanation 3. What is your observation of its response? Keep on interacting with it Centre for Academic Development (CADe), UPM 14
  • 15. Go to https://chat.openai.com/chat 1. Ask to create a lesson plan for a topic 2. Specify that you want to conduct group work among students 3. If you want the student to self-learn, what needs to be changed? 4. What tips should you give to them to complete the work? 1. Generate questions about the topic 2. Make the question harder 3. Change to multiple choice questions 4. What are the answers to those questions? 5. Create a rubric for this assessment Centre for Academic Development (CADe), UPM 15
  • 16. ChatGPT understands dialect! 16 Centre for Academic Development (CADe), UPM
  • 17. Type Application Function Text ChatGPT 1. Generates answers to information searches based on entered text 2. Generate program code Perplexity.ai 1. Generates answers to information searches based on entered text 2. Links to reference articles 3. List of questions related to information search ResearchRabbit 1. Generates answers to information searches based on entered text 2. List of articles related to information search Elicit 1. Generates answers to information searches based on entered text 2. List of articles related to information search 3. Formulate an abstract 4. Generate and suggest specific questions related to selected articles 5. In-depth questions and answers for selected articles Typeset.io Image Midjourney 1. Generate images based on text content entered or based on image editing options such as subject, scenario and style Freepik 1. Generate images based on text content entered or based on image editing options such as subject, scenario and style Video Elai.io 1. Generate video based on template selection, storyboard input or PDF file. 2. Update videos based on edits by users on generated videos 17
  • 18. Humanising and democratising fair and responsible AI for education ● How can AI be leveraged to enhance education? ● How can AI be best exploited for the common good in education? ● How can we ensure the ethical, inclusive and equitable use of AI in education? ● How can education prepare humans to live and work with AI? , UPM 18
  • 19. 19
  • 20. 20
  • 21. The use of ChatGPT in teaching and learning 1. Create lesson plans 2. Question answering 3. Text classification 4. Get fresh creative ideas or advise for a refined thought 5. Create rubrics of assessments 6. Translate sentences 7. Compose a write up (e.g social media posts, product review, promotional copywriting) 8. Summarize text 9. Text completion 10. Get generated text in a particular style (eg a 7-year old understanding vs 27 years old) 21 You can keep on interacting with ChatGPT, ask it to refine and personalise your request! Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM
  • 22. Generative AI to support student struggles ● Brainstorming ● Research and project ideas ● Topic summarization ● Writing tools ● Test preparation ● Subject and career exploration ● Resume enhancement ● Interview preparation ● Portfolio development and evaluation ● Study guides
  • 23. The world’s citizens need to understand what the impact of AI might be, what AI can and cannot do, when AI is useful, when its use should be questioned, and how it might be steered for the public good (UNESCO International Forum on AI and the Futures of Education under the theme of Developing Competencies for the AI Era). This requires everyone to achieve some level of competency with regard to AI, including knowledge, understanding, skills, and value orientation. Together, these might be called ‘AI literacy’. Source: https://unesdoc.unesco.org/ark:/ 48223/pf0000380602 2022 AI literacy comprises both data literacy, or the ability to understand how AI collects, cleans, manipulates, and analyses data; and algorithm literacy, or the ability to understand how AI algorithms find patterns and connections in the data, which might be used for human-machine interactions. AI Literacy = Data Literacy + Algorithm Literacy 23
  • 24. 26th June 2023 13th Feb 2023 24
  • 25. The positive effect from ChatGPT disruption on university’s role to produce quality students 1. Focus on ability of the students to communicate clearly, coherently and confidently a. stop hiding behind lengthy reports with pages of appendices and truly think about how to condense and articulate their report’s content in a dialogue that can evolve their thoughts. 2. Importance of experiential learning a. Switch to “live” problems that are evolving in class, and stop feeding students problems from the past. b. learning happens in real time with the assistance of AI. We must focus on providing students with hands-on, experiential learning opportunities. c. Assessments should be increasingly based on creation, like producing practical artefacts. 3. Assessing the quality of the process a. students will have to work together, but this doesn't mean merely forming groups and splitting up the work. b. how students interact with one another. Are they able to collaborate effectively and efficiently? Do they demonstrate professionalism, maturity and respect for one another? Have they developed a set of protocols that allow them to work harmoniously and productively together? c. As we shift to a more dialogue-based approach to learning, the assessment will be about the quality of the process rather than simply the outcome. Ultimately, it is time for students to demonstrate that they can apply the principles upon which our cultures and civilisations are built: to work together despite differences and diversity Src: https://newsroom.unsw.edu.au/news/business-law/charting-new-course-university- education-age-chatgpt?fbclid=IwAR1_bVk5BlUWo4Fr69- 5w3wHnTeqexbuJ5oxRu0m0SLLMjnc7b2ecgIrqVc_aem_ARIuRjvCTjuC1PnjOdExO3nNFIvy 3LneMCkk-icBjW9cowCFjegFWiE_X0weKw36Qb- GUo8fUg4lCgyw70n3cdLULJrccwVVtP7d1mtZf5MM0BSFRwICpJYukl_nb_Vbf20 25
  • 26. 26
  • 27. 27
  • 28. 1. Introduction to generative AI 2. Regenerating learning experience with AI: hacks! 3. Generative AI for research purposes 4. Conclusion 28
  • 29. Example prompts to refine the quality of your interaction with ChatGPT 1. Revise this piece of text to be more [clear, shorter, elaborated, concise, simple, complex, humorous] 2. Edit this paragraph for grammar 3. Generate some write up on the [topic] that meets the following criteria [paste criteria]. 4. Rewrite this text in the style of [style name] 5. Summarize the [topic] in 50 words or less. 6. Write step-by-step directions for [topic] 7. I need further details than the above. 8. Give me more explanation. Focus on [specific] 9. Based on the following [criteria], give me 5 specific facts for [info] 10. Rewrite this email so it is more [ADJECTIVE] [PASTE EMAIL DRAFT] 11. Write a thank you email to a family member who [WAY THEY HELPED] 12. Describe [TOPIC] in detail 13. Write 10 discussion questions to talk about [TOPIC] 14. Write a model essay on [TOPIC] that includes [FEATURES] 15. Write a song in the style of [ARTIST/GENRE] that teaches students about [TOPIC] 16. Explain the process of [TASK] in [NUMBER] steps 17. Condense this into just [NUMBER] steps [PASTE TEXT] 18. Create a survey to see what [GRADE LEVEL] students would be most interested in learning about [TOPIC] 19. Provide some examples of open-ended questions to include in a student survey about [TOPIC] 20. Can you suggest some interactive games or activities that can help reinforce learning in [TOPIC]? 29 You can keep on interacting with ChatGPT, ask it to refine and personalise your request!
  • 30. Practical tips for ChatGPT usage to support activity Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM 30
  • 31. Practical tips for ChatGPT usage to support assessment Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM 31
  • 32. Guides for educators to embrace ChatGPT in activities 1. Allow students to use ChatGPT and have a discussion on the rules of its usage. 2. Practice retrieval and other memorisation activities that specify certain time, topic or activities conducted previously to ensure students take effort to understand and analyze any references they have utilized. 3. Create more collaborative and discussion activities. When students discuss, they do so from their own working and long-term memory. Sure, they can look up quick answers, but to carry on a conversation, most of the work comes from their own thinking. After a discussion, students can recap the discussion and share their reflections about it ... and that's much harder to do with a bot. 4. Emphasize experiential learning and engage students in personalized elaboration that relate to their local surroundings and routines. Let students demonstrate what they have learnt. Asking students to bring in ideas, evidence, perspectives, and data from contemporary or personal events or geographical contexts will make it more difficult (although not impossible) for them to just ask an AI to write their assignment. 5. Conduct activity that requires students to use ChatGPT to answer questions related to a topic, and experiment to identify questions that can’t be answered. This will let the students think critically and dive deeper into the topic. 32 Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM
  • 33. 1st experience in my course 1. Students said that the questions are tough. Students manage to complete a (quite challenging) task i assigned them 2. Students are happy that they can use ChatGPT to obtain some answers. They said that they also mix with some other references eg slides and website. This increase their confidence and becomes a substance for me to engage in a conversation with them 3. The collaborative and experiential learning has enabled everyone in the class to identify the criteria beyond the existing literature → this is PURE and authentic learning! 33
  • 34. Menggunakan Kecerdasan Buatan Generatif (KBG) dalam Pengajaran Kaedah Penyelidikan Senario ini menunjukkan langkah-langkah penggunaan alatan KBG bagi aktiviti pembelajaran berkumpulan secara flipped classroom. Pelajar telah diberi arahan terlebih dahulu untuk mengenal pasti topik berkaitan bidang penyelidikan yang mereka minat. Langkah 1: Pensyarah memberikan arahan berikut: a) Form a team of three and share to each other about the topic that you are interested in. Explain why the topic is important and what motivates you to research on it. b) Each person needs to identify one KBG tool for assisting literature review eg ChatGPT, Elicit, Perplexity, Typeset.io. c) Then, each person needs to choose any of the topic that other members in the team has shared. Each person needs to use a minimum of 3 KBG tools to find 3 papers in the topic. Get a summary on each paper and identify their similarities and differences. Detect if there is any contradiction in the explanation by each tool. d) Next, discuss about your findings with the other members in the group. Analyse and discuss if there is any inaccurate information that is being generated in the works you have done using the topic assigned to you, and the topic that you were interested in. e) Be prepared to share your reflection on this activity with your classmates. Langkah 2: Pensyarah memerhatikan perbincangan berkumpulan yang dilaksanakan, dan kaedah penggunaan KBG. Langkah 3: Pensyarah mendengar dan memberi respon kepada refleksi pelajar. Pensyarah membincangkan ketepatan dan kesesuaian kaedah perolehan maklumat yang dilaksanakan oleh pelajar. Pensyarah membantu pelajar membuat kesimpulan kaedah sintesis maklumat yang boleh dipercayai dan selamat diamalkan bagi penyelidikan bersistematik. 34
  • 35. Menggunakan Kecerdasan Buatan Generatif (KBG) dalam Pengajaran Melibatkan Pengaturcaraan (Contoh kursus: Rekabentuk dan Analisis Algoritma) Di dalam senario ini, pensyarah telah menggalakkan penggunaan alatan KBG bagi membantu pelajar membuat persediaan pembelajaran dan ulangkaji. Pensyarah juga maklum bahawa pelajar menggunakan alatan KBG secara intensif bagi melaksanakan projek yang melibatkan pengaturcaraan. Pensyarah perlu mengenal pasti penguasaan reka bentuk dan analisis algoritma di kalangan pelajar. Langkah-langkah di bawah boleh dilaksanakan bagi memastikan pelajar membuat demonstrasi pemahaman mereka. Langkah 1: Pensyarah mengarahkan pelajar membuat persediaan untuk menunjukkan kemajuan pembangunan projek reka bentuk algoritma. Langkah 2: Semasa sesi pembentangan kemajuan pembangunan projek, pensyarah boleh mengajukan beberapa soalan seperti berikut yang memfokuskan kepada minat dan pengalaman pelajar di dalam melaksanakan projek: a) Mengapakah kumpulan anda memilih algoritma ini? b) Apakah permasalahan yang dapat diselesaikan oleh algoritma ini? c) Apa yang menyebabkan kumpulan anda merasakan projek ini penting dan dapat memberikan impak yang baik? d) Apakah kelebihan pendekatan algoritma yang dibangunkan berbanding algoritma lain? e) Apakah perkara yang paling menyenangkan sepanjang pembangunan projek ini? f) Apakah perkara yang paling sulit sepanjang pembangunan projek ini? Langkah 3: Pensyarah mengarahkan pelajar membuat persediaan untuk menyampaikan pembentangan projek yang telah disiapkan. Selepas pembentangan, pensyarah boleh mengajukan beberapa soalan berikut atau mengarahkan pelajar menyediakan jawapan bertulis bagi memastikan mreka telah memberikan perhatian kepada pembentangan semua kumpulan. Tugasan ini boleh dilaksanakan secara berkumpulan atau secara individu. Tugasa ini juga boleh dilaksanakan dalam format jigsaw puzzle, di mana pelajar setiap kumpulan diagihkan kepada kumpulan-kumpulan lain, bagi membentuk kumpulan baharu yang terdiri daripada seorang ahli daripada semua kumpulan di dalam kelas tersebut. a) Apakah perbezaan pendekatan yang kumpulan anda ambil berbanding kumpulan lain? b) Kumpulan mana yang paling menarik minat anda? Mengapa? c) Pilih satu kumpulan dan berikan cadangan penambahbaikan yang boleh mereka laksanakan? d) Apakah kesimpulan yang boleh anda berikan tentang ciri-ciri reka bentuk algoritma yang baik, berdasarkan pembentangan yang disampaikan? e) Jika anda diberi peluang, apakah penambahbaikan yang ingin anda laksanakan di dalam projek kumpulan anda? Mengapa? Langkah 4: Pensyarah mengajukan persoalan tentang pengalaman pelajar menggunakan alatan KBG bagi melengkapkan projek dan tugasan lain di dalam kursus. Pensyarah mendengar dan mengenal pasti alatan KBG yang digunakan pelajar. Langkah 5. Pensyarah mengajukan persoalan tentang implikasi alatan KBG kepada kerjaya pengaturcara untuk dibahaskan oleh pelajar, bagi mengenal pasti kekuatan kemahiran pengaturcara sebagai seseorang individu terlatih di dalam bidang sains komputer, berbanding pengguna yang menggunakan alatan KBG bagi menjakan aturcara tanpa pemahaman mendalam. Pensyarah mendengar input pelajar dan memberikan ulasan. 35
  • 36. Observation on student quality from using ChatGPT in assignment and project 1. ChatGPT becomes a catalyst for inquiry based learning! Prompting becomes a new skill. As the student rephrase and formulate further prompts, they are actually thinking deeper about the topic and identify what they need (self-regulated learning and support for self-instructional materials completion) 2. Students are more inquisitive, sparking creativity and building deeper interest in the subject 3. Student are also aware of the opportunities and threats that ChatGPT has brought. They know the limitations of ChatGPT too and how a good programmer stands out even ChatGPT and non-trained programmers can generate code from it 4. Students need guidance and monitoring (various activities can be conducted to allow for authentic learning attainment) -> we need to scaffold, mentor, and be prepared to redesign assessments and activities 5. Lecturers should be ready for an agile teaching strategies -> focus on higher order thinking, eg let the students to critique the answers by ChatGPT as a deep discourse on the subject matter. Socratic mindset need to be emphasised!) 36
  • 37. 37
  • 38. ChatGPT can help in preparing (questions, answers, rubrics), and marking assignments too 38
  • 39. 39 Assessment questions that were considerably challenging and suitable for assignment SHOULD NOW be REVAMPED! Especially when you can identify that a straightforward answer is readily available by ChatGPT. We dont want to end up marking ChatGPT’s answer! Our job is to educate the students. Therefore, we need to adapt and incorporate ChatGPT in assessment preparation, implementation, marking, and feedback. Educator’s role is now more important than ever. We must make sure that the students are aware on the opportunities and challenges that the boom of AI has brought for them. They must make sure that they stay competent, resourceful and valuable.
  • 40. 40
  • 41. Generative AI tools such as ChatGPT can be very useful to help you: ● Understand complex concepts by explaining them in simpler terms ● Apply critical, creative and reflective thinking skills by generating and evaluating your prompts and the accuracy and relevance of the output ● Improve your written communication skills by refining your language and style ● Prepare for assessments by generating quizzes with answers to practice with. 41 Students caution for ChatGPT usage Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM
  • 42. ● Blindly trust AI-generated information (facts cannot be taken as-is as inaccurate information may have been generated) ● Ask AI software to write essays for you ● Violate your university’s academic integrity policy ● Submit output generated by AI tools as your own work ● Not properly acknowledging use of output from AI tools 42 Students caution for ChatGPT usage Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM
  • 43. Vicious versus virtuous loops Generates response Give questions Prompts Submits Grades Give questions Generates response Prompts Feedback Submits-feedback-revises Grades Grades may not reflect student mastery because ChatGPT short circuits student effort. Grades reflect student mastery since ChatGPT engages students in productive struggle. 43 Src: Wan Mohd Aimran Wan Mohd Kamil, UKM
  • 44. ChatGPT can easily be tricked! 44 Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM Limitations of ChatGPT? • It is not creative in a human sense. • It is not self-aware. • It summarises information without providing references to sources or citations. • It cannot judge when information is correct or not. • It does not possess critical thinking skills. • It has been trained using online content which only existed prior to 2022. • It has biases inherent from its programmers and users. • It cannot hold copyright or be assigned intellectual property. • It is not able to make ethical decisions or value judgments. • It is prone to ‘hallucinations’, meaning that it sometimes fabricates facts and makes errors in reasoning.
  • 45. Centre for Academic Development (CADe) Only (a) is correct, but ChatGPT got it wrong, most probably because the logic is wrong. Both answers are correct, and ChatGPT got it correct Clustering is an unsupervised learning. Look at the answer generated. According to the rules of Truth table, yes ^ no = no. But in ChatGPT the reasoning needs some work. This is an example how we as a human educator could tune our way of assessing students. Rather than asking straight forward fact (which is lower level of Bloom taxonomy), we could test their analysis level eg C4 45
  • 46. How to detect GPT? Educators need to redesign the activities and assessments in their teaching (as advised in UPM’s guide for ChatGPT in teaching and learning). For detecting ChatGPT, several tools can be used: https://x.writefull.com/gpt-detector https://detector.dng.ai https://gptzero.me https://writer.com/ai-content-detector/ 46 Centre for Academic Development and Leadership Excellence (CADe-Lead) , UPM
  • 47. How to detect if its ChatGPT’s? 47
  • 48.
  • 50. 50
  • 51. 51
  • 52. 1. Introduction to generative AI 2. Regenerating learning experience with AI: hacks! 3. Generative AI for research purposes 4. Conclusion 52
  • 53. Generative AI for research purposes ✓ Automate paper summary ✓ Suggested link to related papers ✓ Suggested questions to dig further (eg critique to the papers, main contribution, the data used) ✓ Answer to questions about the paper in seconds! ✓ Paraphrase ✓ Generate code and do experiment in the cloud 53
  • 54. ✓ answer engine that uses large language models to provide precise answers to questions ✓ Brainstorming ideas https://sharegpt.com/c/P8SVXSd eg concepts, research design, questionnaire ✓ Concept clarification https://sharegpt.com/c/tILvQvv ✓ Generate hypothesis and create synthetic data for piloting solutions https://chat.openai.com/share/bec6c770-0de0-4c8a-8c7b-f265ef9cb257 ✓ Get drafts, outline, summarization and refinement of text ✓ Generate and get correction of coding ✓ Run multiple experiments with different input prompts, parameters, or even variations of the model (if available). Record the model's responses and interactions to analyze later. ✓ does not give authentic references to papers ChatGPT 54
  • 55. 55
  • 56. 56
  • 57. 57
  • 58. ✓ answer engine that uses large language models to provide precise answers to questions ✓ more comprehensive and accurate answers than traditional search engines ✓ encourages follow-up questions ✓ automatically list related questions ✓ provide references and links in the answer 58
  • 59. 59
  • 60. 60
  • 61. 61
  • 62. ✓ LR assistant ✓ Automate paper summary as insights ✓ Auto-generate questions to dig further ✓ Customise questions to directly get answers 62
  • 63. 63
  • 64. A summarized insights for top 5 paper is provided A summarized insights per paper is provided 64
  • 65. When you click the paper, scispace will display the paper summary, explain maths and offer a copilot to suggest questions for you to dig further 65
  • 66. You may choose existing follow up questions or specify a new question and get answers in seconds! 66
  • 67. ✓ Abstract summary ✓ Custom questions ✓ Add info for the paper 67
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  • 69. 69
  • 70. 70
  • 71. 71
  • 72. ✓ literature mapping tool ✓ suggest links of relevant papers ✓ optimise your time searching for references 72
  • 73. 73
  • 74. ✓ citation analysis ✓ ChatGPT of science ✓ extract text 74
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  • 78. 78
  • 79. 79 Generative AI should be used with caution as it does not necessarily understands deep context
  • 80. 1. Introduction to generative AI 2. Regenerating learning experience with AI: hacks! 3. Generative AI for research purposes 4. Conclusion 80
  • 81.
  • 82. My reflection based on usage of ChatGPT for 1 sem 1. ChatGPT provides personalized support to students (24/7 available tutor) 2. Users still need to have good foundation in the area that he/she search using ChatGPT, so inaccurate data can be detected 3. Students need to be taught on how to be responsible learners. We need to be a role model to them! (instead of us assuming they have learnt since they come out with long answers, while actually they only copy-paste from ChatGPT). Listen to their reflection, and motivate them by interacting further allow us to have a deep understanding and build connections with them 4. Lecturers need to unlearn and relearn (ChatGPT sometimes are better instructors. We need to leverage this tech to make ourselves better) 5. Effort still counts for BIG TIME! Students who use ChatGPT as a tool for quality productive learning struggle gain multiple times benefit. They become stronger thinker, acquire more knowledge, more confident 82
  • 83. Takeaway message 1. By automating tasks that are time-consuming and repetitive, generative AI allows research professionals to focus on what they do best — creating new knowledge and exploring new ideas. 2. Because of the capabilities of artificial intelligence, institutions will need to rethink how they evaluate student learning; “in a more dynamic way, as opposed to static summative assessments or submission of essays 3. Emerging competencies are on resourcefulness and how to leverage tools to be more productive. 4. Educator’s role is even more important now.. To ensure the students are prepared for their unforeseen future. They need to be resilient. Focus on critical thinking, communication, creativity, collaboration, and citizenship 83
  • 84. 1. Steer AI-and-education policy development and practices towards protecting human rights and equipping people with the values and skills needed for sustainable development and effective human-machine collaboration in life, learning and work; 2. Ensure that AI is human-controlled and centred on serving people, and that it is deployed to enhance capacities for students and teachers. 3. Design AI applications in an ethical, non-discriminatory, equitable, transparent and auditable manner; and monitor and evaluate the impact of AI on people and society throughout the value chains. 4. Foster the human values needed to develop and apply AI. 5. Analyse the potential tension between market rewards and human values, skills, and social well-being in the context of AI technologies that increase productivity. 6. Define values that prioritize people and the environment over efficiency, and human interaction over human-machine interaction. 7. Foster broad corporate and civic responsibility for addressing the critical societal issues raised by AI technologies (such as fairness, transparency, accountability, human rights, democratic values, bias, and privacy). 8. Ensure that people remain at the core of education as an implicit part of the technology design; and protect against automating tasks without identifying and compensating for the values of current practices. 84 Centre for Academic Development and Leadership Excellence (CADe-Lead), UPM