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Student Guide to AI Literacy - Modern Language Association of America (2024)

Author: Modern Language Association of America

Modern Language Association of America. “Student Guide to Ai Literacy.” MLA Style Center, 2024, style.mla.org/student-guide-to-ai-literacy/. This guide was written by participants of the Critical AI Literacy for Reading, Writing, and Languages Workshop, an initiative of the MLA-CCCC Task Force on Writing and AI. The guide reflects the perspectives of the authors; it has not gone through the CCCC Executive Committee or MLA Executive Council approval processes, and thus does not necessarily reflect CCCC, NCTE, or MLA policy or recommendations.


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Mar 10
Troy H Troy H (Mar 10 2025 9:01AM) : GUIDING QUESTION KEY IDEA: [Edited] more

As you consider the use of AI in the writing classroom, what are the places where the use of generative AI writing tools with your students aligns with — or potentially undermines — your own pedagogical values?

As you consider the use of AI in the writing classroom, we will first step away from AI.

Courtesy of Brené Brown, consider your own values from this list and identify two or three key pedagogical values.

What are your core values and why are they central to your teacherly identity?

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Mar 12
Andrea Z Andrea Z (Mar 12 2025 8:35PM) : Interesting convergence more

In our work with schools around my county, we have been encouraging them to anchor first in their community values as articulated in their portrait of a graduate or school pillars or similar articulations of those community values. This has been the most generative move we’ve made in our work. For more on how we approach this with teams of teachers, admin, and students, please visit this link: https://bit.ly/GenAIOS

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Mar 10
Troy H Troy H (Mar 10 2025 9:02AM) : TEXT/RESOURCE: [Edited] more

There are many frameworks, policy documents, and lists of questions to consider as it relates to integrating AI in writing instruction. For today, we will focus on one, the MLA/CCCC statement, “Student Guide to AI Literacy.” Mentioned as one of many, many resources here, you may also be interested in this recent webinar from the SUNY Center for Professional Development (session slides from Anna Mills) as well as the ever-growing list of syllabi statements on AI, curated by Lance Eaton.

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Mar 10
Troy H Troy H (Mar 10 2025 9:15AM) : As you discuss, please comment on this document and use the 4As Protocol to guide your discussion. more
  • What Assumptions does the author of the text hold?
  • What do you Agree about within the text?
  • What do you want to Argue within the text?
  • What parts of the text do you want to Aspire to? (Act upon)

While GenAI (generative artificial intelligence) tools appear to work instantaneously, almost like magic, they rely on immense amounts of data and computing functions. GenAI is the product of humans’ work in advanced mathematics, statistics, computer science, engineering, linguistics, and more, and GenAI tools perform tasks that typically require human decision-making, such as understanding natural language, recognizing patterns in data, making predictions, and even learning from experience. The “intelligence” of AI refers to its ability to simulate human cognitive functions, including learning from new and preexisting knowledge to solve problems. However, users of GenAI observe that its processes and outputs often require the supervision and intervention of critically thinking humans.

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Mar 12
David C David C (Mar 12 2025 8:43PM) : Essential understanding more

Complex notion — articulating how simulation happens, what underpins a simulated voice, understanding or assertion. Presumes an understanding of the domain expertise that is being simulated…Interesting way to ground discussion going into this doc and topic.

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Mar 12
Dr. Bonnee B

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Dr. Bonnee B (Mar 12 2025 8:35PM) : I agree

AI Literacy

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Mar 12
Andrea Z Andrea Z (Mar 12 2025 8:39PM) : I've been arguing about AI literacy lately... more

Audrey Watters had a post a while back about the way ed tech for-profit companies use literacy as almost an Orwellian discourse move. She writes, "As complex and contentious as “literacy” might be, arguably it’s safer to frame your AI sales-pitch as a such than labeling it “job training,” even though that’s often what these literacy programs entail. It’s certainly what most tech literacy initiatives imply: students’ future job prospects depend on their professional, “productive” usage of technology; indeed quite often of a very specific piece of software (whose maker has graciously funded the literacy effort, natch)." https://2ndbreakfast.audreywatters.com/ai-literacy-and-the-pedagogy-of-the-oppressor-2/

I truly can’t stop thinking about this and now I have this other lens coloring all my thinking on this topic.

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Mar 12
Andrea Z's Question Andrea Z and/or Kickstarter (Mar 12 2025 8:41PM) : How can I continue to think about Literacy in the way Audrey Watters does? more
Kickstarter with Andrea Z's edits:
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I will kickstart your writing or reading. I'll give you questions for c...

It sounds like you’re deeply engaged in reading and reflecting on Audrey Watters’ perspectives on AI Literacy and the implications of ed tech initiatives. Let’s explore this further using the Reading Apprenticeship approach.

To start, let’s break down Watters’ perspective into manageable parts. First, she suggests that literacy is often used as a more palatable term by companies trying to market their AI products. This is an example of what she refers to as an “Orwellian discourse move.” The use of the term “literacy” in this context can mask the true intentions of these initiatives, which she implies are more about job training centered around specific software.

Now, let’s think aloud about how these claims might affect our understanding of AI Literacy. By framing technology education as literacy, companies might be leveraging a term that traditionally conveys empowerment and access to knowledge. However, if the focus is on mastering specific tools and software to improve job prospects, it raises questions about whose interests are being served. Is it truly about empowering students, or is it more about creating a workforce trained in proprietary systems?

Would you like to see more?

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Ethical and effective use of GenAI technologies is emerging as an essential skill that students must develop in order to live, learn, and work. Yet GenAI comes with potential pitfalls for students–from the risk of being accused of academic misconduct to missing out on foundational skills in reading, writing, research, and learning.

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Mar 12
Paul A

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Paul A (Mar 12 2025 8:38PM) : It is interesting to pair Ethical and Effective... What is we have effective use that isn't ethical... or can we even know?
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Developing literacy with a tool means becoming a more skilled and thoughtful user of that tool. For example, developing literacy in reading means being able to reread, tackle increasingly difficult texts, and do research in order to further build your capability as a reader. Literacy also assumes you have enough knowledge to question and evaluate what you are studying.

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Mar 12
Dr. Bonnee B's Question

I am a very proud woman, an educator, Black, and regal in my … (more)

Dr. Bonnee B and/or Casual & Constructive Writing Conversations (Mar 12 2025 8:38PM) : Hmm, thinking about reading and the disconnect of reading to understand instead of reading to hear one's voice more
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You’re touching on the contrast between reading for functional understanding and reading for personal resonance. When you read “to understand,” it often involves dissecting the text analytically, whereas reading to “hear one’s voice” might mean engaging with the text empathetically or emotionally, finding a personal connection.

In your writing about developing literacy, you mention skills like rereading difficult texts and doing research, which are crucial components of reading for understanding. Yet, could there be a moment where you pause and ask: how does this text connect with my experiences or beliefs? This is where evaluating becomes personal, and literacy transforms into a conversation between the reader and the text.

What might happen if you expand on how personal interpretation or emotional responses carry value in literary development? How does this dual journey of head and heart influence one’s reading practice? Looking forward to hearing your thoughts!

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Similarly, developing AI literacy requires that you learn certain basics about how GenAI works, how to use it, and how to evaluate its output. You should also learn when not to use it. Developing GenAI literacy should be your starting point for using this technology. When you build skills and habits for using GenAI ethically and effectively you will establish yourself as a thoughtful creator and consumer of GenAI content as technologies change over time.

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You are becoming a literate user of GenAI when you can do the following:

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Mar 12
Paul A

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Paul A (Mar 12 2025 8:40PM) : I'm not sure which A this is... but Jill Stedronsky and I had such an interesting time with her students today talking about different kinds of AI USE: Is it like a steroid, a sneaker, or a coach?
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Mar 12
Andrea Z Andrea Z (Mar 12 2025 8:43PM) : Oh I love this! more

Where did the majority land? Who was particularly strong in their advocacy? What did they say?

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  1. You have a basic understanding of how GenAI technologies work.
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    • You can distinguish between AI and GenAI.
      • AI refers to systems that predict outcomes based on statistical models derived from large datasets.
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      • GenAI produces text, images, and videos in response to prompts. Large language models (LLMs), a type of GenAI, use a diverse range of text, often drawing on digitized texts and text from the internet, to produce text that is near or even indistinguishable from text composed by a human.
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      I am a very proud woman, an educator, Black, and regal in my … (more)

      Mar 12
      Dr. Bonnee B

      I am a very proud woman, an educator, Black, and regal in my … (more)

      Dr. Bonnee B (Mar 12 2025 8:42PM) : Hmm - how so? Oh, like you used Grammarly or not??? Hmm ... more

      I’m not thinking of this being a relevant cause.

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    • You can explain that LLMs essentially predict the likelihood that parts of words will appear successively, producing text based on their training on digitized forms of human-written text.
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    • You can identify that LLMs involve various forms of human intervention, including feedback and content moderation, that influence their performance.
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  1. You understand the policies and frameworks for the ethical use of GenAI outlined by your instructors and institutions.
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    I am a very proud woman, an educator, Black, and regal in my … (more)

    Mar 12
    Dr. Bonnee B

    I am a very proud woman, an educator, Black, and regal in my … (more)

    Dr. Bonnee B (Mar 12 2025 8:39PM) : Think Tank Talk!!!
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    • You can identify and follow relevant guidelines on using GenAI for academic purposes.
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    • You credit GenAI contributions in your work through appropriate citation or attribution.
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    • You can discuss your process transparently with your instructors and peers.
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  1. You know how to prompt GenAI to produce useful outputs.
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    Mar 12
    Troy H Troy H (Mar 12 2025 8:41PM) : Agreeing here... more

    … yes, the “genre” of prompt engineering is a new one, though not entirely foreign. It reminds me of how we used to do RAFTS: role, audience, format, topic, and strong verb. In what ways can we teach students to craft strong and effective prompts?

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    • You can provide a prompt that suits the purpose of a learning task.
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    • You use effective techniques, including experimenting, practicing, and refining prompts, to achieve desired outputs.
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    • You use flexible strategies to adapt to new and evolving GenAI tools.
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  1. You evaluate the relevance, usefulness, and accuracy of GenAI outputs.
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    • You select strategies appropriate to the context, purpose, and audience for a task.
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    • You can analyze GenAI outputs to determine whether the results align with the purpose of a task.
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    • You recognize when using GenAI is not appropriate for a writing or research task.
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    • You check the accuracy, correctness, and relevance of GenAI outputs against credible sources.
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      Troy H Troy H (Mar 12 2025 8:42PM) : Aspiration... more

      … as more and more AI tools are integrating web sources, will this become easier or more difficult?

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  1. You monitor your own learning as you use GenAI tools.
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    • You understand and can articulate why you used GenAI in a writing, reading, or research task.
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    • You can explain how using a GenAI tool for writing contributed to your work.
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    • You can reflect on how your use of GenAI affects your creativity and development as a writer.
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    • You can reflect on your learning needs and make effective decisions about when to avoid relying on GenAI as a learning tool.
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  1. You recognize that GenAI is fundamentally different from human communication.
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    • You can explain differences between text produced by a GenAI tool and authentic human communication.
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    • You recognize that while GenAI is a useful aid in writing, written communication happens only between human writers and readers.
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      Mar 12
      Troy H Troy H (Mar 12 2025 8:39PM) : Arguing against this... more

      … the sad truth of the matter is that from automated resume readers to many other systems, we are very often not writing for human readers. Or, at the very least, humans who read in a perfunctory manner. In this sense, why not use AI?

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    • You can evaluate whether the output from a GenAI prompt used as part of your writing process or product might result in miscommunication.
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  1. You understand the potential harms of GenAI, both those inherent to the technology and those that arise from misuse.
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    • You can identify how the growth of AI technologies impacts the environment.
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    • You can identify how the growth of AI technologies impacts labor.
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      Troy H Troy H (Mar 12 2025 8:38PM) : Assumptions about labor more

      This statement assumes that students are aware of — let alone care about — issues of contingent faculty labor, in general, and the kinds of labor that writing teachers do, in particular. Will they have a strong opinion about this?

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    • You can evaluate GenAI outputs for bias in language, culture, gender, ethnicity, and other social biases.
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      Camille D Camille D (Mar 12 2025 8:40PM) : Evaluating this is difficult for students. more

      I would like to act upon this but I think it would take careful work within the classroom community and assumes that we all agree with the same ideas

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      Paul A

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      Paul A (Mar 12 2025 8:42PM) : I'd like to at least ask if we can create tools for students that correct for bias of LLM's.
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    • You can examine and explain privacy, intellectual property, and data security risks of GenAI.
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    • You can assess the implications of bypassing human feedback and communication in writing processes.
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Download a PDF of this guide.

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This guide was written by participants of the Critical AI Literacy for Reading, Writing, and Languages Workshop, an initiative of the MLA-CCCC Task Force on Writing and AI. The guide reflects the perspectives of the authors; it has not gone through the CCCC Executive Committee or MLA Executive Council approval processes, and thus does not necessarily reflect CCCC, NCTE, or MLA policy or recommendations.

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© 2024 Modern Language Association of America

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DMU Timestamp: March 06, 2025 22:08

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Mar 10
Troy H Troy H (Mar 10 2025 11:01AM) : When you get to the end of this statement, on your own, consider the “I used to think, now I think…” protocol, and write one more time.
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I am a very proud woman, an educator, Black, and regal in my … (more)

Mar 12
Dr. Bonnee B

I am a very proud woman, an educator, Black, and regal in my … (more)

Dr. Bonnee B (Mar 12 2025 8:43PM) : Great idea!
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