Mat Schulze
matschulze.bsky.social
Mat Schulze
@matschulze.bsky.social
Linguist, professor, blogger, manifestor, ...
https://PantaRhei.press/mat
Recently, I revisited the first paper I wrote (2024) on things GenAI. Here is a little piece of it on the things that can be done in a dialog of a learner or a teacher with the machine.
Second-language use in dialog … with a GenAI-based chatbot
Teachers and students alike have used or can use GenAI-based chatbots in their first language. They produce texts that at least sound plausible in the commonly taught languages and in some of the less commonly taught languages, if large language models are available. For these languages, GenAI tools can also function as a dialog partner, natural-language search interface, sketch tool, and text adapter to augment CALL pedagogy.
pantarhei.press
February 18, 2026 at 4:05 PM
Once in a while, I take a little break from things GenAI. I dug up a couple of older video recordings that are on the internet. In this one we are talking about: what's in a name? of a city? and 100 years later?
Von Berlin to Kitchener – changing the name of Canadian city
Before 1916, the city of Kitchener, Ontario, Canada, was called Berlin. Ten years ago in 2016, colleagues from the Waterloo Centre for German Studies and I organized a panel discussion that marked the 100th anniversary of that name change. This discussion took place and was recorded in the Kitchener Public Library. Carl Zehrs, the former mayor of Kitchener, was our moderator.
pantarhei.press
February 3, 2026 at 8:00 AM
Reposted by Mat Schulze
Mystery AI Hype Theater 3000 is back for our first live stream of 2026, wherein @alexhanna.bsky.social and I will look into how our health care system is suffering from AI-hype-itis:

Monday, Jan 26, noon PT,
twitch.tv/dair_institute
dair_institute - Twitch
Twitch account for The Distributed AI Research Institute (DAIR).
twitch.tv
January 23, 2026 at 2:21 PM
The sustained integrated professional development for GenAI (GenAI-SIPD) has 10 knowledge and skill areas and 7 principles. Here are the 10 areas for teachers to look at. In short sips, we call it SIP(p)Ded.
Ten skill and knowledge areas for (language) teaching with GenAI
We propose 10 areas for language teachers to develop fundamental knowledge and skills in. While these do not constitute an exhaustive list, they cover a wide range of the main applications of GenAI for language education. We suggest that teachers devote a few hours to exploring each as soon as possible, reflecting critically on how they may be incorporated in current teaching contexts.
pantarhei.press
January 22, 2026 at 6:51 PM
Reposted by Mat Schulze
Anthropomorphizing language conceals the limitations of AI, promoting misplaced trust. @emilymbender.bsky.social & @nannainie.bsky.social suggest focusing on a system’s functionalities: instead of saying a model is “good at” something, say what it is “good for." www.techpolicy.press/we-need-to-t...
We Need to Talk About How We Talk About 'AI' | TechPolicy.Press
We share a responsibility to create and use empowering metaphors rather than misleading language, write Emily M. Bender and Nanna Inie.
www.techpolicy.press
January 8, 2026 at 8:14 PM
The Panta Rhei blog also has a couple of static pages. This post is a replica of one of them. The main one ...
Navigating change — the Panta Rhei enterprise
This post is a replica of the original home page. (The current home page of the site is simply set to the list of recent posts in reverse chronological order.) Just thought you might be interested what is behind this blog. If you are a regular reader, ... it cannot always be about AI 😉 Panta Rhei — everything flows…
pantarhei.press
January 6, 2026 at 6:45 PM
Language Learning and AI: 7 lessons from 70 years (conclusion) pantarhei.press/2025/11/27/a... This one concludes the little series of posts, by bringing together all 7 lessons from what we knew about AI and language learning before ChatGPT came on the scence in late 2022.
Language Learning and AI: 7 lessons from 70 years (conclusion)
Seven Lessons There has always been some interaction between AI and language and learning for the last 70 years. In computer-assisted language learning (CALL), people have worked on applying AI – a…
pantarhei.press
December 31, 2025 at 12:21 AM
Language Learning and AI: 7 lessons from 70 years (#7) pantarhei.press/2025/11/21/a... This last of the 7 lessons focuses on pedagogy.
Language Learning and AI: 7 lessons from 70 years (#7)
7. Gradual release of responsibility Instructional sequences and other learning processes are structured according to pedagogical guidelines and principles and specific teaching methods. For reason…
pantarhei.press
December 31, 2025 at 12:19 AM
What does machine translation in 2026 have in common with chatbots? The same underlying technology – artificial neural networks. What does that have to do with language teaching?
Translation and AI: Separated by a common language
In the interaction with a chatbot, one can change the language or prompt the machine to reply in another language than that of the prompt or request a translation of a text generated previously. It is therefore not surprising that dedicated machine translation (MT), such as Google Translate and DeepL, relies on LLMs and thus artificial neural networks in the way that GenAI chatbots do.
pantarhei.press
December 17, 2025 at 2:19 PM
Language Learning and AI: 7 lessons from 70 years (#6) pantarhei.press/2025/11/16/a...

And how about individualization ... can chatbots do that for language learners?
Language Learning and AI: 7 lessons from 70 years (#6)
6. Dynamic individualization Even though a GenAI is not an ITS, as some ICALL systems were, can it consider and appropriately respond to individual learner differences (Dörnyei, 2006)? On the one h…
pantarhei.press
December 16, 2025 at 7:49 PM
Language Learning and AI: 7 lessons from 70 years (#5) pantarhei.press/2025/11/10/a...

... and here is a technical reason why a chatbot is a good conversation partner for a learner and worse at teaching than the guy down the street, who sells ice cream and who is an excellent conversationalist
Language Learning and AI: 7 lessons from 70 years (#5)
5. Recording learner behavior and student modeling The intelligent tutoring systems in ICALL had this knowledge stored in a student model (Schulze, 2012). Student modeling (e.g., Bull, 1993; Bull, …
pantarhei.press
December 9, 2025 at 10:49 PM
Language Learning and AI: 7 lessons from 70 years (#4) pantarhei.press/2025/11/05/a...
My personal favorite of the 7 lessons from what we learnt in the time before 2022. Why teachers and learners should be cautious when some claims a chatbot can give you metalinguistic corrective feedback.
Language Learning and AI: 7 lessons from 70 years (#4)
4. Appropriate error correction and contingent feedback Rather than focusing on engaging the learner in communicative interaction, learning with ICALL systems was often based on the assumption that…
pantarhei.press
December 6, 2025 at 12:17 AM
Language Learning and AI: 7 lessons from 70 years (#3) pantarhei.press/2025/10/30/a... Looking at what teachers have done with AI before ChatGPT-3 in late 2022 and at what can be and should be or should not be done with GenAI chatbots.
Language Learning and AI: 7 lessons from 70 years (#3)
3. Varied interaction in language-learning tasks The human-machine conversation often works because we are used to adhere – even if the machine cannot and is not — to Grice’s four maxims of c…
pantarhei.press
December 6, 2025 at 12:14 AM
Language Learning and AI: 7 lessons from 70 years (#2) pantarhei.press/2025/10/26/a...

Learning some lessons from the past takes a little writing. This is about lesson 2
Language Learning and AI: 7 lessons from 70 years (#2)
2. Communication in context Oxford (1993) desired that “communicative competence must be the cornerstone of ICALL”  (p. 174), noting that many ICALL projects of her time did not me…
pantarhei.press
November 24, 2025 at 7:15 PM
Reposted by Mat Schulze
**CALL FOR BOOK PROPOSALS** The book proposal deadline for the 2028 Advances in CALL Research and Practice Book Series is #September30 🔗 See the CfP here: shorturl.at/Tby36

Volumes address a variety of topics that reflect the breadth of diversity in the field of #ComputerAssistedLanguageLearning
September 15, 2025 at 4:34 PM
What is the future of language teaching? That's not what I am worrying about here. I am thinking about what language teachers can do now t shape the future of language teaching with GenAI.
GenAI and the future of language teaching
A prediction about the future of language teaching when GenAI is rapidly evolving? That's tough. Predictions are difficult, especially about the future. Usually Niels Bohr is credited with this bonmot. Apparently, it was the Danish politician Karl Kristian Steincke who said it first: Det er vanskeligt at spå, især når det gælder fremtiden. We are more trying to explore how language teachers can begin to shape the future of language teaching with GenAI.
pantarhei.press
September 12, 2025 at 6:12 PM
If you would like to know what people did with AI (in language learning) before ChatGPT burst on the scene in late 2022, and what this tells us about the current developments in generative AI, ...
GenAI and language learning
Photo by Victor Freitas on Pexels.com It feels like the chatter about AI (as they say, when most people mean generative AI only) seems to be as vast as the ocean ... And that is a good thing; we are dealing with a complex rapidly moving challenge-cum-opportunity. Recently, I wrote about 7 lessons from 70 years in the context of AI…
pantarhei.press
August 9, 2025 at 11:16 PM