An illustration of a robot taking a picture of a book page, to illustrate AI image analysis in the context of language learning course books.

AI Image Analysis for Language Learners : Your Course Book Assistant!

Image upload and analysis is one of the most game-changing recent additions to AI platforms. Combined with a knack for text recognition, it’s possibly one of the most revolutionary for language (and other!) learners, too.

In short, if it’s on a page, you can now get it into AI and do things with it. Because of this. image analysis has huge potential for extending, and breathing new life into printed materials, producing the very best synthesis of old and new tech.

A screenshot of AI chat in the Bing App, with an arrow showing the 'upload an image' function.

The image upload icon in the Bing app.

At its very simplest, it’s a handy summary and explanation tool. Just upload your page image, and prompt:

Analyse this page from my [LANGUAGE] course book. Summarise it in a few short bullet points I can use for revision.

Useful in its own right. But with some extra prompt magic, you can produce individually tailored support material on the fly – material that will help you to delve really deeply into those language learning texts, making it work for you.

Let’s see what it can do for starters!

Working with Vocab Lists

Vocab in Context

Take the most conventional form of book-based, language learning data. Most course books have vocabulary lists and glossaries of words in the current chapter top. But beyond the dialogues or passages they are attached to, there’s rarely any other in context use of them.

Personally, I find it really helpful to see individual items embedded in sentence examples as an aide memoire. I usually seek them out in mass sentence banks and other manual-search online resources.

Even easier with AI:

Analyse this entire page from my [LANGUAGE] course book, noting all of the vocabulary items internally. Then, create a useful, practical sentence using each and every item. The sentences should relate to real-world contexts where possible. Make sure you include every single entry – don’t leave any out. Constantly double-check that the language is natural-sounding and grammatically correct. Output them in table format listing the word, your sentence and an English translation of that sentence.

ChatGPT Plus analysing a page of Swedish vocabulary.

ChatGPT Plus analysing a page of Swedish vocabulary.

ChatGPT Plus analysing a page of Swedish vocabulary.

The trick here is the analyse the entire page instruction. LLM / AI platforms tend to take shortcuts when working with lists, sometimes skipping list items. Adding this stipulation is great at keeping it on track!

Rationalising Vocab Lists

You can also sort such material in an order that works better for you. For instance, I work best with vocab when I classify it first, be that by parts of speech, topic or otherwise. AI makes light work of it:

This is the material I’m currently studying in [LANGUAGE]. First, analyse the entire page, noting all of the vocabulary items listed. Then, rewrite that list, grouping the items by their grammatical part of speech and in alphabetical order. Where the word isn’t in its simple dictionary form, provide that too. Include any entries you couldn’t categorise at the end. Double-check throughout the process that a) you haven’t left out any items, and b) that your categorisation of each item is correct. If you detect errors, start again.

ChatGPT Plus analysing a page of Swahili vocabulary to create model sentences for context.

Microsoft Bing analysing a page of Swahili vocabulary to create model sentences for context.

Microsoft Bing analysing a page of Swahili vocabulary to create model sentences for context.

You can also combine this with the AI Anki decks trick to really digitise those paper lists.

AI Translation Exercises

Now, how about some methods for actively working with vocab? Personally, I’m a  big fan of the translation method. Now I know this isn’t everybody’s cup of tea (it’s one thing that turns some off Duo) but if it works for you, you can produce a raft of exercises in seconds:

Here’s a page from my [LANGUAGE] course book. Analyse the entire page, noting all vocabulary items internally. Then, create a set of 20 practical, useful sentences using this vocabulary in context. Make them relevant to real-world, current affairs contexts where possible. Present half of these sentences in English and half in the target language for me to translate for practice. Add a key for any extra words you used that aren’t included in the list, as support. Add the translations of all sentences at the end as an answer key.

ChatGPT Plus analysing a page of Hebrew vocabulary to create translation exercises.

Bing analysing a page of Hebrew vocabulary to create translation exercises.

AI Exercises

You can also extend course book pages with worksheet-style practice exercises. Here’s a prompt that should produce a diverse set of activities in an output perfect for copy-pasting into a note, or PDF, to pore through on the move:

Here’s a page from my [LANGUAGE] course book. First, analyse the entire page, noting all vocabulary items, sentence frames and grammatical structures internally. Then, create a set of worksheet-style activities for me to practise using that material. Vary the activity types, including exercises like gap-fill / cloze, matching and translation. Add an answer key to all exercises at the end.

You might even like to try a more dynamic approach with this paper-to-exercise technique. The following prompt should set up a turn-based game (my favourite kind!) that recycles chapter vocab in live conversation:

Here’s a page from my [LANGUAGE] course book. First, analyse the entire page, noting all vocabulary items, sentence frames and grammatical structures internally. Then, let’s have a conversational, turn-based activity using the material. Present me, turn by turn, with a sentence in the target language using the vocabulary. I have to provide the missing word. Don’t give me any clues or model answers until I’ve made my response each turn!

Admittedly, turn-based language gaming worked better in Bing before recent updates forced it to focus solely on being a fancy search engine. If it does stray, just remind it that you’re playing a vocabulary game!

Choose Your Platform!

All these prompts have one thing in common: they play to the power of AI to take information and display it in different ways. That’s gold for learners, as the human brain learns best when presented with material in multiple, not monotonous formats. For one thing, this helps beat the context trap of repetitious learning. Recycling vocab in as many ways as possible is key to remembering it in unlimited, unpredictable future situations.

Tech-wise, you’ll see that I’ve used Bing in most of these examples. It’s an excellent place to start if you’re new to AI yourself, not leave because it’s accessible, user-friendly and completely free! Additionally, the Bing app allows you to snap a book page easily with your phone camera. And Bing’s internet connectivity out-of-the-box gives it more breadth and up-to-the-minute relevance when creating your materials.

That said, you can use these prompts with any platform that allows image uploads. ChatGPT, for instance, has the added bonus of multiple uploads – ie., pages – so you can process a larger chunk of chapter in one go.

Whichever platform you choose, the most important piece of advice remains the same: don’t just stick with these potted prompts. Instead, experiment constantly to find what works for you, building up your own prompt library to copy-paste. AI can, and should, be an incredibly personalised experience. Good luck making it your own!

Have you used AI image analysis in your learning? Let us know your own tips and tricks in the comments!

A neon lock with a glowing owl motif, reminiscent of Duolingo

Green Handcuffs – Duolingo and the Walled Garden of Welsh

What happens when you pour your heart into learning a language on service X, then service X mothballs the resource? It’s a situation many Welsh learners found themselves in this week, as Duolingo announced an indefinite pause to further development of its Welsh course

The immediate question is where do these learners go? There are other Welsh courses, of course, like the excellent materials at LearnWelsh.cymru. But the Duolingo announcement begs a further question: how do these learners take their progress with them? Progress data, the result of weeks, months, years of hard learning work, is locked into Duolingo’s proprietary system.

Now, you can already request your personal data from Duolingo. The Duolingo Data Vault is definitely a welcome addition in data transparency, allowing you to access personal data records the site holds on you. But crucially, language-based progress is missing. There’s nothing to say what you’ve studied, item for item. That means there’s no way to pick up where you left off elsewhere, with a true record of where you are.

No wonder users feel a bit stuck inside a course consigned to gather dust.

Duolingo Data Vault files, unzipped.

Duolingo Data Vault files, unzipped.

Interoperability and Language Learning

It all sounded very familiar after tech activist Cory Doctorow’s recent discussion of open internet practices in The Internet Con. This quick read (well worth a look for anyone invested in apps and services – ie., all of us) bemoans the walled gardens that Big Tech firms have become. They’re great places to be, when they work for/with us. But when they suddenly change at the whim of execs, the lack of interoperability – standards or conventions that allow you to use data from one service on another – leaves us stranded and at their mercy.

Don’t like a recent update? Tough, you’ll just have to stay, or start from scratch on another service.

It’s not for a lack of standards. Language learning platforms have long used industry-wide formats to allow interoperability. Take the plain old CSV (comma-separated value) spec. You’ve long been able export your Anki deck in this plain text format, and import it into another service like Quizlet or Educandy.

Not to be too hard on Duolingo (we love it really), there’s a clear counterargument to allowing full export of full vocabulary and phrase lists, as with Anki and Quizlet decks. The full complement of learning text is the result of lots of hard work on company time; it’s a copyrighted resource just as a course book is.

Opening the Duolingo Garden Wall

But when it’s tied to user progress, it becomes something else; a personal record of items we’ve committed to memory. Other programs export this as a matter of course. Anki, for example, will export frequency and accuracy data alongside vocabulary item entries. It shouldn’t be too hard to export this subset of Duolingo material in a universal format that could be loaded without fuss into an app like Anki.

Duolingo might well fret about losing users if the effort costs of leaving were reduced like this. No big tech corp is under obligation to organise its data in a way that helps users migrate. But you can imagine a world of interoperable ‘take your data with you’ standards to have a double-edged benefit.

First off, it could incentivise Duolingo to strive for constant betterment, to be additive rather than reductive in its updates. The race would be to the top, rather than the bottom, to maintain a winning app for all. There’d be an open door, but nobody would feel the need to defect (or the resentment that they can’t).

Likewise, there’s a general benefit even if the resources simply aren’t there for a Welsh continuation on Duo. Course migration standards would allow smaller companies to step in and fill in the gaps. Duo could focus on its core projects and nobody would feel linguistically homeless. And, of course, if Duolingo offered the missing service again in future, it would be easy to move right back.

Perhaps it’s time to make a request of our beloved owl in the name of an open web for linguists.  As the trailblazer that you are, could you be a leader in open standards, prising ajar the door to these walled gardens?

A neon globe surrounded by books - the AI future is here.

AI for Language Teachers – the Essential Bookshelf

Clearly, emerging Artificial Intelligence platforms have colossal potential to transform education. Indeed, they are already doing so, proving to innovative disruptors that teachers and students are still grappling to understand. Given the pace of change, where can educators find solid training on practical, classroom-ready AI techniques?

Thankfully, a raft of publications has sprung up with teaching practice at its core. Many of the best titles are from author-educators who have self-published from personal experience. Self-publishing, of course, is a quick, reactive way to get books out there, so it’s unsurprising that there are so many gems that don’t originate with big publishing houses.

It must be said that the majority of current titles are US-centric – again, unsurprising, given that largely US-based AI companies have generally release the leading-edge innovations in the US first. That said, the following picks are all notable for a universal approach, with a generality that should make them useful whatever the setting.

Without further ado, here is the language teacher’s essential AI bookshelf!

The Essential AI Bookshelf

THE AI CLASSROOM

Amazon product image - the AI Classroom The AI Classroom With five-star reviews almost across the board, the authors of The AI Classroom were quick off the mark; the book has become an early leader for practical teaching ideas utilising artificial intelligence. It contains a broad range of ready-to-use prompts, perhaps the most reliable hallmark of the best AI guides for teachers and learners on the market at the moment. What is particularly insightful is the discussion of school policy as an important consideration – an indispensable consideration, particularly for department heads and administrators.

THE AI INFUSED CLASSROOM

Amazon product image - The AI-Infused Classroom

The AI Infused Classroom by Holly Clark is a practical and visionary guide for educators who want to use emerging LLM tools to transform teaching and learning. Clark, a seasoned teacher and edtech expert, is author of The Infused Classroom series, which explores how to amplify student voices with technology. This book builds on those ideas, demonstrating how to leverage AI as a catalyst for innovation, creativity, and deep learning. The book adopts a refreshingly student-centred approach to classroom AI, and is a source of invaluable best practice for teachers of languages and otherwise.

AI FOR LEARNING

Amazon product image - AI for Learning Part of the AI for Everything series, AI for Learning is a book that explores how the medium can, and should, positively impact human learning in various contexts. The authors offer a clear and engaging introduction to the concepts, applications, and implications of AI for learning. The book serves as both an explanatory introduction and practical guide, covering topics from core concepts of AI to how it can develop critical thinking and digital citizenship skills, and prepare learners for the future of work and learning. The book also addresses the ethical and social issues that arise from using AI for learning, such as privacy, bias, accountability, and trust.

80 WAYS TO USE CHATGPT IN THE CLASSROOM

Amazon product image - 80 Ways to Use ChatGPT in the Classroom You can’t beat a good old ‘X ways to do…’ guidebook, and this volume boasts an impressive 80 of them! 80 Ways to Use ChatGPT in the classroom gets straight down to brass tacks with organised, practical prompt examples. A particular strength of this book is a welcome nod to balance throughout, with ample discussion of the issues as well as the well-fanfared benefits. As one of the earliest of these guides to appear, the focus is ChatGPT. However, as with all of these books, the knowledge is easily transferrable to other platforms.

AI FOR LANGUAGE LEARNERS

The cover of AI for Language Learners by Rich West-Soley As the only title to focus specifically on languages – and the one I penned myself – I could hardly leave out AI for Language Learners! Written to be accessible to individual learners as well as classroom teachers, it’s packed full of practical prompt ideas. These cover language reference, practice activities and resource creation. What’s more, the book includes access to a website with copy-paste prompt for those with the paperback. That is definitely a boon to those those typing fingers! The book was a labour of love over summer 2023, and is the product some very enthusiastic experimentation to support my own polyglot learning. I hope you have as much fun trying the prompts as I did writing them.

Brave New World

As AI comes to land firmly in classrooms over the coming months, we’ll undoubtedly be seeing title after title appear. Are there any favourite titles of yours that we’ve missed? Let us know in the comments!

Fun With Texts : Travel Edition

I came across an ancient video this week that took me right back. The video in question  was from a series of video diary entries I made on a trip to Austria in 2004. In this particular segment, I was proudly showing off the stash of free leaflets I’d cached from Klagenfurt town hall – treasures of authentic texts to take home for my teaching materials box.

German-language texts from Austria - leaflets about the EU in 2004

Austrian leaflets about the EU (2004)

A still of Rich West-Soley showing some leaflets from Austria in a video from 2004

Showing off my Austrian leaflet haul in 2004 in a video shot on a phone just a little more sophisticated than a toaster, judging from the quality

Fast forward 19 years, and I’m approaching the end of a wonderful, extended trip around Greece. It’s been a holiday full of wonderful sights, amazing food, and of course, lots of language practice. Incidentally, Greeks must be amongst the most encouraging people on the planet when you try to speak their language.

But what links this trip with that early noughties vid is that continued fascination with curating authentic texts. It’s a polyglot obsession that’s lasted well beyond my classroom teaching days; there’s no longer any teaching materials box to fill, but I’m still on the hunt.

Hunting Texts : Then and Now

The format has changed, naturally. It’s less about free brochures and leaflets now. Alas, my EasyJet baggage allowance won’t quite stretch to that any more. This time, it’s digital – and I’ve been going to town collecting text samples for my virtual Greek learning box.

Of course, Greece has a tradition of texts that stretches back a little further than many fellow European countries. It’s been particularly fun looking out for inscriptions on the many ancient monuments, and spotting similarities and differences between the ancient and modern languages.

A stone tablet in an Ancient Greek ruin, with a partial inscription in Greek

Authentic Texts in stone!

An Ancient Greek artefact


But it’s the modern examples that really hit the spot – the more everyday and prosaic the better. From bags of crisps to public notices, every bit of writing is a potential new word learnt, and an extra peep into the target language culture. It’s addictive.

A notice to save water on a Greek ship

Save water, and save those words (in Anki!)

A washing machine control panel with Greek labelling

It’ll all come out in the wash

As far as I’m concerned, there’s never any going over-the-top when collecting digital texts. Knock yourself out with as much target language as you can! The criteria for what makes an authentic text are wildly broad – it can be the odd couple of words, a text-dense poster or an entire book. It all has worth to us as learners, no matter how long.

The only rule I try to stick to is one of practical use; I aim to try and use the images somewhere, be it a blog post (like this one on German political posters) or by scraping the language for Anki flashcard entries.

A bag of crisps with Greek labelling

Language snacks

Are you a curator of authentic texts in your target language? How do you collect them, and what do you do with them afterwards? Let us know in the comments!

AI for Language Learners by Rich West-Soley; ChatGPT, Bing and more for your languages study

AI for Language Learners – Book Now Available!

It was a labour of love that happily took up most of my summer, and it’s finally out! I’m very chuffed to announce that my book AI for Language Learners is available on all Amazon stores.

 

The book is the product of months of tweaking, prodding and experimenting with emerging AI chat platforms. If you’re a Polyglossic regular, you’ll have seen some of those nascent techniques appear on the blog as I’ve developed and used them in my own learning. The blog has been a bedding ground for those first book ideas, and I’m thankful to everyone who has followed along with my own AI journey.

What we’ve come to call AI are, strictly speaking, actually large language models (LLMs). These LLMs arise from billions of words of training material – truly staggering amounts of data. The resulting super-text machines are perfect matches for subjects that benefit from a creative flair with words, and as language learners, wordplay is our currency. The book contains over 50 rich prompts for getting the absolute most out of AI’s impressive capacity for it.

The process has been huge fun. Of course, that’s thanks largely to the often unintentional humour our non-sentient friends ChatGPT, Bing and others. I try to get this across in the book, which has its fair share of lighthearted moments.

I hope you have as many smiles trying the recipes out as I did putting them together!

AI for Language Learners is available on Amazon Kindle (UK £2.99, US $2.99) or in paperback (UK £7.99, US $7.99). Even better: if you’re a Kindle Unlimited member, you can download and read it as part of your subscription.

An AI robot helper - just like the kind you can achieve for your language learning with ChatGPT's Custom Instructions.

Instant AI Language Learning : ChatGPT Custom Instructions

If AI is already an important parcel of your language learning routine, you won’t want to miss this.

OpenAI have added a Custom Instructions feature to the ChatGPT platform. Custom Instructions is a place for you to add important details you always want to mention before your chat session starts.

In practical terms, it can contain all of the regular priming that you usually add manually at the beginning of a session, like “you are a language teacher“, “you will speak in simple French around level A1” and so on. Automating this means you can open up your ChatGPT console and have your language assistant ready to go from the start, saving heaps of time. In a sense, it adds what has been sorely missing from AI so far: persistent memory of its users.

Even better – the feature is available to both free and premium users of ChatGPT, so you can start using it straight away!

Where Is It?

On the web app, you’ll find the new custom instructions settings by clicking your profile link at the bottom-right of the screen. On the mobile app, you’ll find it in Settings.

ChatGPT's custom instructions setting. Add prompts to get your AI ready from the get-go.

ChatGPT’s custom instructions setting in the web app.

The Settings option in the ChatGPT mobile app.

Settings in the ChatGPT mobile app.

Priming Your AI Assistant

Once open, you have two fields – an about you, and a response style option. The about you section tells ChatGPT the kind of user you are. This can include academic interests, favourite learning styles, talents and have and challenges you face – anything that a good learning assistant should know. For example:

I study several languages and am an active member of the polyglot community. My current projects are Greek, Icelandic and Polish. Indo-European linguistics is especially interesting to me. I love seeing the different links between all the different languages I learn.  I am a visual learner and love lists and tables, but I have concentration issues with long blocks of dense text. Apart from languages, I love music and travel, and learning about the world. Environmental activism is another of my passions.

In the response style field, you tell ChatGPT what kind of assistant you want it to be. For instance:

You are my personal language learning assistant, so all responses should be in both the target language I specify for a given session, and English. Any non-English you use should be aimed at a learner of around A2 on the CEFR scale, simple and clear. You will correct any errors I make in the target language, and give associated grammatical details to help me learn from my mistakes. Where there is an interesting cultural link to the target language country, you will include it in your response. You will always be supporting and encouraging, and nurture my love in language learning.

Try these for size, and you’ll notice a not-unsubtle change in the way ChatGPT responds to you. It uses those custom fields to colour everything that it relays back to you. And they’re there every time you turn it on – until you’re ready to change your assistant’s personality! You’ve created a robot teacher who just gets you.

Custom instructions are a fantastic way to get ChatGPT straight into the role you want as soon as you turn it on. Have you used them yet? Let us know about your experiences in the comments!

A tray of medals for the IBSA Games 2023 Tennis. Volunteering at international events is a great way to practise your languages!

Volunteering for Team Languages

I almost didn’t make my deadline (albeit self-imposed) for today’s post. I’ve spent a week volunteering with V.I. tennis at the IBSA Games in Birmingham, and I’ve only just packed up my uniform for the last time as the sun is setting on Edgbaston Priory.

It’s been six days of sweaty, hard and sometimes challenging work, but six unforgettable days of incredible experiences too. Not least of those is the great opportunity to use foreign languages – both my stronger, weaker and almost non-existent ones (my three words of Lithuanian, I’m looking at you). The IBSA Games being together athletes from over 70 countries, so it’s not hard to find someone, somewhere, who speaks something you know.

International events are such a perfect match for linguistically-minded volunteers. And that’s not just the social butterflies amongst us. Meeting, speaking and helping is golden experience for anyone fighting (as I do) with a natural shyness. It offers a good level of self-challenge, but with the safety net of structured interaction in short, manageable bursts. I call it people practice, and it’s worked wonders for my own particular flavour of social awkwardness!

It’s also an opportunity to enjoy the serendipity of polyglot opportunities. Nothing ‘in the wild’ is ever predictable, and that can throw language learners off when we throw ourselves deliberately, and often over-expectantly, into a single target language setting. On an international volunteering gig, you simply don’t know what will come your way. It might be your favourite language; it could be one you haven’t touched for years, and never thought you’d use again. It’s a case of let the opportunity come to you – and you’ll be nimbler of conversation for it. Personally, I never expected to speak as much Polish as I did this week.

If you at all curious to try it out, check out the NCVO or equivalent in your country. Also, keep an ear to the ground for big events happening locally. The best leads are often by simple word of mouth.

Volunteering is massively rewarding, in so many ways. It really is the ultimate in giving something of yourself in order to grow, as a linguist – and otherwise.

A picture of foam pyramids to illustrate triangulation, a language learning technique. Image from FreeImages.com

Triangulation : Familiar Stepping Stones To New Languages

It bears repeating: triangulation is one of my favourite language learning methods, and one I recommend to anyone who has at least one other foreign language already and is looking to add a new dimension to their polyglot journey.

For newcomers to the technique, it’s certainly worth going back over what triangulation is, how it works, and why it can be more effective than learning through English. I’ll also share some of my personal favourite resources for triangulation, covering various language pairs and levels. (You knew it would come to back to books eventually!)

What is triangulation?

Triangulation is a language learning method that uses one of your stronger foreign languages to learn a new one, bypassing English. For example, if you already know French, you can use French as your base language to learn German through French materials like books, podcasts, and courses.

How does triangulation work?

Triangulation works by leveraging your existing knowledge of a foreign language to acquire a new one. By using a foreign language as your base, you activate both languages in your brain, creating connections between them. This can help you improve your vocabulary, grammar, pronunciation, and comprehension skills in both languages simultaneously. You can also benefit from the exposure to different cultures and perspectives that each language offers, without looking through the anglophone lens.

Why is triangulation more effective than learning through English?

Triangulation can be more effective than learning through English for several reasons:

  • It can reduce the cognitive load and interference that English may cause when learning a new language. By avoiding English, you can eliminate the need to translate everything into your native language and instead focus on the meaning and context of the words and sentences in the target languages.
  • It reduces the ‘thinking in English’ aspect of language use, reducing the need to translate from your native language as you speak in real time.
  • It can increase your motivation and confidence as a language learner. By using a foreign language as your base language, you challenge yourself and prove that you are capable of learning multiple languages without working solely in English. You can also enjoy the satisfaction of seeing your progress in both languages at the same time.
  • It can enhance your linguistic awareness and sensitivity. By comparing and contrasting two foreign languages, you can notice the similarities and differences in their structures, sounds, expressions, and cultures. You can also discover new aspects of each language that you may have overlooked or taken for granted when learning through English.

What are some of the best resources for triangulation?

If you are interested in trying triangulation, here are some of the best resources I’ve found for various language pairs and levels in my own sights:

    • Petit vocabulaire actuel allemand. This is a French-German vocabulary book that covers over 3000 words and phrases in various topics, such as politics, economy, society, culture, etc. It also includes exercises and tests to help you practice and review your knowledge.
    • Assimil : Le Turc Sans Peine. This is a French-Turkish course that follows the Assimil method of natural assimilation. It consists of 100 lessons that introduce you to the basics of Turkish through dialogues, exercises, notes, and audio recordings.
    • Langenscheidt Komplett-Grammatik Italienisch. This is a German-Italian reference book that covers the most important words and grammar rules for learners of Italian. It also provides tips and explanations on how to use them correctly and effectively. Langenscheidt, like Assimil, has a long an proud heritage of producing respected foreign language guides.
    • Stein på stein: Norsk-tysk ordliste. This is a Norwegian-German word list that accompanies a textbook for intermediate Norwegian learners. It contains about 2500 words and expressions used in the textbook, along with translations in German. Like Finnish and Swedish vocabulary guides in similar second language series, these Norwegian guides are available in many of the languages of immigration to Norway, including Polish, Ukrainian and Urdu.

For other language pairings, it’s hard to beat the Assimil  Sans Peine and Ohne Mühe ranges. These feature many titles using French and German as the base languages respectively. They’re available in other languages too, although less comprehensively. That said, it’s definitely worth hunting them down in Italian and Spanish if the language pairs suit.

In any case, I hope this post has given you some inspiration to give triangulation a try. If you have any experiences or resource tips to share, please let us know in the comments.

And happy triangulating!

A screenshot of Lingvist in use, demonstrating its lovely, clean interface.

I Befriended a Lingvist (and It Was About Time) [Review]

I gave Lingvist a whirl this week, a sentence-based language learning app from Estonia that had mysteriously passed way under my radar until now. The verdict: Lingvist, I’m glad I finally found you!

It’s a bit of a match made in Heaven, to be honest, given my love of mass sentence techniques. This app uses in-context, useful sentences to illustrate all of its vocabulary items, drawing on a massive library of items for each language. The sheer size of its libraries should keep even the most avid learners busy for a while, and it’s available in an impressive number of languages:, including Estonian (as you’d expect!), Japanese, Korean, Norwegian, Polish and Swedish, as well as the other ‘biggies’.

It boasts a very smart, clean app design, using an eminently readable font (always an easy thing to overlook in a language app). It has a sensible, just-forgiving-enough approach to mistakes, particularly with accents. And – most impressively – it has the most user-friendly automatic voice input mode I’ve come across in such an app. Even more impressively, it allows Japanese input in all three writing systems.

A screenshot of Lingvist in use, demonstrating its lovely, clean interface.

In use, the app has an excellent approach to exposition and testing. Items, new and old, appear as gap-fill challenges as you perform sentence repetitions. That makes for an engaging routine, even when words you already know pop up – it’s not just learning, it’s practice. As such, it’s the perfect tool if you already know some of the language, but want to start filling in the gaps.

Not a Newbie? Not a Problem!

Talking of non-beginners, Lingvist also features a great placement test mode. For a start, it’s not overlong. Isn’t it always a bit soul-sapping when a new app makes you churn through a 10-minute test off the bat? Lingvist’s snappy check pretty accurately chooses a spot to skip you to very quickly.

To check it out, I performed the test in my strongest foreign language, German. It airlifted me about 85% of the way to the end of its mammoth list. And, proving there’s always something more to learn, the sentences were actually complex and interesting enough to challenge me. That bodes well for forging ahead it with it in my more nascent languages – you can reach a very decent level of language with it.

It tracks that gap-filling with what seems like a quite sophisticated spaced repetition algorithm. Despite that sophisticiation, you have at-a-glance access to all of those stats in a clear, unjargonised format, which  makes the spaced rep process understandable even if you’re new to it. Again, no wonder I love it, given my constant proselytising of the spaced repetition original, Anki.

Generous Trial Period

The best things, of course, are usually worth paying for. And true enough, Lingvist is a premium app, although its pricing is very competitive compared to the likes of Babbel and others, at just over £5 a month on an annual plan. But what’s striking about Lingvist is how generous the team have been with the free trial (at least on iOS). You get a whopping 14 days to try the software out. That’s significantly more than the usual seven days with most – if you’re lucky enough to get a trial at all.

I’m just puzzled over why it took the algorithms so long to push Lingvist in my path, especially since the App Store says it’s been around since 2016. I hope it’s not been such a hidden, under-the-radar app for others, as it really deserves to be up there amongst the best.

If it’s your first time hearing about it too, check it out!

Using Bing's AI chat to play a word association game in French.

AI Chat Prompts for Language Learning Practice

As AI becomes more and more a fixture of daily life, it’s not surprising to see it sneaking gradually into the language learning setting. The list of AI-infused apps is growing daily: premium chatbots, word games and other practice tools that are taking app stores by storm.

But before you shell out the cash, be reassured that you don’t need to spend a penny to bring the magic of AI to your own routine. You can achieve exactly the same, routine-transforming effects with a few handy prompts and free-to-access AI platforms.

AI for Free

There is an impressive and ever-growing array of AI chatbots to experiment with, some free, some premium. The difference, largely, is in the amount of environment setup that has already been done in premium apps. This is often just a case of configuring the AI to play a certain role, or act in a certain way. But here’s the secret:

You can do this easily yourself, with no development skills required.

It’s simply a case of good prompting. Tell it, in simple, natural English, the rules of the activities you want to run. Define the way you want it to respond to you. Give it a role to play. And state your limits and boundaries. Get a handle on prompting effectively, and popular, free platforms will more than suffice.

The biggie, of course, is ChatGPT, which has a solid free tier for general use. Google have also joined the game with the commendable Bard, which is definitely worth a look. That said, since Microsoft released their new AI-powered Bing chat mode, I’ve been using that more and more. It has an excellent Creative Mode preset, which gives it more unpredictable, humanlike responses. Just bear in mind that Bing currently limits the conversation to a 30-interaction maximum.

The following examples use French and Swedish to show how I’ve been using it to support my own language practice. Just swap in your own target language as required!

Word Games

The simplest kind of game to set up is good old basic word play. The following prompt sets up a turn-based alphabet game, which challenges your vocab recall:

Let’s play a word game in French. We have to go through the alphabet in turns, stating a verb that begins with each letter, plus a short sentence using that verb in context. Let’s play!


One of the best things about using AI for these kinds of language games is the capacity for on-the-fly correction and feedback; it can sometimes appear almost human. Below, I started cheating by inventing words, but Bing was far too clever to be caught out!

Playing a language learning word game - and trying to cheat - with Microsoft Bing's AI-powered chat mode.

Playing a language learning word game – and trying to cheat – with Microsoft Bing’s AI-powered chat mode.

Another fun vocab item practice mode is word association. The following prompt sets up a game where the meaning of each turn’s word must be related to the last. If the bot considers the link too tenuous, you lose the game:

Let’s play a word association game in French. You kick us off with a random noun. We then take it in turns to give a word which is somehow related in meaning to the last. If the link is too tenuous, the player loses. Shall we play?


It’s a great way to recycle vocabulary. You might need to play with the prompt to make your AI teacher a little less strict, though. Mine ended up with a bit of a mean streak. Very harsh!

Bing AI being VERY harsh on me in a word association game.

Bing AI being VERY harsh on me in a word association game.

Story Games (with Tutor Mode!)

When you’re ready to take it beyond words, AI is ready for you. One of the most amusing ways to practise with full sentences is storytelling. Try this prompt for a narrative whirl:

Let’s play a turn-based storytelling game to help me practise my French. We build a story by taking it in turns to add a sentence each time. Please keep the language level to about A2, and tell me about any mistakes I make as we go along. The story should be set in the present day. You start us off!


Note the specification of a language level, as well as the instruction to correct your mistakes as you go. It makes the AI response so rich and helpful that it really is a gift to learn from. To tailor it further, try adding instructions about which tenses to use (narrative present or past?), and even vocabulary topics to crowbar in.

Role-play

Ai chat can prepare you for real-world chat, too. Setting up a foreign language role-play is as simple as describing the situation in as much detail as you like:

Let’s do some role-play to help me practise my French! You play a friendly waiter in a Paris café, and I am a customer. I enter the café and you come over to take my order. You realise I’m learning French and so give me very simple descriptions of all the dishes. But you keep mishearing me, so I have to repeatedly rephrase what I ask for.


This can be as straight-laced or as silly as you like. Sometimes, it’s a case of the crazier, the better. There’s nothing like a bit of silliness to increase engagement and recall.

You can even target the chat more by priming the AI with the actual vocabulary items you want to lever in. It’s a great way to recycle words over and over again:

I want to practise talking in Swedish about family. Imagine you’re a friend of mine and we’re having a chat about our families. Keep the language level to about A2 on the CEFR language scale, and using the following words as much as possible: mamma, pappa, bror, syster, vänner, snäll, vänlig, lita på, besöka


Whether you’re new to AI, or just beginning to experiment with it yourself, I hope these sample prompts give you some useful, fun practice ideas. Do you have any good ones to add to the list? Let us know in the comments!