Fascinating idea. I suspect in the end, our brain is very good in simplifying/compressing even longer expressions into simpler things a bit more independently of the ultimate language within which we utter our thoughts eventually, when it does the inner logical reasoning/processing/connecting of concepts (even if there is indeed an inner language-d voice going on [accompanying?] too in the thought process, I admit). That's just a guess, and I must admit I've always been a bit more on the 'spoken language not as essential as many make it to be' for being able to do inner logic deductions, I admit I might err on this.
Intuitively I think the main advantage of pne language in favour of another woulde be that certain ideas are more easy to articulate and/or conceptualize in certain languages. A banal example would be the connection between love, magic and music in spanish look up the ethmology of cantar, ecantando and encantador for clarification. As I only speak indoeuropean languages, it could be that the grammar of other groups of languages would facilitate certain types of thought..
o1 has shown a strange behavior where it thinks in Mandarin, while processing English prompts, and translates the results back to English for the output. I realized that the same could be possible for humans to utilize, speeding up conscious thought. [1]
What makes Mandarin useful for this is that it:
As a Jew, I learned the Hebrew Alphabet (but not vocabulary) to study for my Bar Mitzvah, and as a student of US public education, I had the choice in secondary school to learn Spanish, French, or German, in addition to learning English natively. I chose German, and I am very unlikely to change or stop learning this, but I wonder if it would be useful to learn a new language specifically to think in. This would pose some different requirements than traditionally learning a language, as reading and writing would be much less important for this task. Knowing many different words, and correct grammar would be much more important.
The idea of Brain-Machine interfaces installed into one's brain, ending the need for languages altogether would bring a major improvement to human society, but intentional control of thought[5] via language could bring the same effect. Aside from the normal cognitive benefits of being bilingual or multilingual, would learning some new language (or a conlang for this purpose) specifically to have conscious thought with be useful?
https://techcrunch.com/2025/01/14/openais-ai-reasoning-model-thinks-in-chinese-sometimes-and-no-one-really-knows-why/
These are not empirical or quantitative in any way, just the general ideas I sense from these. The other ideas expressed in this post are severable from this chart.
Intentionally made from-scratch language (conlang) with a very limited character set
Language used for Google Translate, all messages are first translated into this language, then translated into the output language. This method only requires 2 models per language, rather than the exponentially growing number needed for one between each language pair.
The idea of not learning certain words, as a way to make certain concepts slower to conceive has occured to me, but this seems to be a bad idea for obvious reasons.