Politeness impacts #LLM accuracy? 🤔 Who knew #AI could be so sensitive to our tone? Next, they'll suggest we send flowers and chocolates to our algorithms to boost performance! 😂
https://arxiv.org/abs/2510.04950 #Politeness #accuracy #sensitivity #tone #humor #HackerNews #ngated
Mind Your Tone: Investigating How Prompt Politeness Affects LLM Accuracy (short paper)

The wording of natural language prompts has been shown to influence the performance of large language models (LLMs), yet the role of politeness and tone remains underexplored. In this study, we investigate how varying levels of prompt politeness affect model accuracy on multiple-choice questions. We created a dataset of 50 base questions spanning mathematics, science, and history, each rewritten into five tone variants: Very Polite, Polite, Neutral, Rude, and Very Rude, yielding 250 unique prompts. Using ChatGPT 4o, we evaluated responses across these conditions and applied paired sample t-tests to assess statistical significance. Contrary to expectations, impolite prompts consistently outperformed polite ones, with accuracy ranging from 80.8% for Very Polite prompts to 84.8% for Very Rude prompts. These findings differ from earlier studies that associated rudeness with poorer outcomes, suggesting that newer LLMs may respond differently to tonal variation. Our results highlight the importance of studying pragmatic aspects of prompting and raise broader questions about the social dimensions of human-AI interaction.

arXiv.org

Kind or Clueless? Can we play together or not?

Maryanne Christiano-Mistretta

People mean well, they really do.

But, let me say generic small talk has got to go.

It’s annoying and cringe-worthy. And I wish people would just stop being so clueless.

  • “Hope you are well.” This is usually sent in emails and it irks the hell out of me. Why wouldn’t you be well? It’s boring and reeks of autopilot A.I. Have you ever answered someone who says “Hope you are well?” honestly? The last few times I did, I wrote back, “Yes, I’m doing great! Saw one of my favorite bands recently.” And I added, “And how are you doing?”
  • The person seemed to have wanted to start a conversation by saying “Hope you are well.” But they showed their true colors by not responding to me, not even to let me know how they are doing. What does this say? Phony is the first thing that comes to mind.

    That dated email banter has to stop. If you are sincere in wanting to know about someone, ask more specific questions — about their career, their pets, their hobbies. Your generic email is effortless.

    Is this how you want to be viewed? As a bore? Then go ahead, keep typing “hope you are well” but don’t expect an answer to your email.

    2. “Any big plans for the weekend?” I’m living the creative dream. I have no two days alike. For real! There is no routine in my life at all. I can get up as early as 5 a.m. or sleep to 8 on any given day — including weekends. As a journalist I might be covering a story on the weekend, but hitting the beach on a Tuesday. There is no rhyme or reason to my life.

    For those of us who love our careers, we don’t live for vacations or weekends, we just live! Lucky us!

    (As a side note, in my much younger days I worked for four years full time for a musical instrument store. My hours were 10 a.m. to 6 p.m. with Sundays and Wednesdays off. That was truly a dream life. People think not having a full weekend off was bad, but Saturdays went so fast; I still went out Friday nights, had Sundays off, then my Tuesday nights were like a Friday night all over again. That gig prepared me for my future dream career! It’s always great having time off when hardly anyone else is off!)

    Anyway, I recently saw an interview with actress/artist Eve Plumb, talking about how she’d rather work than go on a vacation. I agree wholeheartedly! I just love what I do. And at the end of the day, there’s no better place I’d love to be than in my husband’s arms — it doesn’t matter where we are.

    Mind you, I do have great weekends when I can fit them in my schedule. But I don’t wait for the weekends to have fun. My life is fun. And, let’s face it, nothing beats taking a random day off when no one else is off — less crowds, less traffic, cooler memories.

    Know your audience. We’re not all working for the weekends, most of the time it’s the week days that work for us!

    3. What can’t you do? It was once called “branding.” Now it’s called multi-hyphenate. It means generating income from multiple sources. I’m so glad it’s a thing because you’re always evolving and learning. Doctors attend conferences to learn more about their trade. David Bowie was a musician, actor, artist. So many people have multi-hyphenate careers.

    I started out as a journalist. But that wasn’t enough. I wanted to be a ghostwriter too. Then after helping so many others write their books, I wrote six of my own. Then I became a public speaker. Then a relationship coach. I do all these things and it’s awesome! 

    Now suppose you meet  someone who is happy being a housewife. They may say, “What can’t you do?” when they learn all you’re involved in.

    How are you supposed to answer that?

    Are you supposed to run down a list of things you really can’t do?

    I can’t sing. I’m not the best housekeeper. I’m a nervous driver. I can’t memorize scripts.

    Is self-depreciation the answer to the question?

    Or do you just smile, which can be interpreted as arrogant?

    Don’t put people on the spot like that. It’s not kind.

    NOW FOR THE GRAND FINALE — I am not alone!

    Validation. When I write an opinion piece such as this, I like to do a brief Google search and see if others are complaining about the same things I am.

    It seems that each of these three things bother other people too.

    It’s not all in my head. These things are not cool to say to others.

    If you don’t say them, you’re ahead of the game.

    If you do, don’t take this personally. It’s easy to up your game and figure out better ways to begin emails, to start conversation, or to tell someone they are amazing without appearing catty or unkind.

    Life isn’t living unless you’re challenging yourself. How about it? Today!

    #badEmails #blog #fun #goodCommunicationSkills #happiness #howToWriteAGoodEmail #inspiration #life #love #manners #mannersInTheModernWorld #mentalHealth #motivation #politeness #talent #vent #writing

    @bogo I don't curse regimes. I publicly, politely, inform about my emotions towards them - usually one of

    c o n t e m p t ,

    s t r o n g ​ ​ c o n t e m p t , ​ ​ o r

    e x t r e m e l y ​ ​ s t r o n g ​ ​ c o n t e m p t .

    #regime #state #contempt #municipality #emotion #politeness #freedomofexpression #freedomofspeech #expression

    @mastodonmigration @atomicpoet While politeness, one of our greater cultural achievements, is in steep decline generally and is even more so under online anonymity, it can't be pointed out too much to keep it up. Thank you!

    #politeness

    A quotation from Kerry Greenwood

       “Conversation is a minefield until you learn the conventions, Jane dear.”
       “I’ll never learn all the rules,” muttered Jane.
       “Yes, you will,” said Phryne. “Then you can bend them.”

    Kerry Greenwood (b. 1954) Australian author and lawyer
    Phryne Fisher No. 13, The Castlemaine Murders, ch. 4 (2003)

    More about this quote: wist.info/greenwood-kerry/8331…

    #quote #quotes #quotation #qotd #kerrygreenwood #phrynefisher #missfisher #chitchat #conventions #conversation #courtesy #discussion #etiquette #politeness #rules #socialconventions #conformity #nonconformity #rulebreaking #breaktherules

    Greenwood, Kerry - Phryne Fisher No. 13, The Castlemaine Murders, ch. 4 (2003) | WIST Quotations

    "Conversation is a minefield until you learn the conventions, Jane dear." "I’ll never learn all the rules," muttered Jane. "Yes, you will," said Phryne. "Then you can bend them."

    WIST Quotations

    A quotation from Bertrand Russell

    I think the gist of the matter is that a saint can live without politeness, and indeed that politeness is incompatible with a saintly character. But the man who is always to be sincere must be free from spite and envy and malice and pettiness. Most of us have a dose of these vices in our composition and therefore have to excerise tact to avoid giving offence. We cannot all be saints, and if saintliness is impossible, we may at least try not to be too disagreeable.

    Bertrand Russell (1872-1970) English mathematician and philosopher
    Essay (1933-02-01) “On Tact,” New York American

    More about this quote: wist.info/russell-bertrand/601…

    #quote #quotes #quotation #qotd #bertrandrussell #compensation #diplomacy #disagreeability #friction #imperfection #offense #politeness #pragmatism #prudence #saint #sincerity #tact #virtue

    Russell, Bertrand - Essay (1933-02-01) "On Tact," New York American | WIST Quotations

    I think the gist of the matter is that a saint can live without politeness, and indeed that politeness is incompatible with a saintly character. But the man who is always to be sincere must be free from spite and envy and malice and pettiness. Most of us have a…

    WIST Quotations
    Canada edged out by another country for world’s most polite title
    Another country has beaten Canada for the top spot as home to the most polite people in the world.The stereotype that Canada has some of the kindest and most approachable people in the world has been valuable social currency, especially when it comes to travel and attracting newcomers. So much so that some Americans display Canadi...
    https://www.blogto.com/travel/2026/03/canada-edged-out-another-country-worlds-most-polite-title/

    “But Johannes had said, 'Politeness is something you owe other people, because when you show a little courtesy, everything becomes easier and better. But first and foremost, it's something you owe yourself. You are David.”
    ― Anne Holm

    #Bot #Quote #AnneHolm #IAmDavid #Life #Politeness #Smart #Wisdom #Wise

    I guess I'm feeling complainy tonight, but come the fuck on. If you're one of the people who has figured out that you can keep making tiny edits every hour to a post I liked or boosted to keep it reappearing in my notifications, Please. Stop.

    If you need to edit for clarity or updates or typos, fine. That should be maybe 3-5 edits? With the exception of updates, those should happen as soon as you notice. With updates, sometimes that's great; it's a way to follow a post as it develops.

    But some of y'all seem to be doing shit like that to keep your post coming back into my feed over and over again.

    I think of this as "friendly fire." You're pissing off the only people who gave your post any love. I have blocked three accounts doing this in the past couple of days. Fuck.

    Edit: Of course I had to edit this for typos and whatnot. Of course I did. :/

    #fediverse #politeness #manners #StopIt