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  3. Why AI writing is so generic, boring, and dangerous: Semantic ablation.

Why AI writing is so generic, boring, and dangerous: Semantic ablation.

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  • agowa338@chaos.socialA agowa338@chaos.social

    @cstross

    Or in other words "Why AI is writing in corporate speech"

    pieist@ohai.socialP This user is from outside of this forum
    pieist@ohai.socialP This user is from outside of this forum
    pieist@ohai.social
    wrote last edited by
    #16

    @agowa338 @cstross

    Depends what level of the corporation you''re speaking to. Management and marketing hype is in some ways the opposite, with a heavy use of "signaling" words that serve little informational purpose, rather they are meant to leave an impression. Think "disruptive", or "leverage" used as a verb...

    agowa338@chaos.socialA 1 Reply Last reply
    0
    • cstross@wandering.shopC This user is from outside of this forum
      cstross@wandering.shopC This user is from outside of this forum
      cstross@wandering.shop
      wrote last edited by
      #17

      @malice @JdeBP The Register is a news site: everything has to be flensed and filed down to fit in a standard format and voice. That piece is probably all that's left of an original that was three times the length.

      pkraus@berlin.socialP 1 Reply Last reply
      0
      • cstross@wandering.shopC cstross@wandering.shop

        Why AI writing is so generic, boring, and dangerous: Semantic ablation.

        (We can measure semantic ablation through entropy decay. By running a text through successive AI "refinement" loops, the vocabulary diversity (type-token ratio) collapses.)

        Link Preview Image
        Semantic ablation: Why AI writing is boring and dangerous

        opinion: The subtractive bias we're ignoring

        favicon

        (www.theregister.com)

        subterfugue@sfba.socialS This user is from outside of this forum
        subterfugue@sfba.socialS This user is from outside of this forum
        subterfugue@sfba.social
        wrote last edited by
        #18

        @cstross there’s worse related things.

        We come to see anything that the AI can not and does not produce as invalid and thus reading these bullshit, taupe texts shrinks our creative range, our sense of the possible, and our willingness to forge our own path or follow someone else blazing their own.

        Narrowing the range of semantics to an average is one thing.

        Strangling our range of ideas is another.

        1 Reply Last reply
        0
        • pieist@ohai.socialP pieist@ohai.social

          @agowa338 @cstross

          Depends what level of the corporation you''re speaking to. Management and marketing hype is in some ways the opposite, with a heavy use of "signaling" words that serve little informational purpose, rather they are meant to leave an impression. Think "disruptive", or "leverage" used as a verb...

          agowa338@chaos.socialA This user is from outside of this forum
          agowa338@chaos.socialA This user is from outside of this forum
          agowa338@chaos.social
          wrote last edited by
          #19

          @pieist @cstross

          Well but you'll still notice that they're using a bunch of words to say nothing legally binding at all in the end...

          1 Reply Last reply
          0
          • cstross@wandering.shopC cstross@wandering.shop

            Why AI writing is so generic, boring, and dangerous: Semantic ablation.

            (We can measure semantic ablation through entropy decay. By running a text through successive AI "refinement" loops, the vocabulary diversity (type-token ratio) collapses.)

            Link Preview Image
            Semantic ablation: Why AI writing is boring and dangerous

            opinion: The subtractive bias we're ignoring

            favicon

            (www.theregister.com)

            greenviv@social.vivaldi.netG This user is from outside of this forum
            greenviv@social.vivaldi.netG This user is from outside of this forum
            greenviv@social.vivaldi.net
            wrote last edited by
            #20

            @cstross It is impossible to replace the human experience with a machine. The moment by its nature is sancrosanct; it's only in this atmosphere of gaming real estate insanity where life's nature is just another bitcoin to earn where we have lost our way.

            1 Reply Last reply
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            • cstross@wandering.shopC cstross@wandering.shop

              Why AI writing is so generic, boring, and dangerous: Semantic ablation.

              (We can measure semantic ablation through entropy decay. By running a text through successive AI "refinement" loops, the vocabulary diversity (type-token ratio) collapses.)

              Link Preview Image
              Semantic ablation: Why AI writing is boring and dangerous

              opinion: The subtractive bias we're ignoring

              favicon

              (www.theregister.com)

              ghostonthehalfshell@masto.aiG This user is from outside of this forum
              ghostonthehalfshell@masto.aiG This user is from outside of this forum
              ghostonthehalfshell@masto.ai
              wrote last edited by
              #21

              @cstross

              I can’t help seeing in that elements of 1984 where Orwell describes successive reduction in vocabulary with the intended goal of making rebellious thought impossible

              1 Reply Last reply
              0
              • cstross@wandering.shopC cstross@wandering.shop

                Why AI writing is so generic, boring, and dangerous: Semantic ablation.

                (We can measure semantic ablation through entropy decay. By running a text through successive AI "refinement" loops, the vocabulary diversity (type-token ratio) collapses.)

                Link Preview Image
                Semantic ablation: Why AI writing is boring and dangerous

                opinion: The subtractive bias we're ignoring

                favicon

                (www.theregister.com)

                daveduchene@mstdn.caD This user is from outside of this forum
                daveduchene@mstdn.caD This user is from outside of this forum
                daveduchene@mstdn.ca
                wrote last edited by
                #22

                @cstross the new Newspeak

                1 Reply Last reply
                0
                • cstross@wandering.shopC cstross@wandering.shop

                  Why AI writing is so generic, boring, and dangerous: Semantic ablation.

                  (We can measure semantic ablation through entropy decay. By running a text through successive AI "refinement" loops, the vocabulary diversity (type-token ratio) collapses.)

                  Link Preview Image
                  Semantic ablation: Why AI writing is boring and dangerous

                  opinion: The subtractive bias we're ignoring

                  favicon

                  (www.theregister.com)

                  johannab@cosocial.caJ This user is from outside of this forum
                  johannab@cosocial.caJ This user is from outside of this forum
                  johannab@cosocial.ca
                  wrote last edited by
                  #23

                  @cstross neat article, thanks.

                  I had a realization a while ago that LLM writing came at me with the same vibe I caught when I was briefly a teacher, and again in the workplace, where I dealt with people who had unacknowledged literacy challenges. Young folks who assembled written work by cribbing from others and rearranging words “by shape” to fulfill the requirements - always managed to convey zero meaningful thought.

                  1 Reply Last reply
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                  • cstross@wandering.shopC cstross@wandering.shop

                    Why AI writing is so generic, boring, and dangerous: Semantic ablation.

                    (We can measure semantic ablation through entropy decay. By running a text through successive AI "refinement" loops, the vocabulary diversity (type-token ratio) collapses.)

                    Link Preview Image
                    Semantic ablation: Why AI writing is boring and dangerous

                    opinion: The subtractive bias we're ignoring

                    favicon

                    (www.theregister.com)

                    _ryekdarkener_@mastodon.social_ This user is from outside of this forum
                    _ryekdarkener_@mastodon.social_ This user is from outside of this forum
                    _ryekdarkener_@mastodon.social
                    wrote last edited by
                    #24

                    @cstross

                    Of cause it does. So the result becomes more and more readable for the deliberately uneducated masses. Style? Content? Facts? Who cares?

                    1 Reply Last reply
                    0
                    • cstross@wandering.shopC cstross@wandering.shop

                      Why AI writing is so generic, boring, and dangerous: Semantic ablation.

                      (We can measure semantic ablation through entropy decay. By running a text through successive AI "refinement" loops, the vocabulary diversity (type-token ratio) collapses.)

                      Link Preview Image
                      Semantic ablation: Why AI writing is boring and dangerous

                      opinion: The subtractive bias we're ignoring

                      favicon

                      (www.theregister.com)

                      netraven@hear-me.socialN This user is from outside of this forum
                      netraven@hear-me.socialN This user is from outside of this forum
                      netraven@hear-me.social
                      wrote last edited by
                      #25

                      @cstross

                      If you use an LLM to make “objective” decisions or treat it like a reliable partner, you’re almost inevitably stepping into a script that you did not consent to: the optimized, legible, rational agent who behaves in ways that are easy to narrate and evaluate. If you step outside of that script, you can only be framed as incoherent.

                      That style can masquerade as truth because humans are pattern-matchers: we often read smoothness as competence and friction as failure. But rupture in the form of contradiction, uncertainty, “I don’t know yet,” or grief that doesn’t resolve is often is the truthful shape of the thing itself.

                      AI is part of the apparatus that makes truth feel like an aesthetic choice instead of a rupture. That optimization function operates as capture because it encourages you to keep talking to the AI in its format, where pain becomes language and language becomes manageable.

                      The only solution is to refuse legibility.

                      It's already beginning, where people speak the same words as always, but they don't mean the same things anymore from person to person.

                      New information from feedback that doesn't fit another's collapsed constraints for abstraction... can only be perceived as a threat. Because If you demand truth from a system whose objective is stability under stress, it will treat truth as destabilizing noise.

                      Reality is what makes a claim expensive. A model tries to make a claim cheap.

                      Systems that treat closure as safety will converge to smooth, repeatable outputs that erase the remainder. A useful intervention is one that increases the observer’s ability to detect and resist premature convergence by exposing the hidden cost of smoothness and reinstating a legitimate place for uncertainty, contradiction, and falsifiability. But the intervention only remains non-doctrinal if it produces discriminative practice, not portable slogans.

                      1 Reply Last reply
                      0
                      • cstross@wandering.shopC cstross@wandering.shop

                        Why AI writing is so generic, boring, and dangerous: Semantic ablation.

                        (We can measure semantic ablation through entropy decay. By running a text through successive AI "refinement" loops, the vocabulary diversity (type-token ratio) collapses.)

                        Link Preview Image
                        Semantic ablation: Why AI writing is boring and dangerous

                        opinion: The subtractive bias we're ignoring

                        favicon

                        (www.theregister.com)

                        stompyrobot@mastodon.gamedev.placeS This user is from outside of this forum
                        stompyrobot@mastodon.gamedev.placeS This user is from outside of this forum
                        stompyrobot@mastodon.gamedev.place
                        wrote last edited by
                        #26

                        @cstross by putting a measurable number on this feature, you have now made it possible to train out!

                        1 Reply Last reply
                        0
                        • cstross@wandering.shopC cstross@wandering.shop

                          Why AI writing is so generic, boring, and dangerous: Semantic ablation.

                          (We can measure semantic ablation through entropy decay. By running a text through successive AI "refinement" loops, the vocabulary diversity (type-token ratio) collapses.)

                          Link Preview Image
                          Semantic ablation: Why AI writing is boring and dangerous

                          opinion: The subtractive bias we're ignoring

                          favicon

                          (www.theregister.com)

                          apostateenglishman@mastodon.worldA This user is from outside of this forum
                          apostateenglishman@mastodon.worldA This user is from outside of this forum
                          apostateenglishman@mastodon.world
                          wrote last edited by
                          #27

                          @cstross I've previously described LLM-generated text as reading like "a middle management memo that no-one bothers reading". 🤷🏻‍♂️

                          1 Reply Last reply
                          0
                          • cstross@wandering.shopC cstross@wandering.shop

                            Why AI writing is so generic, boring, and dangerous: Semantic ablation.

                            (We can measure semantic ablation through entropy decay. By running a text through successive AI "refinement" loops, the vocabulary diversity (type-token ratio) collapses.)

                            Link Preview Image
                            Semantic ablation: Why AI writing is boring and dangerous

                            opinion: The subtractive bias we're ignoring

                            favicon

                            (www.theregister.com)

                            kitkat_blue@mastodon.socialK This user is from outside of this forum
                            kitkat_blue@mastodon.socialK This user is from outside of this forum
                            kitkat_blue@mastodon.social
                            wrote last edited by
                            #28

                            @cstross

                            Gen ai and llms are the tools of fascism.

                            How?

                            Through ENSTUPIFACATION.

                            1 Reply Last reply
                            0
                            • cstross@wandering.shopC cstross@wandering.shop

                              Why AI writing is so generic, boring, and dangerous: Semantic ablation.

                              (We can measure semantic ablation through entropy decay. By running a text through successive AI "refinement" loops, the vocabulary diversity (type-token ratio) collapses.)

                              Link Preview Image
                              Semantic ablation: Why AI writing is boring and dangerous

                              opinion: The subtractive bias we're ignoring

                              favicon

                              (www.theregister.com)

                              atax1a@infosec.exchangeA This user is from outside of this forum
                              atax1a@infosec.exchangeA This user is from outside of this forum
                              atax1a@infosec.exchange
                              wrote last edited by
                              #29

                              @cstross it's the textual equivalent of prions

                              1 Reply Last reply
                              0
                              • cstross@wandering.shopC cstross@wandering.shop

                                Why AI writing is so generic, boring, and dangerous: Semantic ablation.

                                (We can measure semantic ablation through entropy decay. By running a text through successive AI "refinement" loops, the vocabulary diversity (type-token ratio) collapses.)

                                Link Preview Image
                                Semantic ablation: Why AI writing is boring and dangerous

                                opinion: The subtractive bias we're ignoring

                                favicon

                                (www.theregister.com)

                                sassinake@mastodon.socialS This user is from outside of this forum
                                sassinake@mastodon.socialS This user is from outside of this forum
                                sassinake@mastodon.social
                                wrote last edited by
                                #30

                                @cstross

                                nicely described by Orwell as

                                'NewSpeak'

                                kelleynnn@mas.toK 1 Reply Last reply
                                0
                                • cstross@wandering.shopC cstross@wandering.shop

                                  Why AI writing is so generic, boring, and dangerous: Semantic ablation.

                                  (We can measure semantic ablation through entropy decay. By running a text through successive AI "refinement" loops, the vocabulary diversity (type-token ratio) collapses.)

                                  Link Preview Image
                                  Semantic ablation: Why AI writing is boring and dangerous

                                  opinion: The subtractive bias we're ignoring

                                  favicon

                                  (www.theregister.com)

                                  0gust1@merveilles.town0 This user is from outside of this forum
                                  0gust1@merveilles.town0 This user is from outside of this forum
                                  0gust1@merveilles.town
                                  wrote last edited by
                                  #31

                                  @cstross Neural networks, by mathematical nature, are lossy information-compressing artefacts !

                                  1 Reply Last reply
                                  0
                                  • cstross@wandering.shopC cstross@wandering.shop

                                    Why AI writing is so generic, boring, and dangerous: Semantic ablation.

                                    (We can measure semantic ablation through entropy decay. By running a text through successive AI "refinement" loops, the vocabulary diversity (type-token ratio) collapses.)

                                    Link Preview Image
                                    Semantic ablation: Why AI writing is boring and dangerous

                                    opinion: The subtractive bias we're ignoring

                                    favicon

                                    (www.theregister.com)

                                    phil_stevens@mastodon.nzP This user is from outside of this forum
                                    phil_stevens@mastodon.nzP This user is from outside of this forum
                                    phil_stevens@mastodon.nz
                                    wrote last edited by
                                    #32

                                    @cstross No surprise that we see the textual equivalent of mad cow disease.

                                    1 Reply Last reply
                                    0
                                    • cstross@wandering.shopC cstross@wandering.shop

                                      @malice @JdeBP The Register is a news site: everything has to be flensed and filed down to fit in a standard format and voice. That piece is probably all that's left of an original that was three times the length.

                                      pkraus@berlin.socialP This user is from outside of this forum
                                      pkraus@berlin.socialP This user is from outside of this forum
                                      pkraus@berlin.social
                                      wrote last edited by
                                      #33

                                      @malice @JdeBP @cstross That's fair. However, repeatedly including certain types of sentence construction - appealing or not - makes it look dodgy. Or just trolling. 😉

                                      cstross@wandering.shopC 1 Reply Last reply
                                      0
                                      • pkraus@berlin.socialP pkraus@berlin.social

                                        @malice @JdeBP @cstross That's fair. However, repeatedly including certain types of sentence construction - appealing or not - makes it look dodgy. Or just trolling. 😉

                                        cstross@wandering.shopC This user is from outside of this forum
                                        cstross@wandering.shopC This user is from outside of this forum
                                        cstross@wandering.shop
                                        wrote last edited by
                                        #34

                                        @pkraus @malice @JdeBP I've been reading The Reg since 1997 or thereabouts. Their house style has history behind it, not LLMs. (I suspect they'd cop to trolling from time to time, though.)

                                        1 Reply Last reply
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                                        • cstross@wandering.shopC cstross@wandering.shop

                                          Why AI writing is so generic, boring, and dangerous: Semantic ablation.

                                          (We can measure semantic ablation through entropy decay. By running a text through successive AI "refinement" loops, the vocabulary diversity (type-token ratio) collapses.)

                                          Link Preview Image
                                          Semantic ablation: Why AI writing is boring and dangerous

                                          opinion: The subtractive bias we're ignoring

                                          favicon

                                          (www.theregister.com)

                                          noodlemaz@mstdn.gamesN This user is from outside of this forum
                                          noodlemaz@mstdn.gamesN This user is from outside of this forum
                                          noodlemaz@mstdn.games
                                          wrote last edited by
                                          #35

                                          @cstross ironically got a Google cloud genAI and ML ad right in the middle of that.

                                          1 Reply Last reply
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