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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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  • 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
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            • 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
              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)

                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
                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)

                  J This user is from outside of this forum
                  J This user is from outside of this forum
                  jmj@hachyderm.io
                  wrote last edited by
                  #36

                  @cstross hmmm, that might also explain why AI seems more effective for code.
                  For the most part you want a reversion to the mean in code. Novel solutions are only needed at the cutting edge where you trying to make the computer do something that’s not been done before.

                  cstross@wandering.shopC 1 Reply Last reply
                  0
                  • J jmj@hachyderm.io

                    @cstross hmmm, that might also explain why AI seems more effective for code.
                    For the most part you want a reversion to the mean in code. Novel solutions are only needed at the cutting edge where you trying to make the computer do something that’s not been done before.

                    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
                    #37

                    @Jmj Yes. Also I suspect the semantic expressiveness of programming languages is far narrower than that of human languages: they're more precise, but it's much harder (though not impossible!) to write poetry in them. So there's less risk of losing something unique by generating output that tends to occupy the middle of the bell curve.

                    perigrin@ack.nerdfight.onlineP 1 Reply Last reply
                    0
                    • cstross@wandering.shopC cstross@wandering.shop

                      @Jmj Yes. Also I suspect the semantic expressiveness of programming languages is far narrower than that of human languages: they're more precise, but it's much harder (though not impossible!) to write poetry in them. So there's less risk of losing something unique by generating output that tends to occupy the middle of the bell curve.

                      perigrin@ack.nerdfight.onlineP This user is from outside of this forum
                      perigrin@ack.nerdfight.onlineP This user is from outside of this forum
                      perigrin@ack.nerdfight.online
                      wrote last edited by
                      #38
                      @cstross @Jmj I mean I think one could make a coherent argument that programming *is* poetry: reduced syntax, enforced structure, heavy use of metaphor…

                      It’s just most programming topics make Vogon poetry look exciting.
                      J 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)

                        rowat_c@mastodon.socialR This user is from outside of this forum
                        rowat_c@mastodon.socialR This user is from outside of this forum
                        rowat_c@mastodon.social
                        wrote last edited by
                        #39

                        @cstross "Model collapse", Shumailov, Shumaylov & Papernot (2024), Nature : https://www.nature.com/articles/s41586-024-07566-y

                        1 Reply Last reply
                        0
                        • perigrin@ack.nerdfight.onlineP perigrin@ack.nerdfight.online
                          @cstross @Jmj I mean I think one could make a coherent argument that programming *is* poetry: reduced syntax, enforced structure, heavy use of metaphor…

                          It’s just most programming topics make Vogon poetry look exciting.
                          J This user is from outside of this forum
                          J This user is from outside of this forum
                          jmj@hachyderm.io
                          wrote last edited by
                          #40

                          @perigrin @cstross but I think in the code case the subtle semantics of the words and combinations are less likely to be the important or desirable aspects, whereas in poetry it’s likely that those aspects are precisely the desired meaning.

                          perigrin@ack.nerdfight.onlineP 1 Reply Last reply
                          0
                          • sassinake@mastodon.socialS sassinake@mastodon.social

                            @cstross

                            nicely described by Orwell as

                            'NewSpeak'

                            kelleynnn@mas.toK This user is from outside of this forum
                            kelleynnn@mas.toK This user is from outside of this forum
                            kelleynnn@mas.to
                            wrote last edited by
                            #41

                            @Sassinake @cstross 👍 "duck speak"

                            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)

                              mspong@mastodon.socialM This user is from outside of this forum
                              mspong@mastodon.socialM This user is from outside of this forum
                              mspong@mastodon.social
                              wrote last edited by
                              #42

                              @cstross I am sitting in a room different from the one you are in now. I am recording the sound of my speaking voice and I am going to play it back into the room again and again until the resonant frequencies of the room reinforce themselves...

                              1 Reply Last reply
                              0
                              • J jmj@hachyderm.io

                                @perigrin @cstross but I think in the code case the subtle semantics of the words and combinations are less likely to be the important or desirable aspects, whereas in poetry it’s likely that those aspects are precisely the desired meaning.

                                perigrin@ack.nerdfight.onlineP This user is from outside of this forum
                                perigrin@ack.nerdfight.onlineP This user is from outside of this forum
                                perigrin@ack.nerdfight.online
                                wrote last edited by
                                #43
                                @Jmj @cstross Perl’s TIMTOWDI has ruined me.
                                1 Reply Last reply
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