Learning the language of life, the universe and everything – LLMs go metaphorical

More than two years after the advent of ChatGPT, we all know a little bit about LLMs or ‘large language models’ (although we, that is ordinary people, don’t really know what that means, especially ‘model’). So, just to recap, and using a definition provided by Claude (as the phrase is not yet in the Oxford …

Gunfight at the O.K Corral; or how bacteria interact in popular science writing

For many years, I have been fascinated by war metaphors that people use to talk about bacteria, especially in the context of antimicrobial resistance, the microbiome and microbiology itself. I am not the only one, of course. There is a thriving literature on war metaphors relating to bacteria that started to expand after Joshua Lederberg …

AI, LLMs and an explosion of metaphors

I would love to write a blog post entitled “What is it like to be an LLM”, but I have to leave that to others who are really into large language models or to the LLMs themselves. Instead, I have to resign myself to thinking about the question: “What is an LLM like?” This means …

Talking with Claude about machine metaphors in biology

In my last blog post I said that I had writer’s block – and I still have. I said so to my son and whined a bit. He said: “Remember Christmas 2022? You were complaining about the same thing and I said, go and play with ChatGPT, which had just come out, and that got …

Blueprints, postmen and a bit of metaphor archaeology

At the end of June, the NHS announced a new gene therapy for haemophilia B. Gene therapy replaces a faulty gene or adds a new gene to correct a mutation (genetic fault). People with haemophilia B lack the blood clotting protein factor IX and can bleed severely from even a slight injury. Some therefore need frequent …

Metaphor identification: From manual to automatic

I have written about metaphors for AIs and LLMs (large language models) like ChatGPT, but I don’t know much about what one might call the mechanics of metaphor recognition, identification and interpretation inside LLMs. So, I wanted to find out and went down a rabbit hole – I never quite reached the bottom…. Metaphor and …

A new language for a new biology? Let’s talk about it!

Philip Ball has written a book that introduces lay readers to entirely new dimensions of biology and reveals the intricate complexity of living organism: How Life Works. In the process of detailing the biological complexities of life, Phil also does something else; he scrutinises old ways if talking about life and takes apart old metaphors …

From contamination to collapse: On the trail of a new AI metaphor

I wrote my first ever post about AI and ChatGPT on 6 January 2023. Amongst other things, I talked about the danger of ‘knowledge pollution’. I wanted to highlight the dangers of a gradual corruption of our knowledge base. Knowledge pollution ChatGPT and many other bots or AIs like it are based on large language …

Hunting for AI metaphors

Thousands of articles and blog posts have been written about generative AI, especially ChatGPT. Some or these, especially blog posts, are about metaphors. As a metaphor hunter (see image!) I feel a bit ashamed that I haven’t done much on metaphor and AI. A little bit yes; for example, on what metaphors ChatGPT uses about …

Genes, trains and eureka-moments

I was in the process of writing a blog post on metaphors in genetics and genomics which was getting longer and longer and I had some personal stuff to deal with. So, I stopped. I might come back to this another time. In the process of writing, I discovered that trains have been quite an …