5 Things You Need to Know about LLM, aka the Largest Artificial Black Box in the Human History

As Generative AI gains popularity, you've probably come across the term "Large Language Model (LLM)" quite often. Particularly, large language models represent some of the most intricate and opaque systems in AI, functioning as the largest artificial black box in human history. This opacity poses significant challenges, especially in enterprise settings where accountability, fairness, and regulatory compliance are paramount. To navigate these complexities, enterprise-level AI solutions become necessary, offering tools and frameworks for enhanced observability and control over LLMs.?

But what exactly is LLM, and why should we pay attention to it? Think of your brain as a complex network of pathways and connections, each with its own job. LLM is like the logical brain in this setup, handling short-term memory and quick decision-making. Let's take a closer look at this fascinating concept.

1. LLM = ChatGPT?

When we talk about LLM, it's essential to realise that there's more than one player in the game. While OpenAI's ChatGPT may be the most well-known, there are numerous other LLMs making waves in the AI landscape such as Meta’s Llama, Mistral, or Anthropic’s Claude, each of which brings its own unique strengths and capabilities to the table, contributing to the ever-evolving field of artificial intelligence.

2. What is LLM?

Think of LLM as the logical brain within the realm of artificial intelligence. It's akin to our short-term memory, processing information swiftly and making rapid-fire decisions. Just as our brains have two systems—System 1 for fast, intuitive thinking, and System 2 for slower, analytical thinking—LLM operates primarily within System 1, thinking fast and making split-second judgments.?

Or, you may think of it as a probabilistic machine constantly predicting what word comes next in a sentence, ensuring seamless communication and understanding.?

3. Why is LLM large?

When we talk about "large language models," we're referring to the big leagues of AI. These models have a lot more "brain power" compared to their smaller counterparts because they're built with a ton of parameters, which are like the nuts and bolts of the AI brain. But here's the catch: to run these big models effectively, you need serious computing muscle. While smaller models can handle tasks on everyday devices like phones, the big ones require heavy-duty computers to do their thing. So, when we say "large," we're talking about both the huge amount of brainpower these models have and the hefty computing power needed to make them work.

4. What can LLM do?

Its capabilities are as diverse as they are impressive. From generating coherent text to summarising vast amounts of information, LLM excels at natural language processing (NLP) tasks. Whether it's composing an email, generating creative content, or even translating languages, LLM demonstrates remarkable versatility and agility.

5. LLM vs. NLP: What's the Difference? Does LLM have limitations?

Now, you might be wondering: Is LLM the same as NLP? While NLP (Natural Language Processing) encompasses various language-related tasks we assign to AI, LLM stands out as a specific model capable of performing these tasks with finesse. In essence, NLP is the field, while LLM is one of the star players within it.

Despite its prowess, LLM isn't without its limitations. Without proper observability, LLM could start "hallucinating," generating nonsensical or inaccurate outputs. Moreover, it's not particularly adept at complex calculations, as its strength lies more in language understanding and generation. Additionally, for LLM to excel in specific domains, it often requires fine-tuning and customization.?

5+1 – How to navigate through the complexity of LLM?

The adoption of Large Language Models (LLMs) by enterprises is facilitated by the indispensable solutions provided by Votee AI . Our tailored offerings prioritize observability and security, addressing the opacity and potential risks inherent in LLM usage. Through our customised solutions, clients can confidently integrate LLM technology into their operations, assured of enhanced visibility and protection against vulnerabilities. Follow us to learn more!