DICTIONARY.md

📚 Dictionary

The following glossary is used to clarify certain concepts:

General LLM / AI terms

• Prompt drift is a phenomenon where the AI model starts to generate outputs that are not aligned with the original prompt. This can happen due to the model's training data, the prompt's wording, or the model's architecture.
• Pipeline, workflow or chain is a sequence of tasks that are executed in a specific order. In the context of AI, a pipeline can refer to a sequence of AI models that are used to process data.
• Fine-tuning is a process where a pre-trained AI model is further trained on a specific dataset to improve its performance on a specific task.
• Zero-shot learning is a machine learning paradigm where a model is trained to perform a task without any labeled examples. Instead, the model is provided with a description of the task and is expected to generate the correct output.
• Few-shot learning is a machine learning paradigm where a model is trained to perform a task with only a few labeled examples. This is in contrast to traditional machine learning, where models are trained on large datasets.
• Meta-learning is a machine learning paradigm where a model is trained on a variety of tasks and is able to learn new tasks with minimal additional training. This is achieved by learning a set of meta-parameters that can be quickly adapted to new tasks.
• Retrieval-augmented generation is a machine learning paradigm where a model generates text by retrieving relevant information from a large database of text. This approach combines the benefits of generative models and retrieval models.
• Longtail refers to non-common or rare events, items, or entities that are not well-represented in the training data of machine learning models. Longtail items are often challenging for models to predict accurately.

Note: Thos section is not complete dictionary, more list of general AI / LLM terms that has connection with Promptbook

Promptbook core

• Organization (legacy name collection) group jobs, workforce, knowledge, instruments, and actions into one package. Entities in one organization can share resources (= import resources from each other).
  • Jobs
    • Task
    • Subtask
  • Workforce
    • Persona
    • Team
    • Role
  • Knowledge
    • Public
    • Private
    • Protected
  • Instruments
  • Actions

Book language

• Book file
  • Section
    • Heading
    • Description
    • Command
    • Block
    • Return statement
  • Comment
  • Import
  • Scope

💯 Core concepts

• 📚 Collection of pipelines
• 📯 Pipeline
• 🙇‍♂️ Tasks and pipeline sections
• 🤼 Personas
• ⭕ Parameters
• 🚀 Pipeline execution
• 🧪 Expectations
• ✂️ Postprocessing
• 🔣 Words not tokens
• ☯ Separation of concerns

Advanced concepts

• 📚 Knowledge (Retrieval-augmented generation)
• 🌏 Remote server
• 🃏 Jokers (conditions)
• 🔳 Metaprompting
• 🌏 Linguistically typed languages
• 🌍 Auto-Translations
• 📽 Images, audio, video, spreadsheets
• 🔙 Expectation-aware generation
• ⏳ Just-in-time fine-tuning
• 🔴 Anomaly detection
• 👮 Agent adversary expectations
• view more