Generating Structured Outputs from LLMs - Towards Data Science
Aug 8, 2025 · One of the most popular libraries for prompt based structured output generation from LLMs is instructor. Instructor is a Python library with over 11k stars on GitHub.
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How to add Domain-Specific Knowledge to an LLM Based on Your …
Jul 11, 2023 · query, embedder = "instructor", top_k = None, block_types = None, score = False, open_url = True, print_output = True ): # Set up query query_machine = DocSearch( …
Guiding an LLM’s Response to Create Structured Output
Jun 21, 2024 · We have seen how to use Pydantic, Instructor and ollama to drive the output of an LLM to a structured format, such as JSON. Remember that the model is actually guided in this …
Paper review – Communicative Agents for Software Development
Jun 8, 2024 · Inception prompting is a technique from the CAMEL paper that aims to expand an original statement into a more specific prompt with clear objectives for the instructor and …
Here is What I’ve Learned in 2 Years as a Data Scientist
Aug 22, 2020 · Now that I’ve moved to become a data science instructor, you’d also expect more data science content from me in future to help you learn and get into this field. Check out my …
How to Turn Your LLM Prototype into a Production-Ready System
Dec 3, 2025 · SYSTEM_PROMPT = """You are an expert Data Science instructor and grader with 10+ years of experience evaluating student work. Your role is to grade student exam …
Preprocess Audio Data with the Signal Envelope
Oct 27, 2021 · My instructor and I discussed the scope of the project in many of our meetings. At first I wanted to create a generative model for music synthesis. I then became interested in the …
The Stages of Learning a New Data or Programming Skill
Mar 31, 2021 · Your instructor (s) might take a little more of a backseat role during this process, looking over what you have done, answering any questions you might have, and nudging you …
The TensorFlow Developer Certificate | Towards Data Science
Oct 17, 2020 · The trainer, Andrew Ng, is a brilliant instructor and manages to distill years’ worth of experience into a single Specialization. In this beginner-friendly course, you will learn all the …