Miscellaneous
Restating instructions
Zero-Shot Prompting
Few-Shot Prompting
Thought Generation
Miscellaneous
- Arbitrary properties
- Consistent values of arbitrary properties
- Chain of Summaries
- Chain of Thought
- Single label classification
- Multiclass classification
- Entity relationship extraction
- Handling errors
- Limiting the length of lists
- Reflection Prompting
- Restating instructions
- Ask LLM to rewrite instructions
- Expanding search queries
- Summary with Keywords
- Reusing components
- Using CoT to improve interpretation of component data
Miscellaneous
Restating instructions
Overview
Make Instructor restate long or complex instructions and rules to improve inference accuracy.
Example
<?php
$loader = require 'vendor/autoload.php';
$loader->add('Cognesy\\Instructor\\', __DIR__ . '../../src/');
use Cognesy\Instructor\Instructor;
/**
* Identify what kind of job the user is doing.
* Typical roles we're working with are CEO, CTO, CFO, CMO.
* Sometimes user does not state their role directly - you will need
* to make a guess, based on their description.
*/
class UserRole
{
/** Restate instructions and rules, so you can correctly determine the title. */
public string $instructions;
/** Role description */
public string $description;
/* Guess job title */
public string $title;
}
/**
* Details of analyzed user. The key information we're looking for
* is appropriate role data.
*/
class UserDetail
{
public string $name;
public int $age;
public UserRole $role;
}
$text = <<<TEXT
I'm Jason, I'm 28 yo. I am the head of Apex Software, responsible for
driving growth of our company.
TEXT;
$instructor = new Instructor;
$user = ($instructor)->respond(
messages: [["role" => "user", "content" => $text]],
responseModel: UserDetail::class,
);
dump($user);
assert($user->name === "Jason");
assert($user->age === 28);
//assert(!empty($user->role->title));
?>