Few-Shot Examples for Construction AI

Few-Shot Examples for Construction AI

Overview

Curated few-shot examples for construction industry AI tasks. These examples improve LLM performance by providing domain-specific context for classification, extraction, and analysis tasks.

Few-Shot Framework

Example Manager

from dataclasses import dataclass, field
from typing import List, Dict, Any, Optional
import json
import random

@dataclass
class FewShotExample:
    input: str
    output: str
    explanation: Optional[str] = None
    tags: List[str] = field(default_factory=list)
    difficulty: str = "medium"  # easy, medium, hard
    source: str = ""

@dataclass
class ExampleSet:
    name: str
    description: str
    task_type: str
    examples: List[FewShotExample]
    version: str = "1.0"

    def get_examples(self, n: int = 3, difficulty: str = None) -> List[FewShotExample]:
        """Get n examples, optionally filtered by difficulty."""
        filtered = self.examples
        if difficulty:
            filtered = [e for e in self.examples if e.difficulty == difficulty]
        return filtered[:n]