Divide-and-Conquer Paradigm

Example of a Classification Task for LLMs: Identifying AI Risks in a Document

Approaches to Multi-Step Reasoning in LLMs

Two-Step Problem Decomposition

Dynamic Problem Decomposition for Complex Reasoning

Compositionality in NLP

Outlining as a Method of Problem Decomposition for Generative Tasks

General Framework of Problem Decomposition

A team is using a large language model to automate complex tasks. They decide to implement a strategy where a main problem is broken down into a complete, fixed list of sub-problems before the model begins to solve any of them. The model will then solve each sub-problem in sequence. For which of the following tasks is this pre-defined decomposition approach LEAST likely to succeed?

Evaluating a Problem Decomposition Strategy for Multi-Hop QA

Illustrating the Need for Decomposition in Generative Tasks

Complex Reasoning Problems

Multi-hop Question Answering

A development team is building several applications powered by a large language model. Match each application's primary task with the most suitable strategy for breaking down the problem.

Designing a Decomposition-Driven LLM Workflow for a High-Stakes Corporate Task

Debugging a Decomposition-Based LLM Workflow Using Recursive Sub-Problems and Contextual QA Pairs

Evaluating and Redesigning a Decomposition Workflow Under Context and Cost Constraints

Designing a Decomposition-and-QA-Pair Workflow for Contract Review with Recursive Escalation

Stabilizing a Decomposition-Based LLM Workflow for a Regulated Customer-Email Triage System

Designing a Decomposition Workflow for Root-Cause Analysis of a Production Incident

Create a Recursive, Context-Carrying Decomposition Plan for LLM-Assisted KPI Narrative Generation

You are building an internal LLM assistant to answ...

You are designing an internal LLM workflow to answ...

You’re building an internal LLM workflow to answer...

Your team is rolling out an internal LLM assistant...

You’re building an internal LLM workflow to produc...

You’re building an internal LLM assistant to help ...

You’re leading an internal enablement team buildin...

Choosing and Justifying a Prompting Strategy Under Context and Quality Constraints

Designing a Prompting Workflow for a High-Stakes, Multi-Step Task

Diagnosing and Redesigning a Prompting Approach for a Decomposed Workflow

Stabilizing an LLM Workflow for Multi-Step Policy Compliance Decisions

Debugging a Multi-Step LLM Workflow for Contract Clause Risk Triage

Designing a Robust Prompting Workflow for Multi-Step Root-Cause Analysis with Limited Examples

Psychological Perspective on Problem Decomposition

Tool Use as Problem Decomposition in LLMs