Research Query Decomposition Task
(Redirected from Query Breakdown Task)
Jump to navigation
Jump to search
A Research Query Decomposition Task is an information processing task that is a query analysis task that transforms complex research questions (into structured sub-questions for systematic investigation).
- AKA: Query Breakdown Task, Research Question Analysis, Query Parsing Task.
- Context:
- Task Input: Complex Research Query, Domain Context
- Task Output: Sub-Question List, Investigation Plan
- Task Performance Measure: Decomposition Quality, Coverage Completeness, Logical Coherence
- ...
- It can (typically) identify Key Concepts through concept extractions.
- It can (typically) determine Question Types through query classifications.
- It can (typically) establish Logical Relationships through dependency analysises.
- It can (typically) prioritize Investigation Order through importance rankings.
- It can (typically) define Search Scope through boundary determinations.
- ...
- It can (often) recognize Implicit Assumptions through context analysises.
- It can (often) handle Ambiguous Terms through disambiguation processes.
- It can (often) generate Alternative Formulations through query expansions.
- It can (often) adapt Decomposition Strategy through domain knowledges.
- ...
- It can range from being a Simple Query Decomposition Task to being a Complex Query Decomposition Task, depending on its query complexity.
- It can range from being a Linear Query Decomposition Task to being a Hierarchical Query Decomposition Task, depending on its decomposition structure.
- It can range from being a Domain-Agnostic Query Decomposition Task to being a Domain-Specific Query Decomposition Task, depending on its specialization level.
- ...
- It can utilize Natural Language Processing for query understanding.
- It can employ Semantic Analysis for meaning extraction.
- It can leverage Knowledge Graph for concept relationships.
- It can apply Logic Rules for decomposition patterns.
- It can use Machine Learning Models for query classification.
- ...
- Example(s):
- Academic Research Query Decomposition Tasks, such as:
- Business Research Query Decomposition Tasks, such as:
- Technical Research Query Decomposition Tasks, such as:
- ...
- Counter-Example(s):
- Simple Keyword Extraction, which lacks logical structuring.
- Query Rewriting Task, which lacks hierarchical decomposition.
- Topic Classification Task, which lacks sub-question generation.
- See: Information Processing Task, Query Analysis, Research Planning, Question Answering System.