What problem does it solve?
Researchers often struggle to determine whether a proposed contribution truly advances the field or merely restates existing work. This skill provides a structured novelty assessment that benchmarks against closest prior works, highlights overlap, and suggests concrete differentiation strategies.
Core Features & Use Cases
- Related Work Identification: extracts 3-5 closest related works from literature review outputs, or uses WebSearch or user-provided lists to identify candidates.
- Contribution Comparison Matrix: builds a table comparing problem setting, method, key insights, and evaluation for each related work versus the proposal.
- Novelty Classification: assigns a category (novel method, novel application, novel analysis, scale improvement, incremental) based on the delta.
- Venue Calibration: assesses whether the delta meets the novelty requirements of target venues.
- Output Enforcement: ensures the pipeline proceeds only when novelty is non-NOT NOVEL and records findings in novelty-assessment.md.
- Differentiation Suggestions: proposes concrete strategies to increase novelty when needed.
Quick Start
Provide your literature review and your proposed contribution to receive a novelty assessment.