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Published on: December 1, 2020
SynRXN: An Open Benchmark and Curated Dataset for Computational Reaction Modeling
Tieu-Long Phan1,2, Nhu-Ngoc Nguyen Song3, Peter F Stadler4,5,6,7,8,9
1Bioinformatics Group, Department of Computer Science & Interdisciplinary Center for Bioinformatics & School for Embedded and Composite Artificial Intelligence (SECAI), Leipzig University, Härtelstraße 16-18, D-04107, Leipzig, Germany. tieu@bioinf.uni-leipzig.de.
SynRXN offers a unified benchmark for computer-aided synthesis planning (CASP), standardizing tasks like reaction prediction and property analysis. This resource ensures fair comparisons and reproducible results for chemical synthesis research.
Area of Science:
- Chemistry
- Computer Science
- Data Science
Background:
- Computer-aided synthesis planning (CASP) lacks standardized benchmarks, hindering reproducible research and method comparison.
- Existing datasets are often heterogeneous and lack clear provenance, leading to inconsistencies in evaluation.
Purpose of the Study:
- To introduce SynRXN, a unified benchmark dataset resource for CASP.
- To provide standardized datasets and evaluation metrics for five key CASP task families.
- To enable fair, reproducible, and rigorous benchmarking of CASP methods.
Main Methods:
- Assembled curated reaction corpora from diverse public sources into a harmonized representation.
- Packaged versioned datasets for reaction rebalancing, atom-to-atom mapping, reaction classification, reaction property prediction, and synthesis prediction.
- Implemented leakage-aware partitions, standardized metrics, and reproducible build recipes.
Main Results:
- SynRXN provides versioned datasets with explicit metadata, licenses, and manifests.
- Predefined, leakage-aware partitions and tailored evaluation metrics are available for each task.
- Held-out test sets and restricted distribution of sensitive tasks ensure robust benchmarking.
Conclusions:
- SynRXN enables fair longitudinal comparison and rigorous stress testing of CASP methods.
- The resource lowers the barrier for practitioners seeking reliable performance estimates for synthesis planning.
- Open licenses promote reuse and extension, advancing the field of reaction informatics.
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