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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.

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This summary is machine-generated.

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.

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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.