Materials Synthesis · LeMaterial
LeMat-Synth
A curated materials synthesis dataset for synthesizability prediction and synthesis-route generation.
What LeMat-Synth is
LeMat-Synth is a curated scientific dataset produced by LeMaterial that compiles materials synthesis procedures and operational conditions. It is designed for applications across materials science, chemistry, and engineering.
The dataset addresses computational synthesis planning by providing structured experimental context, supporting the development of models for predicting material synthesizability and generating viable synthesis routes.
How it was made
It is provided in Parquet format and designed for integration with data processing frameworks such as Datasets, Dask, Polars, and Croissant.
Key facts
- Category
- Materials Synthesis
- Fields
- Materials science, chemistry, engineering
- Modalities
- Tabular, text
- Format
- Parquet
What you can use it for
- Synthesizability Prediction
- Training and assessing predictive models to determine whether proposed target materials can be successfully synthesised based on recorded conditions.
- Synthesis-Route Generation
- Developing machine learning algorithms to propose multi-step synthesis pathways and protocols for chemical compounds and solid-state materials.
- Synthesis Condition Analysis
- Examining and benchmarking experimental parameters and reaction conditions documented across textual and tabular synthesis records.
Explore the data
No licence declared
The authors have not published a licence, which means no permission to redistribute the data has been granted to anyone. The rows are not served here; read them on the original dataset page.Strengths and limits
Good at
- Supplies curated procedure texts alongside tabular operational conditions in a standard Parquet format.
- Specifically oriented towards downstream computational tasks in materials synthesizability and route planning.
Watch out for
- Specific annotation protocols and source literature extraction methodologies are not detailed in the metadata.
Questions
Can I look inside LeMat-Synth without downloading it?
Not here: it declares no licence, so no permission to redistribute its rows has been granted. Its description and statistics are still shown.
What licence is LeMat-Synth under?
Its authors have not declared a licence, which means no permission to reuse or redistribute it has been granted.
What information does LeMat-Synth contain?
It contains curated materials synthesis procedures and associated reaction conditions stored in tabular and text formats.
Which frameworks can load this data?
It is stored in Parquet format and natively integrates with Polars, Dask, mlcroissant, and the Hugging Face Datasets library.
Written from LeMat-Synth's own dataset card. Statements citing a figure that does not appear there are removed before publication. Licence and running details come from our registry.