Case Studies on LeMaterial

Thermocatalysis

Tue, 28 Oct 2025 00:00:00 +0000

End-to-end workflow for ammonia-decomposition catalysts: extract synthesis procedures and conversion-vs-temperature curves from a folder of PDFs, then score several vision models against human-annotated ground truth.

Superconductors

Tue, 28 Oct 2025 00:00:00 +0000

Extracts synthesis procedures and critical temperatures (T_c) from superconductor papers. T_c is read twice — once from the text, and once geometrically from ρ(T) or R(T) plots — which gives a built-in cross-check on both readings.

Porous Materials

Tue, 28 Oct 2025 00:00:00 +0000

Extracts synthesis procedures and adsorption isotherms from papers on MOFs, zeolites, COFs and related frameworks.

This is the simplest of the three case studies — no domain metric extractors, no custom writer — which makes it the best template to copy when starting a new domain. Building your own case study walks through exactly how it is assembled.

Build Your Own

Tue, 28 Oct 2025 00:00:00 +0000

Pointing LeMat-Synth at a new scientific domain — electrochemistry, battery cycling, thermoelectrics, photocatalysis — does not require touching the pipeline. You assemble a DomainConfig from four pieces and hand it to BatchRunner, which already knows how to find PDFs, detect supplementary files, retry on rate limits, resume interrupted runs, and report progress.