Datasets:
Formats:
parquet
Languages:
English
Size:
10K - 100K
Tags:
materials-science
chemistry
battery
solid-state-electrolyte
ionic-conductivity
activation-energy
License:
| license: cc-by-4.0 | |
| task_categories: | |
| - tabular-regression | |
| - tabular-classification | |
| language: | |
| - en | |
| tags: | |
| - materials-science | |
| - chemistry | |
| - battery | |
| - solid-state-electrolyte | |
| - ionic-conductivity | |
| - activation-energy | |
| - lithium-ion | |
| - DFT | |
| - machine-learning | |
| - materials-informatics | |
| - battery-materials | |
| - scandium-labs | |
| pretty_name: Solid-State Battery Electrolyte Dataset — Ionic Conductivity & Activation Energy | Scandium Labs | |
| size_categories: | |
| - 10K<n<100K | |
| configs: | |
| - config_name: default | |
| data_files: data/default/*.parquet | |
| - config_name: verified | |
| data_files: data/verified/*.parquet | |
| - config_name: consensus | |
| data_files: data/consensus/*.parquet | |
| - config_name: gold_benchmark | |
| data_files: data/gold_benchmark/*.parquet | |
| [](LICENSE) | |
| [](https://huggingface.co/datasets/Scandium-Labs/solid-state-electrolyte-conductivity/tree/main) | |
| [](https://huggingface.co/datasets/Scandium-Labs/solid-state-electrolyte-conductivity) | |
| [](https://huggingface.co/datasets/Scandium-Labs/solid-state-electrolyte-conductivity/tree/main/verified) | |
| [](https://github.com/Scandium-Labs/Scandium-Labs-Solid-State-Battery-Dataset) | |
| [](https://scandium-labs.com) | |
| # Solid-State Battery Electrolyte Dataset — Ionic Conductivity & Activation Energy | |
| The Scandium Labs Solid-State Battery Electrolyte Dataset provides | |
| literature-verified **ionic conductivity** and **activation energy** labels for | |
| **solid-state battery electrolyte** materials across 30,000+ Li-containing | |
| structures — a provenance-tracked, ML-ready foundation for electrolyte discovery | |
| and transport-property prediction. | |
| A unified, provenance-tracked, ML-ready dataset of **solid-state battery | |
| electrolyte** materials with literature-verified **ionic conductivity** and | |
| **activation energy** labels — not just another Materials Project / JARVIS | |
| structural dump. Every one of the **183 verified transport labels** | |
| traces back to its source paper, page, and evidence sentence. | |
| > **Honest scope:** the release contains **30838 bulk structural / | |
| > thermodynamic DFT records** (Materials Project, JARVIS-DFT, COD, AFLOW, NOMAD, | |
| > OQMD) plus **183 human-verified experimental conductivity/Ea labels** | |
| > across 11 solid-state-electrolyte families, **427 materials with | |
| > cross-paper consensus statistics**, and a **165-record gold benchmark**. | |
| > The scarce verified labels are the asset; the bulk DFT rows are the | |
| > structure/composition backbone for featurization. | |
| ## Companion Datasets | |
| - **Scandium Labs SSB Dataset** (this dataset) — literature-verified ionic | |
| conductivity & activation energy on the electrolyte transport bottleneck. | |
| - [**Scandium-Dataset**](https://huggingface.co/datasets/Scandium-Labs/Scandium-Dataset) — | |
| harmonized DFT structural & thermodynamic screening foundation (267,230 | |
| materials from Materials Project / OQMD / JARVIS-DFT) for the *earlier* | |
| discovery-stage filter before transport prediction. | |
| ## Ionic Conductivity Data | |
| The `verified` config holds the literature-verified σ_RT (S/cm) and activation | |
| energy Ea (eV) labels for solid-state battery electrolytes. Each record carries | |
| its source DOI, measurement temperature, measurement method, conductivity type, | |
| and sentence-level provenance evidence. | |
| ## Solid-State Electrolyte Families | |
| All 11 major families are covered: sulfides, oxides, garnets, perovskites, | |
| NASICONs, halides, argyrodites, hydrides, borohydrides, antiperovskites, and | |
| polymer/composites. | |
| ## How This Dataset Was Built | |
| An automated multi-agent pipeline: source ingestion (8 connectors) → family | |
| classification → literature mining & LLM-assisted extraction → deterministic | |
| verification (Arrhenius consistency, unit normalization, cross-paper consensus) | |
| → human review → quality scoring → validation → release. The pipeline is fully | |
| deterministic after ingestion; no LLM calls are required to reproduce any | |
| artifact. Source code and pipeline docs: [Scandium Labs on GitHub](https://github.com/Scandium-Labs/Scandium-Labs-Solid-State-Battery-Dataset). | |
| ## Data Splits | |
| Splits are grouped by composition-family key to prevent leakage between | |
| polymorphs and doped variants of the same base composition. See | |
| `splits_metadata.json` in the source repository for the exact assignment. | |
| ## Known Limitations | |
| - 98% of quality-scored records sit in a single "silver" tier — honest, not a | |
| scoring bug: experimental metadata (density, pressure, atmosphere) is sparse. | |
| - Antiperovskites, hydrides, and borohydrides are under-covered relative to | |
| sulfides/garnets — this reflects the field's publication volume, not a | |
| sampling choice. | |
| - Bulk DFT rows are **not** screened for solid-electrolyte relevance; check | |
| `family` / `negative.*` flags before use. | |
| - 150 AFLOW rows are restricted to non-commercial use (see Licensing below). | |
| ## Licensing | |
| Scandium-authored content is CC-BY-4.0. Third-party records retain their source | |
| licenses (Materials Project CC-BY-4.0, JARVIS-DFT CC0, OQMD CC-BY-4.0, COD CC0, | |
| NOMAD CC-BY-4.0, **AFLOW non-commercial only**). Per-record source is in | |
| `identity.source_db`. See `LICENSE` and `LICENSE_BREAKDOWN.md` for the full | |
| per-source table and the "AS IS" warranty disclaimer. | |
| ## Citation | |
| If you use this dataset in your research, please cite it: | |
| ```bibtex | |
| @dataset{scandium_ssb_dataset_2026, | |
| author = {Scandium Labs Team}, | |
| title = {Solid-State Battery Electrolyte Dataset — Ionic Conductivity \& Activation Energy}, | |
| year = 2026, | |
| version = v1.9.0, | |
| publisher = {Scandium Labs}, | |
| url = {https://huggingface.co/datasets/Scandium-Labs/solid-state-electrolyte-conductivity} | |
| } | |
| ``` | |
| ## Links | |
| - [GitHub repository](https://github.com/Scandium-Labs/Scandium-Labs-Solid-State-Battery-Dataset) — pipeline source code, changelog, issue tracker | |
| - [Scandium Labs](https://scandium-labs.com) — company site | |
| - [Author portfolio](https://shamique-khan.vercel.app) — Shamique Khan | |
| ## Contact & Feedback | |
| Open an issue on the [source repository](https://github.com/Scandium-Labs/Scandium-Labs-Solid-State-Battery-Dataset) for corrections, community | |
| submissions, or questions. | |