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ZhiyuanChen
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README.md
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task_ids:
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- language-modeling
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- masked-language-modeling
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pretty_name: EternaBench-
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library_name: multimolecule
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---
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# EternaBench-
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![EternaBench](https://eternagame.org/sites/default/files/thumb_eternabench_paper.png)
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EternaBench is a
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## Disclaimer
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This is an UNOFFICIAL release of the [EternaBench](https://github.com/eternagame/EternaBench) by Hannah K. Wayment-Steele, et al.
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**The team releasing EternaBench did not write this dataset card for this dataset so this dataset card has been written by the MultiMolecule team.**
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## Dataset Description
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- **Homepage**: https://multimolecule.danling.org/datasets/
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- **Point of Contact**: [Rhiju Das](https://biochemistry.stanford.edu/people/rhiju-das/)
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## Example Entry
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| -------- | ---------------------- | ---------------- |
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| 769337-1 | d+m plots weaker again | GGAAAAAAAAAAA... | ................
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## Column Description
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The EternaBench dataset consists of the following columns, providing crucial insights for understanding RNA stability for vaccine design:
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- **ID**:
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- **design_name**:
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- **sequence**:
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- **
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- **reactivity**:
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- **errors**:
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- [EternaBench-
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- [EternaBench-Switch](https://huggingface.co/datasets/multimolecule/eternabench-switch)
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## License
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task_ids:
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- language-modeling
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- masked-language-modeling
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pretty_name: EternaBench-ChemMapping
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library_name: multimolecule
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---
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# EternaBench-ChemMapping
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![EternaBench-ChemMapping](https://eternagame.org/sites/default/files/thumb_eternabench_paper.png)
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EternaBench-ChemMapping is a synthetic RNA dataset comprising 12,711 RNA constructs that have been chemically mapped using SHAPE and MAP-seq methods.
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These RNA sequences are probed to obtain experimental data on their nucleotide reactivity, which indicates whether specific regions of the RNA are flexible or structured.
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The dataset provides high-resolution, large-scale data that can be used for studying RNA folding and stability.
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## Disclaimer
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This is an UNOFFICIAL release of the [EternaBench-ChemMapping](https://github.com/eternagame/EternaBench) by Hannah K. Wayment-Steele, et al.
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**The team releasing EternaBench-ChemMapping did not write this dataset card for this dataset so this dataset card has been written by the MultiMolecule team.**
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## Dataset Description
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- **Homepage**: https://multimolecule.danling.org/datasets/eternabench_cm
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- **datasets**: https://huggingface.co/datasets/multimolecule/eternabench-cm
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- **Point of Contact**: [Rhiju Das](https://biochemistry.stanford.edu/people/rhiju-das/)
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The dataset includes a large set of synthetic RNA sequences with experimental chemical mapping data, which provides a quantitative readout of RNA nucleotide reactivity. These data are ensemble-averaged and serve as a critical benchmark for evaluating secondary structure prediction algorithms in their ability to model RNA folding dynamics.
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## Example Entry
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| index | design | sequence | secondary_structure | reactivity | errors | signal_to_noise |
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| -------- | ---------------------- | ---------------- | ------------------- | -------------------------- | --------------------------- | --------------- |
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| 769337-1 | d+m plots weaker again | GGAAAAAAAAAAA... | ................ | [0.642,1.4853,0.1629, ...] | [0.3181,0.4221,0.1823, ...] | 3.227 |
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## Column Description
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The EternaBench-ChemMapping dataset consists of the following columns, providing crucial insights for understanding RNA stability for vaccine design:
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- **ID**:
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A unique identifier for each RNA sequence entry.
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- **design_name**:
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The name given to each RNA design by contributors, used for easy reference.
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- **sequence**:
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The nucleotide sequence of the RNA molecule, represented using the standard RNA bases:
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- **A**: Adenine
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- **C**: Cytosine
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- **G**: Guanine
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- **U**: Uracil
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- **secondary_structure**:
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The secondary structure of the RNA represented in dot-bracket notation, using up to three types of symbols to indicate base pairing and unpaired regions, as per bpRNA's standard:
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- **Dots (`.`)**: Represent unpaired nucleotides.
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- **Parentheses (`(` and `)`)**: Represent base pairs in standard stems (page 1).
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- **Square Brackets (`[` and `]`)**: Represent base pairs in pseudoknots (page 2).
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- **Curly Braces (`{` and `}`)**: Represent base pairs in additional pseudoknots (page 3).
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- **reactivity**:
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A list of normalized reactivity values for each nucleotide, representing the likelihood that a nucleotide is unpaired.
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High reactivity indicates high flexibility (unpaired regions), and low reactivity corresponds to paired or structured regions.
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- **errors**:
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Arrays of floating-point numbers indicating the experimental errors corresponding to the measurements in the **reactivity**.
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These values help quantify the uncertainty in the degradation rates and reactivity measurements.
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- **signal_to_noise**:
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The signal-to-noise ratio calculated from the reactivity and error values, providing a measure of data quality.
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## Related Datasets
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- [EternaBench-ChemMapping](https://huggingface.co/datasets/multimolecule/eternabench-cm)
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- [EternaBench-Switch](https://huggingface.co/datasets/multimolecule/eternabench-switch)
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## License
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test.parquet
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train.parquet
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