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+ ---
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+ license: cdla-permissive-2.0
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+ task_categories:
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+ - tabular-regression
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+ pretty_name: true_fluorescence
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+ tags:
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+ - tabular
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+ - proteomics
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+ - regression
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+ - Biomedical
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+ - Benchmark
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+ - cds-seq
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+ configs:
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+ - config_name: true_fluorescence
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+ data_files:
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+ - split: train
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+ path: data/train.parquet
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+ - split: validation
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+ path: data/val.parquet
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+ - split: test
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+ path: data/test.parquet
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+ dataset_info:
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+ description: Sequence-level regression task predicting the log-fluorescence of higher-order
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+ mutant green fluorescent protein (avGFP) sequences. The library was generated
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+ via random mutagenesis of the wildtype sequence. Training is restricted to sequences
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+ with three or fewer mutations from parent GFP sequences; the test set contains
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+ sequences with four or more mutations, following the TAPE and PEER benchmarks.
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+ A random maximal subset of non-degenerate coding sequences was selected. Features
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+ are TF-IDF representations of amino-acid 3-mers.
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+ ---