BEACON
A 13-task RNA representation benchmark covering structure, function, processing, modification, translation, degradation, programmable switches, and CRISPR activity.
Scientific domain
Genome variation
基因组学
A 13-task RNA representation benchmark covering structure, function, processing, modification, translation, degradation, programmable switches, and CRISPR activity.
A human CRISPR-Cas9 paired-guide library created to compare dual- and single-targeting strategies in loss-of-function screens.
A human CRISPR-Cas9 guide-RNA library assembled to compare single-targeting library performance in loss-of-function screens.
A multi-omics sequence-instruction suite with 21 formal predictive tasks across DNA, RNA, protein, and multi-molecule inputs; the final paper reports task-specific held-out evaluations rather than a single aggregate score.
Binary detection of a core promoter in a short DNA sequence, evaluated with Matthews correlation coefficient.
Regression of CRISPR guide on-target activity from an RNA sequence, evaluated with Spearman rank correlation.
Two-output regression of housekeeping and developmental enhancer activity from a DNA sequence, evaluated with separate Pearson correlations.
Binary prediction of whether a DNA sequence carries an epigenetic mark, evaluated with Matthews correlation coefficient.
Binary interaction prediction for enhancer and promoter DNA sequences, evaluated with Matthews correlation coefficient.
Binary promoter detection in a 300-base-pair DNA context, evaluated with Matthews correlation coefficient.
Binary detection of transcription-factor binding sites in human DNA sequences, evaluated with Matthews correlation coefficient.
Binary detection of transcription-factor binding sites in mouse DNA sequences, evaluated with Matthews correlation coefficient.
An agentic bioinformatics benchmark of objective, expert-authored mysteries over anonymized real-world biological data, scored on final answers rather than prescribed analysis paths.
Agentic evaluation of pathogen genomic-surveillance workflow selection and analysis from raw or near-raw sequencing data.
A containerized benchmark of long-horizon bioinformatics analysis over real published notebooks and associated data, with open-answer and multiple-choice evaluation modes.
A 100-task agent benchmark of objectively gradable computational-biology problems requiring multi-step reasoning, bespoke code, tools, and real-world external resources.
A research-level agent benchmark of 129 synthetic, multistage computational-biology analyses that require iterative QC, statistical modeling, diagnostics, and decision-relevant judgment.
A versioned collection of nine DNA sequence-classification datasets covering regulatory elements, promoters, enhancers, open chromatin, species, and coding-context discrimination.
A practical biology-research suite of 2,457 multiple-choice questions across eight broad categories and 31 versioned task files, with public and private contamination-monitoring splits.
Human-hard, multi-step multiple-choice scenarios involving plasmids, DNA fragments, enzymes, and molecular-cloning workflows.
Database-retrieval category spanning 10 genomics, clinical, protein, regulatory, vaccine-response, and viral-PPI tasks.
Identifies genes associated with a phenotype in DisGeNET but not OMIM.
Retrieves human-gene cytogenetic locations from the stated Ensembl release.
Retrieves computationally predicted human miRNA targets from miRDB.
Retrieves genes in Mammalian Phenotype Tumor Ontology gene sets.
Retrieves membership in MSigDB C6 oncogenic-signature gene sets.
Retrieves promoter-region transcription-factor binding-site annotations from GTRD.
Sequence-comprehension and manipulation category spanning 15 formal tasks involving PCR, restriction digestion, ORFs, translation, GC content, and DNA–protein relationships.
Finds the amino acid encoded at a specified position in the longest ORF of a DNA sequence.
Translates the longest ORF in a DNA sequence to its amino-acid sequence.
Counts open reading frames encoding proteins above a specified amino-acid length.
Selects restriction-cloning primers from a named gene and enzyme pair.
Selects primers for Gibson assembly into a HindIII-linearized vector.
Selects primers for Gibson assembly into a SmaI-linearized vector.
Infers restriction enzymes from a gene name and primer pair.
Selects primers that produce a requested amplicon length from a DNA template.
Calculates expected amplicon length from a primer pair and DNA template.
Selects restriction-cloning primers from an explicit gene sequence and enzyme pair.
Selects primers that produce a requested amplicon sequence from a DNA template.
Calculates the rounded GC percentage of a DNA sequence.
Calculates fragment lengths after restriction digestion of a DNA sequence.
Calculates the number of fragments after restriction digestion of a DNA sequence.
Expert-authored, artifact-rich free-response tasks that evaluate realistic research judgment across applied life-science workflows.
Retrieval benchmark that tests whether scientific agents can answer verified viral-sequence questions by querying NCBI Virus.
Registry records tagged Genomics, counted by capability.
| Capability | Records |
|---|---|
| Knowledge | 8 |
| Evidence synthesis | 2 |
| Retrieval | 11 |
| Prediction | 17 |
| Classification | 11 |
| Regression | 4 |
| Design | 10 |
| Generation | 1 |
| Optimization | 1 |
| Data analysis | 18 |
| Coding | 4 |
| Tool use | 8 |
| Experiment planning | 3 |
| Troubleshooting | 3 |
| Scientific reasoning | 23 |
| Scientific communication | 1 |
Task mappings are evidence-backed and may be partial for mixed suites.