| Biology-Instructions Antibody-Antigen Neutralization | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-aan-creator-systems bioinstruction-aan-creator-systems-emnlp-2025 | MCC | -1.48 percent |
| Biology-Instructions APA Isoform Prediction | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-apa-creator-systems bioinstruction-apa-creator-systems-emnlp-2025 | R2 | 0.01 percent |
| Biology-Instructions Core Promoter Detection | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-cpd-creator-systems bioinstruction-cpd-creator-systems-emnlp-2025 | MCC | 5.57 percent |
| Biology-Instructions CRISPR On-Target Prediction | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-crispr-on-target-creator-systems bioinstruction-crispr-on-target-creator-systems-emnlp-2025 | Spearman's ρ | -0.31 percent |
| Biology-Instructions Enhancer Activity Prediction | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-ea-creator-systems bioinstruction-ea-creator-systems-emnlp-2025 | PCC (housekeeping enhancer activity) | 0.92 percent |
| Biology-Instructions Enhancer Activity Prediction | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-ea-creator-systems bioinstruction-ea-creator-systems-emnlp-2025 | PCC (developmental enhancer activity) | 0.06 percent |
| Biology-Instructions Enzyme Commission Number Prediction | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-ec-creator-systems bioinstruction-ec-creator-systems-emnlp-2025 | Fmax | 10.76 percent |
| Biology-Instructions Epigenetic Marks Prediction | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-emp-creator-systems bioinstruction-emp-creator-systems-emnlp-2025 | MCC | 1.4 percent |
| Biology-Instructions Enhancer-Promoter Interaction Prediction | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-epi-creator-systems bioinstruction-epi-creator-systems-emnlp-2025 | MCC | 4.13 percent |
| Biology-Instructions Protein Fluorescence Prediction | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-fluorescence-creator-systems bioinstruction-fluorescence-creator-systems-emnlp-2025 | Spearman's ρ | 0.55 percent |
| Biology-Instructions RNA Modification Prediction | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-modification-creator-systems bioinstruction-modification-creator-systems-emnlp-2025 | AUC | 53.76 percent |
| Biology-Instructions Mean Ribosome Loading Prediction | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-mrl-creator-systems bioinstruction-mrl-creator-systems-emnlp-2025 | R2 | 0 percent |
| Biology-Instructions Non-coding RNA Function Classification | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-ncrna-creator-systems bioinstruction-ncrna-creator-systems-emnlp-2025 | Accuracy | 35.68 percent |
| Biology-Instructions Promoter Detection 300 | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-pd300-creator-systems bioinstruction-pd300-creator-systems-emnlp-2025 | MCC | 5.19 percent |
| Biology-Instructions Programmable RNA Switches | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-prs-creator-systems bioinstruction-prs-creator-systems-emnlp-2025 | R2 | 0.01 percent |
| Biology-Instructions RNA-Protein Interaction Prediction | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-rpi-creator-systems bioinstruction-rpi-creator-systems-emnlp-2025 | MCC | 8.29 percent |
| Biology-Instructions siRNA Efficiency Prediction | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-sirna-creator-systems bioinstruction-sirna-creator-systems-emnlp-2025 | Mixed Score | 42.92 percent |
| Biology-Instructions Protein Solubility Prediction | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-solubility-creator-systems bioinstruction-solubility-creator-systems-emnlp-2025 | Accuracy | 52.37 percent |
| Biology-Instructions Protein Stability Prediction | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-stability-creator-systems bioinstruction-stability-creator-systems-emnlp-2025 | Spearman's ρ | 0.48 percent |
| Biology-Instructions Human Transcription Binding Sites Detection | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-tb-human-creator-systems bioinstruction-tb-human-creator-systems-emnlp-2025 | MCC | 2.46 percent |
| Biology-Instructions Mouse Transcription Binding Sites Detection | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-tb-mouse-creator-systems bioinstruction-tb-mouse-creator-systems-emnlp-2025 | MCC | 0.88 percent |
| Biology-Instructions Protein Thermostability Prediction | Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models | bioinstruction-thermostability-creator-systems bioinstruction-thermostability-creator-systems-emnlp-2025 | Spearman's ρ | 39.97 percent |