Exact model identity

ChatMultiOmics stage 1 + balanced stage 2

Biology-Instructions creators · version status: reported

Similar model names are never merged automatically. Evaluation membership and numeric result rows only reference the exact ID bioinstruction-chatmultiomics-balanced.

Evaluation settings

BenchmarkWorkRun / groupScope
Biology-Instructions Antibody-Antigen NeutralizationBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-aan-creator-systems
bioinstruction-aan-creator-systems-emnlp-2025
subset · n=3301
Biology-Instructions APA Isoform PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-apa-creator-systems
bioinstruction-apa-creator-systems-emnlp-2025
subset · n=49755
Biology-Instructions Core Promoter DetectionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-cpd-creator-systems
bioinstruction-cpd-creator-systems-emnlp-2025
subset · n=11840
Biology-Instructions CRISPR On-Target PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-crispr-on-target-creator-systems
bioinstruction-crispr-on-target-creator-systems-emnlp-2025
subset · n=416
Biology-Instructions Enhancer Activity PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-ea-creator-systems
bioinstruction-ea-creator-systems-emnlp-2025
subset · n=41186
Biology-Instructions Enzyme Commission Number PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-ec-creator-systems
bioinstruction-ec-creator-systems-emnlp-2025
subset · n=1919
Biology-Instructions Epigenetic Marks PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-emp-creator-systems
bioinstruction-emp-creator-systems-emnlp-2025
subset · n=28741
Biology-Instructions Enhancer-Promoter Interaction PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-epi-creator-systems
bioinstruction-epi-creator-systems-emnlp-2025
subset · n=308
Biology-Instructions Protein Fluorescence PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-fluorescence-creator-systems
bioinstruction-fluorescence-creator-systems-emnlp-2025
subset · n=27217
Biology-Instructions RNA Modification PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-modification-creator-systems
bioinstruction-modification-creator-systems-emnlp-2025
subset · n=1200
Biology-Instructions Mean Ribosome Loading PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-mrl-creator-systems
bioinstruction-mrl-creator-systems-emnlp-2025
subset · n=7600
Biology-Instructions Non-coding RNA Function ClassificationBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-ncrna-creator-systems
bioinstruction-ncrna-creator-systems-emnlp-2025
subset · n=4840
Biology-Instructions Promoter Detection 300Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-pd300-creator-systems
bioinstruction-pd300-creator-systems-emnlp-2025
subset · n=11840
Biology-Instructions Programmable RNA SwitchesBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-prs-creator-systems
bioinstruction-prs-creator-systems-emnlp-2025
subset · n=11019
Biology-Instructions RNA-Protein Interaction PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-rpi-creator-systems
bioinstruction-rpi-creator-systems-emnlp-2025
subset · n=4164
Biology-Instructions siRNA Efficiency PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-sirna-creator-systems
bioinstruction-sirna-creator-systems-emnlp-2025
subset · n=6688
Biology-Instructions Protein Solubility PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-solubility-creator-systems
bioinstruction-solubility-creator-systems-emnlp-2025
subset · n=2001
Biology-Instructions Protein Stability PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-stability-creator-systems
bioinstruction-stability-creator-systems-emnlp-2025
subset · n=12851
Biology-Instructions Human Transcription Binding Sites DetectionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-tb-human-creator-systems
bioinstruction-tb-human-creator-systems-emnlp-2025
subset · n=5000
Biology-Instructions Mouse Transcription Binding Sites DetectionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-tb-mouse-creator-systems
bioinstruction-tb-mouse-creator-systems-emnlp-2025
subset · n=10005
Biology-Instructions Protein Thermostability PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-thermostability-creator-systems
bioinstruction-thermostability-creator-systems-emnlp-2025
subset · n=1336

Numeric results

BenchmarkWorkRun / groupMetricValue
Biology-Instructions Antibody-Antigen NeutralizationBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-aan-creator-systems
bioinstruction-aan-creator-systems-emnlp-2025
MCC-1.48 percent
Biology-Instructions APA Isoform PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-apa-creator-systems
bioinstruction-apa-creator-systems-emnlp-2025
R20.01 percent
Biology-Instructions Core Promoter DetectionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-cpd-creator-systems
bioinstruction-cpd-creator-systems-emnlp-2025
MCC5.57 percent
Biology-Instructions CRISPR On-Target PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-crispr-on-target-creator-systems
bioinstruction-crispr-on-target-creator-systems-emnlp-2025
Spearman's ρ-0.31 percent
Biology-Instructions Enhancer Activity PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-ea-creator-systems
bioinstruction-ea-creator-systems-emnlp-2025
PCC (housekeeping enhancer activity)0.92 percent
Biology-Instructions Enhancer Activity PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-ea-creator-systems
bioinstruction-ea-creator-systems-emnlp-2025
PCC (developmental enhancer activity)0.06 percent
Biology-Instructions Enzyme Commission Number PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-ec-creator-systems
bioinstruction-ec-creator-systems-emnlp-2025
Fmax10.76 percent
Biology-Instructions Epigenetic Marks PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-emp-creator-systems
bioinstruction-emp-creator-systems-emnlp-2025
MCC1.4 percent
Biology-Instructions Enhancer-Promoter Interaction PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-epi-creator-systems
bioinstruction-epi-creator-systems-emnlp-2025
MCC4.13 percent
Biology-Instructions Protein Fluorescence PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-fluorescence-creator-systems
bioinstruction-fluorescence-creator-systems-emnlp-2025
Spearman's ρ0.55 percent
Biology-Instructions RNA Modification PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-modification-creator-systems
bioinstruction-modification-creator-systems-emnlp-2025
AUC53.76 percent
Biology-Instructions Mean Ribosome Loading PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-mrl-creator-systems
bioinstruction-mrl-creator-systems-emnlp-2025
R20 percent
Biology-Instructions Non-coding RNA Function ClassificationBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-ncrna-creator-systems
bioinstruction-ncrna-creator-systems-emnlp-2025
Accuracy35.68 percent
Biology-Instructions Promoter Detection 300Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-pd300-creator-systems
bioinstruction-pd300-creator-systems-emnlp-2025
MCC5.19 percent
Biology-Instructions Programmable RNA SwitchesBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-prs-creator-systems
bioinstruction-prs-creator-systems-emnlp-2025
R20.01 percent
Biology-Instructions RNA-Protein Interaction PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-rpi-creator-systems
bioinstruction-rpi-creator-systems-emnlp-2025
MCC8.29 percent
Biology-Instructions siRNA Efficiency PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-sirna-creator-systems
bioinstruction-sirna-creator-systems-emnlp-2025
Mixed Score42.92 percent
Biology-Instructions Protein Solubility PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-solubility-creator-systems
bioinstruction-solubility-creator-systems-emnlp-2025
Accuracy52.37 percent
Biology-Instructions Protein Stability PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-stability-creator-systems
bioinstruction-stability-creator-systems-emnlp-2025
Spearman's ρ0.48 percent
Biology-Instructions Human Transcription Binding Sites DetectionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-tb-human-creator-systems
bioinstruction-tb-human-creator-systems-emnlp-2025
MCC2.46 percent
Biology-Instructions Mouse Transcription Binding Sites DetectionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-tb-mouse-creator-systems
bioinstruction-tb-mouse-creator-systems-emnlp-2025
MCC0.88 percent
Biology-Instructions Protein Thermostability PredictionBiology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Modelsbioinstruction-thermostability-creator-systems
bioinstruction-thermostability-creator-systems-emnlp-2025
Spearman's ρ39.97 percent