| Configuration: BEACON-B | Task: BEACON CRI-Off: CRISPR off-target effect prediction Dataset subset: DeepCRISPR (BEACON split) | 4.42(0.33) Spearman unitless · higher Uncertainty: SD 0.33 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceBEACON-B on BEACON CRI-Off: CRISPR off-target effect prediction BEACON harness, fixed downstream head per task. Train/validation/test 14,223/2,032/4,064; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(BEACON-B),column(CRI-Off) |
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| Configuration: BEACON-B | Task: BEACON CRI-On: CRISPR on-target efficiency prediction Dataset subset: DeepCRISPR (BEACON split) | 26.01(1.81) Spearman unitless · higher Uncertainty: SD 1.81 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceBEACON-B on BEACON CRI-On: CRISPR on-target efficiency prediction BEACON harness, fixed downstream head per task. Train/validation/test 1,453/207/416; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(BEACON-B),column(CRI-On) |
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| Configuration: BEACON-B512 | Task: BEACON CRI-Off: CRISPR off-target effect prediction Dataset subset: DeepCRISPR (BEACON split) | 3.82(1.04) Spearman unitless · higher Uncertainty: SD 1.04 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceBEACON-B512 on BEACON CRI-Off: CRISPR off-target effect prediction BEACON harness, fixed downstream head per task. Train/validation/test 14,223/2,032/4,064; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(BEACON-B512),column(CRI-Off) |
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| Configuration: BEACON-B512 | Task: BEACON CRI-On: CRISPR on-target efficiency prediction Dataset subset: DeepCRISPR (BEACON split) | 28.17(1.81) Spearman unitless · higher Uncertainty: SD 1.81 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceBEACON-B512 on BEACON CRI-On: CRISPR on-target efficiency prediction BEACON harness, fixed downstream head per task. Train/validation/test 1,453/207/416; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(BEACON-B512),column(CRI-On) |
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| Method: CNN | Task: BEACON CRI-Off: CRISPR off-target effect prediction Dataset subset: DeepCRISPR (BEACON split) | 11.40(0.10) Spearman unitless · higher Uncertainty: SD 0.10 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCNN on BEACON CRI-Off: CRISPR off-target effect prediction BEACON harness, fixed downstream head per task. Train/validation/test 14,223/2,032/4,064; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(CNN),column(CRI-Off) |
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| Method: CNN | Task: BEACON CRI-On: CRISPR on-target efficiency prediction Dataset subset: DeepCRISPR (BEACON split) | 29.69(2.52) Spearman unitless · higher Uncertainty: SD 2.52 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCNN on BEACON CRI-On: CRISPR on-target efficiency prediction BEACON harness, fixed downstream head per task. Train/validation/test 1,453/207/416; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(CNN),column(CRI-On) |
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| Method: LSTM | Task: BEACON CRI-Off: CRISPR off-target effect prediction Dataset subset: DeepCRISPR (BEACON split) | 8.60(0.13) Spearman unitless · higher Uncertainty: SD 0.13 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceLSTM on BEACON CRI-Off: CRISPR off-target effect prediction BEACON harness, fixed downstream head per task. Train/validation/test 14,223/2,032/4,064; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(LSTM),column(CRI-Off) |
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| Method: LSTM | Task: BEACON CRI-On: CRISPR on-target efficiency prediction Dataset subset: DeepCRISPR (BEACON split) | 26.83(1.32) Spearman unitless · higher Uncertainty: SD 1.32 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceLSTM on BEACON CRI-On: CRISPR on-target efficiency prediction BEACON harness, fixed downstream head per task. Train/validation/test 1,453/207/416; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(LSTM),column(CRI-On) |
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| Method: ResNet | Task: BEACON CRI-Off: CRISPR off-target effect prediction Dataset subset: DeepCRISPR (BEACON split) | 11.50(0.22) Spearman unitless · higher Uncertainty: SD 0.22 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceResNet on BEACON CRI-Off: CRISPR off-target effect prediction BEACON harness, fixed downstream head per task. Train/validation/test 14,223/2,032/4,064; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(ResNet),column(CRI-Off) |
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| Method: ResNet | Task: BEACON CRI-On: CRISPR on-target efficiency prediction Dataset subset: DeepCRISPR (BEACON split) | 28.55(2.42) Spearman unitless · higher Uncertainty: SD 2.42 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceResNet on BEACON CRI-On: CRISPR on-target efficiency prediction BEACON harness, fixed downstream head per task. Train/validation/test 1,453/207/416; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(ResNet),column(CRI-On) |
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| Configuration: RNA-FM | Task: BEACON CRI-Off: CRISPR off-target effect prediction Dataset subset: DeepCRISPR (BEACON split) | 2.49(1.56) Spearman unitless · higher Uncertainty: SD 1.56 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRNA-FM on BEACON CRI-Off: CRISPR off-target effect prediction BEACON harness, fixed downstream head per task. Train/validation/test 14,223/2,032/4,064; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(RNA-FM),column(CRI-Off) |
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| Configuration: RNA-FM | Task: BEACON CRI-On: CRISPR on-target efficiency prediction Dataset subset: DeepCRISPR (BEACON split) | 31.62(1.16) Spearman unitless · higher Uncertainty: SD 1.16 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRNA-FM on BEACON CRI-On: CRISPR on-target efficiency prediction BEACON harness, fixed downstream head per task. Train/validation/test 1,453/207/416; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(RNA-FM),column(CRI-On) |
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| Configuration: RNA-MSM | Task: BEACON CRI-Off: CRISPR off-target effect prediction Dataset subset: DeepCRISPR (BEACON split) | 3.85(0.99) Spearman unitless · higher Uncertainty: SD 0.99 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRNA-MSM on BEACON CRI-Off: CRISPR off-target effect prediction BEACON harness, fixed downstream head per task. Train/validation/test 14,223/2,032/4,064; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(RNA-MSM),column(CRI-Off) |
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| Configuration: RNA-MSM | Task: BEACON CRI-On: CRISPR on-target efficiency prediction Dataset subset: DeepCRISPR (BEACON split) | 34.92(1.99) Spearman unitless · higher Uncertainty: SD 1.99 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRNA-MSM on BEACON CRI-On: CRISPR on-target efficiency prediction BEACON harness, fixed downstream head per task. Train/validation/test 1,453/207/416; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(RNA-MSM),column(CRI-On) |
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| Configuration: RNABERT | Task: BEACON CRI-Off: CRISPR off-target effect prediction Dataset subset: DeepCRISPR (BEACON split) | 4.27(1.05) Spearman unitless · higher Uncertainty: SD 1.05 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRNABERT on BEACON CRI-Off: CRISPR off-target effect prediction BEACON harness, fixed downstream head per task. Train/validation/test 14,223/2,032/4,064; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(RNABERT),column(CRI-Off) |
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| Configuration: RNABERT | Task: BEACON CRI-On: CRISPR on-target efficiency prediction Dataset subset: DeepCRISPR (BEACON split) | 29.77(3.98) Spearman unitless · higher Uncertainty: SD 3.98 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceRNABERT on BEACON CRI-On: CRISPR on-target efficiency prediction BEACON harness, fixed downstream head per task. Train/validation/test 1,453/207/416; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(RNABERT),column(CRI-On) |
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| Configuration: Splice-H510 | Task: BEACON CRI-Off: CRISPR off-target effect prediction Dataset subset: DeepCRISPR (BEACON split) | 4.00(1.13) Spearman unitless · higher Uncertainty: SD 1.13 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceSplice-H510 on BEACON CRI-Off: CRISPR off-target effect prediction BEACON harness, fixed downstream head per task. Train/validation/test 14,223/2,032/4,064; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-H510),column(CRI-Off) |
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| Configuration: Splice-H510 | Task: BEACON CRI-On: CRISPR on-target efficiency prediction Dataset subset: DeepCRISPR (BEACON split) | 26.61(1.30) Spearman unitless · higher Uncertainty: SD 1.30 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceSplice-H510 on BEACON CRI-On: CRISPR on-target efficiency prediction BEACON harness, fixed downstream head per task. Train/validation/test 1,453/207/416; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-H510),column(CRI-On) |
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| Configuration: Splice-MS1024 | Task: BEACON CRI-Off: CRISPR off-target effect prediction Dataset subset: DeepCRISPR (BEACON split) | 5.00(0.71) Spearman unitless · higher Uncertainty: SD 0.71 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceSplice-MS1024 on BEACON CRI-Off: CRISPR off-target effect prediction BEACON harness, fixed downstream head per task. Train/validation/test 14,223/2,032/4,064; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS1024),column(CRI-Off) |
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| Configuration: Splice-MS1024 | Task: BEACON CRI-On: CRISPR on-target efficiency prediction Dataset subset: DeepCRISPR (BEACON split) | 27.59(4.61) Spearman unitless · higher Uncertainty: SD 4.61 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceSplice-MS1024 on BEACON CRI-On: CRISPR on-target efficiency prediction BEACON harness, fixed downstream head per task. Train/validation/test 1,453/207/416; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS1024),column(CRI-On) |
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| Configuration: Splice-MS510 | Task: BEACON CRI-Off: CRISPR off-target effect prediction Dataset subset: DeepCRISPR (BEACON split) | 3.49(2.12) Spearman unitless · higher Uncertainty: SD 2.12 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceSplice-MS510 on BEACON CRI-Off: CRISPR off-target effect prediction BEACON harness, fixed downstream head per task. Train/validation/test 14,223/2,032/4,064; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS510),column(CRI-Off) |
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| Configuration: Splice-MS510 | Task: BEACON CRI-On: CRISPR on-target efficiency prediction Dataset subset: DeepCRISPR (BEACON split) | 27.13(0.27) Spearman unitless · higher Uncertainty: SD 0.27 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceSplice-MS510 on BEACON CRI-On: CRISPR on-target efficiency prediction BEACON harness, fixed downstream head per task. Train/validation/test 1,453/207/416; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(Splice-MS510),column(CRI-On) |
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| Configuration: UTR-LM-MRL | Task: BEACON CRI-Off: CRISPR off-target effect prediction Dataset subset: DeepCRISPR (BEACON split) | 4.28(0.15) Spearman unitless · higher Uncertainty: SD 0.15 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceUTR-LM-MRL on BEACON CRI-Off: CRISPR off-target effect prediction BEACON harness, fixed downstream head per task. Train/validation/test 14,223/2,032/4,064; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(UTR-LM-MRL),column(CRI-Off) |
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| Configuration: UTR-LM-MRL | Task: BEACON CRI-On: CRISPR on-target efficiency prediction Dataset subset: DeepCRISPR (BEACON split) | 28.49(1.37) Spearman unitless · higher Uncertainty: SD 1.37 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceUTR-LM-MRL on BEACON CRI-On: CRISPR on-target efficiency prediction BEACON harness, fixed downstream head per task. Train/validation/test 1,453/207/416; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(UTR-LM-MRL),column(CRI-On) |
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| Configuration: UTR-LM-TE&EL | Task: BEACON CRI-Off: CRISPR off-target effect prediction Dataset subset: DeepCRISPR (BEACON split) | 2.91(1.18) Spearman unitless · higher Uncertainty: SD 1.18 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceUTR-LM-TE&EL on BEACON CRI-Off: CRISPR off-target effect prediction BEACON harness, fixed downstream head per task. Train/validation/test 14,223/2,032/4,064; dataset DeepCRISPR. Aggregation: Not reported BEACON: Benchmark for Comprehensive RNA Tasks and Language Models (arXiv:2406.10391v2) · Table3,p.8,row(UTR-LM-TE&EL),column(CRI-Off) |
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