2026-08-06 快照

47 个 benchmark,每一个都保留口径。

查找公开数值结果或可审计缺口。结果行数不等于独立实验数。

47 / 47 个 benchmark

B01有公开数值结果

Genome Understanding Evaluation (GUE)

28 datasets/tasks in the native packaging; mapped here to five task families.

Tier B基因组元件分类启动子识别增强子识别转录因子结合位点预测
协议
1
结果行
10
工作
1
B02有公开数值结果

Nucleotide Transformer benchmark

Eighteen downstream tasks are benchmark instances, not eighteen unique task families.

Tier B基因组元件分类启动子识别增强子识别转录因子结合位点预测
协议
67
结果行
821
工作
1
B03有公开数值结果

BEND

Human-genome tasks with biologically aligned splits; inspect each track for leakage controls.

Tier B转录因子结合位点预测染色质可及性预测剪接位点识别序列到基因表达预测
协议
7
结果行
105
工作
1
B04无公开数值结果

DART-Eval

Regulatory DNA evaluation across zero-shot, probing and fine-tuning regimes.

Tier B转录因子结合位点预测染色质可及性预测序列基序发现增强子活性预测
协议
0
结果行
0
工作
0
B05无公开数值结果

GenBench

Framework and dataset suite; native task count follows current release documentation.

Tier B基因组元件分类启动子识别增强子识别剪接位点识别
协议
0
结果行
0
工作
0
B06无公开数值结果

Genomic Benchmarks

Widely reused classification datasets; simple random-style splits can inflate biological generalization.

Tier C基因组元件分类启动子识别增强子识别
协议
0
结果行
0
工作
0
B07有公开数值结果

DNALongBench

Long-range genomic tasks; exact sequence length and cell-type packaging vary by track.

Tier B染色质可及性预测组蛋白修饰预测染色质三维接触预测序列到基因表达预测
协议
2
结果行
6
工作
1
B09有公开数值结果

BEACON

Thirteen native tasks; some reuse OpenVaccine, Optimus and CRISPR datasets.

Tier BRNA 二级结构配对预测RNA 接触/距离图预测RNA 结构探针反应性预测剪接位点识别
协议
13
结果行
221
工作
1
B10有公开数值结果

RNA-Scope

Board is public; DeepASmRNA and DeeReCT-PolyA/PAS are exposed as distinct tracks; verify exact release and frozen splits before comparative claims.

Tier B非编码 RNA 家族分类RNA 修饰位点预测RNA 亚细胞定位RNA 二级结构配对预测
协议
79
结果行
2,093
工作
1
B11有公开数值结果

RNAGym

Three core tasks plus a task-family view of the ribozyme-assay subset; the subset track is separated from the aggregate DMS-effect track.

Tier BRNA 深度突变扫描效应预测RNA 二级结构配对预测RNA 三维坐标预测核酶活性预测
协议
2
结果行
7
工作
2
B12无公开数值结果

Benchmarking pre-trained gLMs for RNA sequence applications

Four native study processes; the GTEx tissue-specific splicing evaluation is additionally mapped to the alternative-splicing task family without changing the native-task count.

Tier C非编码 RNA 家族分类RNA 修饰位点预测剪接位点识别翻译效率/核糖体负载预测
协议
0
结果行
0
工作
0
B13有公开数值结果

RNA-Puzzles

Blind, rolling CASP-like assessment; puzzle count and target composition change by round.

Tier ARNA 三维坐标预测RNA 三维模型质量评估核酸全原子复合物结构预测
协议
50
结果行
5,657
工作
1
B14有公开数值结果

CASP15 RNA

First dedicated CASP RNA season; preserve target/category filters.

Tier ARNA 三维坐标预测RNA 三维模型质量评估核酸全原子复合物结构预测
协议
9
结果行
312
工作
1
B15有公开数值结果

CASP16 RNA/DNA

Includes RNA and nucleic-acid-containing targets; 42-target figure is reported for the richer RNA set in later assessment work.

Tier ARNA 三维坐标预测RNA 三维模型质量评估核酸全原子复合物结构预测核酸–蛋白界面/对接预测
协议
2
结果行
258
工作
1
B17有公开数值结果

OpenVaccine

Same raw competition data is repackaged by several RNA benchmark suites.

Tier ARNA 降解/疫苗稳定性预测
协议
9
结果行
15
工作
1
B18有公开数值结果

Eterna100

Community-standard inverse-folding set; protocol differences across folding engines reduce comparability.

Tier CRNA 二级结构逆折叠
协议
1
结果行
7
工作
1
B19无公开数值结果

NC-Bench

Focused benchmark for non-canonical RNA base pairs.

Tier BRNA 非经典碱基对预测
协议
0
结果行
0
工作
0
B20无公开数值结果

CAGI molecular/functional challenges

Only molecular and functional variant challenges are in scope; phenotype-from-exome and patient-level tasks are excluded.

Tier A调控变异效应预测表达变异效应预测剪接变异效应预测分子功能性/致病变异解释
协议
0
结果行
0
工作
0
B21无公开数值结果

DREAM5 TF–DNA motif recognition

Historic blinded TF–DNA specificity assessment.

Tier A转录因子–DNA 结合特异性
协议
0
结果行
0
工作
0
B22访问受限

ENCODE-DREAM in vivo TF binding

Held-out cell types and chromosomes improve realism, but access is through Synapse.

Tier A转录因子结合位点预测转录因子–DNA 结合特异性
协议
0
结果行
0
工作
0
B23有公开数值结果

PRDBv2 / protein–RNA docking benchmark

Docking benchmark; target version, bound/unbound state and redundancy filters must be recorded.

Tier C核酸–蛋白界面/对接预测
协议
2
结果行
4
工作
1
B25无公开数值结果

R-SIM / RNAmigos2 benchmark

Decoy construction and pocket redundancy are material evaluation choices.

Tier CRNA–小分子结合预测核酸–小分子对接
协议
0
结果行
0
工作
0
B26无公开数值结果

NucleoBench

Official repository lists 17 design tasks. The ribosomal-loading task is separated as 5′UTR/translation-control design; the remaining instances stay consolidated under cis-regulatory design.

Tier B增强子/顺式调控元件设计5′UTR 与翻译调控设计
协议
0
结果行
0
工作
0
B27有公开数值结果

OligoGym

Twelve curated ASO/siRNA/shRNA datasets with explicit split comparisons.

Tier BsiRNA/ASO/shRNA 设计
协议
24
结果行
45,932
工作
1
B28无公开数值结果

RNAglib structure–function benchmark

Seven RNA structure–function datasets; task-level splits and structural redundancy controls should be preserved.

Tier BRNA 三维模型质量评估RNA–蛋白结合预测RNA–小分子结合预测核酸–蛋白界面/对接预测
协议
0
结果行
0
工作
0
B29无公开数值结果

NABench

Large-scale nucleotide fitness benchmark; verify repository release before production adoption.

Tier B核酸适应度预测RNA 深度突变扫描效应预测
协议
0
结果行
0
工作
0
B30访问受限

Random Promoter DREAM Challenge

Prospective promoter-expression prediction challenge with experimental readout; not counted as a sequence-generation benchmark.

Tier A启动子活性预测
协议
0
结果行
0
工作
0
B31无公开数值结果

NucleoDock external benchmark

External set of 125 nucleic-acid–ligand complexes; model-paper benchmark, not community suite.

Tier C核酸–小分子对接
协议
0
结果行
0
工作
0
B32无公开数值结果

SMRTnet RNA–small-molecule benchmark

Emerging benchmark for RNA–small-molecule interaction; check release artifacts and negative construction.

Tier CRNA–小分子结合预测
协议
0
结果行
0
工作
0
B33无公开数值结果

OmniGenBench

Meta-suite packaging RGB, BEACON, GUE, Genomic Benchmarks and PGB; native_task_count=5 suites, not the sum of their downstream tasks.

Tier B基因组元件分类启动子识别增强子识别转录因子结合位点预测
协议
0
结果行
0
工作
0
B34有公开数值结果

ERNIE-RNA downstream evaluation study

One-time model study spanning 15 named data packages; PrismNet is additionally stratified into 17 HeLa RBP assays.

Tier CRNA 二级结构配对预测RNA 接触/距离图预测翻译效率/核糖体负载预测RNA–蛋白结合预测
协议
12
结果行
231
工作
1
B35有公开数值结果

Stanford RNA 3D Folding Challenge

Two time-separated competitions with hidden targets; submissions provide five candidate 3D structures and are evaluated best-of-five.

Tier ARNA 三维坐标预测RNA 三维模型质量评估核酸全原子复合物结构预测
协议
22
结果行
82
工作
1
B36无公开数值结果

GenoArmory

Adversarial robustness wrapper over eight GUE histone-mark datasets; four attack families and three defense strategies are evaluation regimes, not new biological task families.

Tier B组蛋白修饰预测
协议
0
结果行
0
工作
0
B37无公开数值结果

RNAtive model-quality benchmark

Two released evaluation collections: CASP15 predicted models and Randstr decoys; benchmark package is fully archived on Zenodo.

Tier CRNA 三维模型质量评估
协议
0
结果行
0
工作
0
B38有公开数值结果

EternaBench

Thirty-one chemical-mapping, riboswitch and external thermodynamic datasets; repository is archived but versioned and reproducible.

Tier CRNA 结构探针反应性预测RNA 构象集合预测适配体–靶标亲和力预测
协议
8
结果行
107
工作
1
B39无标准数值协议

AptaBench

6,289 DNA/RNA aptamer–ligand records with fixed stratified, ligand-disjoint and aptamer-disjoint five-fold protocols; anonymous pre-review status should be preserved.

Tier CRNA–小分子结合预测适配体–靶标亲和力预测
协议
0
结果行
0
工作
0
B40有公开数值结果

RNA–RNA Interactions Benchmark

Manually confirmed interaction regions across archaea, bacteria and eukaryotes; the repository moved from UCanCompBio to Gardner-BinfLab.

Tier CRNA–RNA 相互作用预测
协议
7
结果行
84
工作
1
B41无公开数值结果

RnaBench Riboswitch Design Benchmark

Fixed generative riboswitch design evaluation over 685,109 unique sequences with validity and novelty metrics.

Tier B可编程 RNA 开关设计
协议
0
结果行
0
工作
0
B42无公开数值结果

Deep DNAshape benchmark evaluation

Evaluation against experimental-structure and molecular-dynamics DNA-shape labels; a reusable study protocol rather than a community leaderboard.

Tier CDNA 局部形状预测
协议
0
结果行
0
工作
0
B43有公开数值结果

RNP-ΔΔG blind mutation benchmark

Blind and independent RNA–protein affinity tests; only RNA-side mutations are in scope. MS2, diverse-complex and PUM2 tests remain separate protocols.

Tier CRNA 结合变异效应预测
协议
3
结果行
3
工作
1
B44有公开数值结果

ATGC-Gen promoter-generation evaluation

100,000 generated 1,024-bp promoters evaluated with the Sei H3K4me3 activity oracle, MSE, KS and fluency; comparisons are restricted to the same source table.

Tier C启动子序列设计
协议
1
结果行
15
工作
1
B45无公开数值结果

RDesign tertiary RNA inverse-design benchmark

Fixed tertiary-structure-to-sequence design evaluation released with code and benchmark data; computational structural recovery only unless separately validated.

Tier CRNA 三维结构条件设计
协议
0
结果行
0
工作
0
B46无公开数值结果

LinearDesign mRNA co-design evaluation

Multi-objective mRNA design with prospective wet-lab measurements of stability, expression and immunogenicity; it must not be ranked with computational-only protocols.

Tier CmRNA 编码与稳定性协同设计
协议
0
结果行
0
工作
0
B47无公开数值结果

RhoDesign light-up aptamer evaluation

Structure-guided light-up aptamer generation with prospective fluorescence validation; secondary mapping to tertiary RNA design is recorded separately.

Tier C适配体设计RNA 三维结构条件设计
协议
0
结果行
0
工作
0