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Models/HGN

HGN

Reported on 23 benchmarks across 6 tasks · 3 papers · 8 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Knowledge Base8 results

Recommendation SystemsonAmazon-CDs
Recall@10· 2019-06-21
0.0426
SOTA
Hierarchical Gating Networks for Sequential Recommendation arXiv:1906.09217
Recommendation SystemsonAmazon-CDs
nDCG@10· 2019-06-21
0.0233
SOTA
Hierarchical Gating Networks for Sequential Recommendation arXiv:1906.09217
Recommendation SystemsonGoodReads-Children
Recall@10· 2019-06-21
0.1263
SOTA
Hierarchical Gating Networks for Sequential Recommendation arXiv:1906.09217
Recommendation SystemsonGoodReads-Children
nDCG@10· 2019-06-21
0.113
SOTA
Hierarchical Gating Networks for Sequential Recommendation arXiv:1906.09217
Recommendation SystemsonGoodReads-Comics
Recall@10· 2019-06-21
0.1743
SOTA
Hierarchical Gating Networks for Sequential Recommendation arXiv:1906.09217
Recommendation SystemsonGoodReads-Comics
nDCG@10· 2019-06-21
0.1927
SOTA
Hierarchical Gating Networks for Sequential Recommendation arXiv:1906.09217
Recommendation SystemsonMovieLens 20M
Recall@10· 2019-06-21
0.1255
best: 0.155 (KGNN-LS)
Hierarchical Gating Networks for Sequential Recommendation arXiv:1906.09217
Recommendation SystemsonMovieLens 20M
nDCG@10· 2019-06-21
0.1195
best: 0.6404 (HyperML)
Hierarchical Gating Networks for Sequential Recommendation arXiv:1906.09217

Natural Language Processing7 results

Named Entity Recognition (NER)onOntoNotes 5.0
Average F1· 2022-05-15
90.92
SOTA
Hero-Gang Neural Model For Named Entity Recognition arXiv:2205.07177
Named Entity Recognition (NER)onWNUT 2016
F1· 2022-05-15
59.5
SOTA
Hero-Gang Neural Model For Named Entity Recognition arXiv:2205.07177
Named Entity Recognition (NER)onOntonotes v5 (English)
F1· 2022-05-15
90.92
best: 92.07 (BERT-MRC+DSC)
Hero-Gang Neural Model For Named Entity Recognition arXiv:2205.07177
Named Entity Recognition (NER)onWNUT 2017
F1· 2022-05-15
57.41
best: 60.45 (CL-KL)
Hero-Gang Neural Model For Named Entity Recognition arXiv:2205.07177
Named Entity Recognition (NER)onBC5CDR-chemical
F1· 2022-05-15
94.59
best: 94.88 (Spark NLP)
Hero-Gang Neural Model For Named Entity Recognition arXiv:2205.07177
Named Entity Recognition (NER)onBC5CDR-disease
F1· 2022-05-15
87.86
best: 88.5 (BioMegatron)
Hero-Gang Neural Model For Named Entity Recognition arXiv:2205.07177
Named Entity Recognition (NER)onBC2GM
F1· 2022-05-15
85.65
best: 88.75 (Spark NLP)
Hero-Gang Neural Model For Named Entity Recognition arXiv:2205.07177

Computer Vision4 results

3D Human Pose EstimationonMPI-INF-3DHP
AUC· 2021-11-23
52.1
best: 87.7 (TCPFormer (T=81))
Hierarchical Graph Networks for 3D Human Pose Estimation arXiv:2111.11927
3D Human Pose EstimationonMPI-INF-3DHP
PCK· 2021-11-23
85.2
best: 99.37 (LMT R152 384x384)
Hierarchical Graph Networks for 3D Human Pose Estimation arXiv:2111.11927
Pose EstimationonMPI-INF-3DHP
AUC· 2021-11-23
52.1
best: 87.7 (TCPFormer (T=81))
Hierarchical Graph Networks for 3D Human Pose Estimation arXiv:2111.11927
Pose EstimationonMPI-INF-3DHP
PCK· 2021-11-23
85.2
best: 99.37 (LMT R152 384x384)
Hierarchical Graph Networks for 3D Human Pose Estimation arXiv:2111.11927

Methodology2 results

3DonMPI-INF-3DHP
AUC· 2021-11-23
52.1
best: 87.7 (TCPFormer (T=81))
Hierarchical Graph Networks for 3D Human Pose Estimation arXiv:2111.11927
3DonMPI-INF-3DHP
PCK· 2021-11-23
85.2
best: 99.37 (LMT R152 384x384)
Hierarchical Graph Networks for 3D Human Pose Estimation arXiv:2111.11927

Audio2 results

1 Image, 2*2 StitchionMPI-INF-3DHP
AUC· 2021-11-23
52.1
best: 87.7 (TCPFormer (T=81))
Hierarchical Graph Networks for 3D Human Pose Estimation arXiv:2111.11927
1 Image, 2*2 StitchionMPI-INF-3DHP
PCK· 2021-11-23
85.2
best: 99.37 (LMT R152 384x384)
Hierarchical Graph Networks for 3D Human Pose Estimation arXiv:2111.11927