felixleungsc/paperswithcode-data-evaluation-tables

task_path stringlengths 3 199 ⌀	dataset stringlengths 1 128 ⌀	model_name stringlengths 1 223 ⌀	paper_url stringlengths 21 601 ⌀	metric_name stringlengths 1 50 ⌀	metric_value stringlengths 1 9.22k ⌀
Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation	SynLiDAR-to-SemanticPOSS	TTYD	https://arxiv.org/abs/2409.04409v1	mIoU	39.1
Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation	nuScenes-to-SemanticKITTI	TTYD	https://arxiv.org/abs/2409.04409v1	mIoU	45.4
Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation	nuScenes-to-Pandaset	TTYD	https://arxiv.org/abs/2409.04409v1	mIoU	65.7
Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation	SynLiDAR-to-SemanticKITTI	TTYD	https://arxiv.org/abs/2409.04409v1	mIoU	32.4
Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation	nuScenes-to-SemanticPOSS	TTYD	https://arxiv.org/abs/2409.04409v1	mIoU	64.5
Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation	nuScenes-to-Waymo Open Dataset	TTYD	https://arxiv.org/abs/2409.04409v1	mIoU	55.5
Audio Super-Resolution	Piano	U-Net + AFiLM	https://arxiv.org/abs/2108.11637v1	Log-Spectral Distance	1.5
Audio Super-Resolution	Piano	U-Net + TFiLM	https://arxiv.org/abs/1909.06628v3	Log-Spectral Distance	2
Audio Super-Resolution	Piano	U-Net	http://arxiv.org/abs/1708.00853v1	Log-Spectral Distance	3.4
Audio Super-Resolution	DSD100	U-Net and ResNet	https://arxiv.org/abs/2011.07274v2	SNR	35.26
Audio Super-Resolution	VCTK Multi-Speaker	CMGAN	https://arxiv.org/abs/2209.11112v3	Log-Spectral Distance	0.76
Audio Super-Resolution	VCTK Multi-Speaker	NVSR	https://arxiv.org/abs/2203.14941v1	Log-Spectral Distance	0.78
Audio Super-Resolution	VCTK Multi-Speaker	TUNet + MSM pre-training	https://arxiv.org/abs/2110.13492v5	Log-Spectral Distance	1.28
Audio Super-Resolution	VCTK Multi-Speaker	TUNet	https://arxiv.org/abs/2110.13492v5	Log-Spectral Distance	1.36
Audio Super-Resolution	VCTK Multi-Speaker	U-Net + AFiLM	https://arxiv.org/abs/2108.11637v1	Log-Spectral Distance	1.7
Audio Super-Resolution	VCTK Multi-Speaker	U-Net + TFiLM	http://papers.nips.cc/paper/9217-temporal-film-capturing-long-range-sequence-dependencies-with-feature-wise-modulations	Log-Spectral Distance	1.8
Audio Super-Resolution	VCTK Multi-Speaker	U-Net	http://arxiv.org/abs/1708.00853v1	Log-Spectral Distance	3.1
Audio Super-Resolution	Voice Bank corpus (VCTK)	U-Net + AFiLM	https://arxiv.org/abs/2108.11637v1	Log-Spectral Distance	2.3
Audio Super-Resolution	Voice Bank corpus (VCTK)	U-Net + TFiLM	https://arxiv.org/abs/1909.06628v3	Log-Spectral Distance	2.5
Audio Super-Resolution	Voice Bank corpus (VCTK)	U-Net	http://arxiv.org/abs/1708.00853v1	Log-Spectral Distance	3.2
Li-ion State of Health Estimation	NASA Li-ion Dataset	SambaMixer	https://arxiv.org/abs/2411.00233v1	mean absolute error	1.072
De novo molecule generation from MS/MS spectrum	MassSpecGym	Random chemical generation	https://arxiv.org/abs/2410.23326v3	Top-1 MCES	28.59
De novo molecule generation from MS/MS spectrum	MassSpecGym	Random chemical generation	https://arxiv.org/abs/2410.23326v3	Top-1 Accuracy	0.00
De novo molecule generation from MS/MS spectrum	MassSpecGym	Random chemical generation	https://arxiv.org/abs/2410.23326v3	Top-1 Tanimoto	0.07
De novo molecule generation from MS/MS spectrum	MassSpecGym	Random chemical generation	https://arxiv.org/abs/2410.23326v3	Top-10 Accuracy	0.00
De novo molecule generation from MS/MS spectrum	MassSpecGym	Random chemical generation	https://arxiv.org/abs/2410.23326v3	Top-10 MCES	25.72
De novo molecule generation from MS/MS spectrum	MassSpecGym	Random chemical generation	https://arxiv.org/abs/2410.23326v3	Top-10 Tanimoto	0.10
De novo molecule generation from MS/MS spectrum	MassSpecGym	SELFIES Transformer	https://arxiv.org/abs/2410.23326v3	Top-1 MCES	33.28
De novo molecule generation from MS/MS spectrum	MassSpecGym	SELFIES Transformer	https://arxiv.org/abs/2410.23326v3	Top-1 Accuracy	0.00
De novo molecule generation from MS/MS spectrum	MassSpecGym	SELFIES Transformer	https://arxiv.org/abs/2410.23326v3	Top-1 Tanimoto	0.10
De novo molecule generation from MS/MS spectrum	MassSpecGym	SELFIES Transformer	https://arxiv.org/abs/2410.23326v3	Top-10 Accuracy	0.00
De novo molecule generation from MS/MS spectrum	MassSpecGym	SELFIES Transformer	https://arxiv.org/abs/2410.23326v3	Top-10 MCES	21.84
De novo molecule generation from MS/MS spectrum	MassSpecGym	SELFIES Transformer	https://arxiv.org/abs/2410.23326v3	Top-10 Tanimoto	0.15
De novo molecule generation from MS/MS spectrum	MassSpecGym	SMILES Transformer	https://arxiv.org/abs/2410.23326v3	Top-1 MCES	53.80
De novo molecule generation from MS/MS spectrum	MassSpecGym	SMILES Transformer	https://arxiv.org/abs/2410.23326v3	Top-1 Accuracy	0.00
De novo molecule generation from MS/MS spectrum	MassSpecGym	SMILES Transformer	https://arxiv.org/abs/2410.23326v3	Top-1 Tanimoto	0.07
De novo molecule generation from MS/MS spectrum	MassSpecGym	SMILES Transformer	https://arxiv.org/abs/2410.23326v3	Top-10 Accuracy	0.00
De novo molecule generation from MS/MS spectrum	MassSpecGym	SMILES Transformer	https://arxiv.org/abs/2410.23326v3	Top-10 MCES	21.97
De novo molecule generation from MS/MS spectrum	MassSpecGym	SMILES Transformer	https://arxiv.org/abs/2410.23326v3	Top-10 Tanimoto	0.17
Molecule retrieval from MS/MS spectrum	MassSpecGym	JESTR_NR	https://arxiv.org/abs/2411.14464v3	Hit rate @ 1	15.62
Molecule retrieval from MS/MS spectrum	MassSpecGym	JESTR_NR	https://arxiv.org/abs/2411.14464v3	Hit rate @ 5	37.47
Molecule retrieval from MS/MS spectrum	MassSpecGym	JESTR_NR	https://arxiv.org/abs/2411.14464v3	Hit rate @ 20	60.55
Molecule retrieval from MS/MS spectrum	MassSpecGym	JESTR	https://arxiv.org/abs/2411.14464v3	Hit rate @ 1	15.13
Molecule retrieval from MS/MS spectrum	MassSpecGym	JESTR	https://arxiv.org/abs/2411.14464v3	Hit rate @ 5	36.75
Molecule retrieval from MS/MS spectrum	MassSpecGym	JESTR	https://arxiv.org/abs/2411.14464v3	Hit rate @ 20	60.32
Molecule retrieval from MS/MS spectrum	MassSpecGym	MIST	https://arxiv.org/abs/2410.23326v3	Hit rate @ 1	14.64
Molecule retrieval from MS/MS spectrum	MassSpecGym	MIST	https://arxiv.org/abs/2410.23326v3	Hit rate @ 5	34.87
Molecule retrieval from MS/MS spectrum	MassSpecGym	MIST	https://arxiv.org/abs/2410.23326v3	Hit rate @ 20	59.15
Molecule retrieval from MS/MS spectrum	MassSpecGym	MIST	https://arxiv.org/abs/2410.23326v3	MCES @ 1	15.37
Molecule retrieval from MS/MS spectrum	MassSpecGym	ESP	https://arxiv.org/abs/2411.14464v3	Hit rate @ 1	10.71
Molecule retrieval from MS/MS spectrum	MassSpecGym	ESP	https://arxiv.org/abs/2411.14464v3	Hit rate @ 5	24.84
Molecule retrieval from MS/MS spectrum	MassSpecGym	ESP	https://arxiv.org/abs/2411.14464v3	Hit rate @ 20	42.66
Molecule retrieval from MS/MS spectrum	MassSpecGym	DeepSets + Fourier features	https://arxiv.org/abs/2410.23326v3	Hit rate @ 1	5.24
Molecule retrieval from MS/MS spectrum	MassSpecGym	DeepSets + Fourier features	https://arxiv.org/abs/2410.23326v3	Hit rate @ 5	12.58
Molecule retrieval from MS/MS spectrum	MassSpecGym	DeepSets + Fourier features	https://arxiv.org/abs/2410.23326v3	Hit rate @ 20	28.21
Molecule retrieval from MS/MS spectrum	MassSpecGym	DeepSets + Fourier features	https://arxiv.org/abs/2410.23326v3	MCES @ 1	22.13
Molecule retrieval from MS/MS spectrum	MassSpecGym	Fingerprint FFN	https://arxiv.org/abs/2410.23326v3	Hit rate @ 1	2.54
Molecule retrieval from MS/MS spectrum	MassSpecGym	Fingerprint FFN	https://arxiv.org/abs/2410.23326v3	Hit rate @ 5	7.59
Molecule retrieval from MS/MS spectrum	MassSpecGym	Fingerprint FFN	https://arxiv.org/abs/2410.23326v3	Hit rate @ 20	20.00
Molecule retrieval from MS/MS spectrum	MassSpecGym	Fingerprint FFN	https://arxiv.org/abs/2410.23326v3	MCES @ 1	24.66
Molecule retrieval from MS/MS spectrum	MassSpecGym	DeepSets	https://arxiv.org/abs/2410.23326v3	Hit rate @ 1	1.47
Molecule retrieval from MS/MS spectrum	MassSpecGym	DeepSets	https://arxiv.org/abs/2410.23326v3	Hit rate @ 5	6.21
Molecule retrieval from MS/MS spectrum	MassSpecGym	DeepSets	https://arxiv.org/abs/2410.23326v3	Hit rate @ 20	19.23
Molecule retrieval from MS/MS spectrum	MassSpecGym	DeepSets	https://arxiv.org/abs/2410.23326v3	MCES @ 1	25.11
Molecule retrieval from MS/MS spectrum	MassSpecGym	Random	https://arxiv.org/abs/2410.23326v3	Hit rate @ 1	0.37
Molecule retrieval from MS/MS spectrum	MassSpecGym	Random	https://arxiv.org/abs/2410.23326v3	Hit rate @ 5	2.01
Molecule retrieval from MS/MS spectrum	MassSpecGym	Random	https://arxiv.org/abs/2410.23326v3	Hit rate @ 20	8.22
Molecule retrieval from MS/MS spectrum	MassSpecGym	Random	https://arxiv.org/abs/2410.23326v3	MCES @ 1	30.81
MS/MS spectrum simulation	MassSpecGym	FraGNNet	https://arxiv.org/abs/2410.23326v3	Cosine Similarity	0.52
MS/MS spectrum simulation	MassSpecGym	FraGNNet	https://arxiv.org/abs/2410.23326v3	Jensen-Shannon Similarity	0.47
MS/MS spectrum simulation	MassSpecGym	FraGNNet	https://arxiv.org/abs/2410.23326v3	Hit Rate @ 1	46.64
MS/MS spectrum simulation	MassSpecGym	FraGNNet	https://arxiv.org/abs/2410.23326v3	Hit Rate @ 5	72.56
MS/MS spectrum simulation	MassSpecGym	FraGNNet	https://arxiv.org/abs/2410.23326v3	Hit Rate @ 20	83.58
MS/MS spectrum simulation	MassSpecGym	FFN Fingerprint	https://arxiv.org/abs/2410.23326v3	Cosine Similarity	0.25
MS/MS spectrum simulation	MassSpecGym	FFN Fingerprint	https://arxiv.org/abs/2410.23326v3	Jensen-Shannon Similarity	0.24
MS/MS spectrum simulation	MassSpecGym	FFN Fingerprint	https://arxiv.org/abs/2410.23326v3	Hit Rate @ 1	8.44
MS/MS spectrum simulation	MassSpecGym	FFN Fingerprint	https://arxiv.org/abs/2410.23326v3	Hit Rate @ 5	21.43
MS/MS spectrum simulation	MassSpecGym	FFN Fingerprint	https://arxiv.org/abs/2410.23326v3	Hit Rate @ 20	38.57
MS/MS spectrum simulation	MassSpecGym	GNN	https://arxiv.org/abs/2410.23326v3	Cosine Similarity	0.19
MS/MS spectrum simulation	MassSpecGym	GNN	https://arxiv.org/abs/2410.23326v3	Jensen-Shannon Similarity	0.20
MS/MS spectrum simulation	MassSpecGym	GNN	https://arxiv.org/abs/2410.23326v3	Hit Rate @ 1	3.95
MS/MS spectrum simulation	MassSpecGym	GNN	https://arxiv.org/abs/2410.23326v3	Hit Rate @ 5	11.92
MS/MS spectrum simulation	MassSpecGym	GNN	https://arxiv.org/abs/2410.23326v3	Hit Rate @ 20	26.27
MS/MS spectrum simulation	MassSpecGym	Precursor m/z	https://arxiv.org/abs/2410.23326v3	Cosine Similarity	0.15
MS/MS spectrum simulation	MassSpecGym	Precursor m/z	https://arxiv.org/abs/2410.23326v3	Jensen-Shannon Similarity	0.15
MS/MS spectrum simulation	MassSpecGym	Precursor m/z	https://arxiv.org/abs/2410.23326v3	Hit Rate @ 1	0.38
MS/MS spectrum simulation	MassSpecGym	Precursor m/z	https://arxiv.org/abs/2410.23326v3	Hit Rate @ 5	1.72
MS/MS spectrum simulation	MassSpecGym	Precursor m/z	https://arxiv.org/abs/2410.23326v3	Hit Rate @ 20	7.17
De novo molecule generation from MS/MS spectrum (bonus chemical formulae)	MassSpecGym	DiffMS	https://arxiv.org/abs/2502.09571v2	Top-1 Accuracy	2.3
De novo molecule generation from MS/MS spectrum (bonus chemical formulae)	MassSpecGym	DiffMS	https://arxiv.org/abs/2502.09571v2	Top-1 MCES	18.45
De novo molecule generation from MS/MS spectrum (bonus chemical formulae)	MassSpecGym	DiffMS	https://arxiv.org/abs/2502.09571v2	Top-1 Tanimoto	0.28
De novo molecule generation from MS/MS spectrum (bonus chemical formulae)	MassSpecGym	DiffMS	https://arxiv.org/abs/2502.09571v2	Top-10 Accuracy	4.25
De novo molecule generation from MS/MS spectrum (bonus chemical formulae)	MassSpecGym	DiffMS	https://arxiv.org/abs/2502.09571v2	Top-10 MCES	14.73
De novo molecule generation from MS/MS spectrum (bonus chemical formulae)	MassSpecGym	DiffMS	https://arxiv.org/abs/2502.09571v2	Top-10 Tanimoto	0.39
De novo molecule generation from MS/MS spectrum (bonus chemical formulae)	MassSpecGym	Madgen	https://arxiv.org/abs/2501.01950v3	Top-1 Accuracy	1.31
De novo molecule generation from MS/MS spectrum (bonus chemical formulae)	MassSpecGym	Madgen	https://arxiv.org/abs/2501.01950v3	Top-1 MCES	27.47
De novo molecule generation from MS/MS spectrum (bonus chemical formulae)	MassSpecGym	Madgen	https://arxiv.org/abs/2501.01950v3	Top-1 Tanimoto	0.20
De novo molecule generation from MS/MS spectrum (bonus chemical formulae)	MassSpecGym	Madgen	https://arxiv.org/abs/2501.01950v3	Top-10 Accuracy	1.54
De novo molecule generation from MS/MS spectrum (bonus chemical formulae)	MassSpecGym	Madgen	https://arxiv.org/abs/2501.01950v3	Top-10 MCES	16.84
De novo molecule generation from MS/MS spectrum (bonus chemical formulae)	MassSpecGym	Madgen	https://arxiv.org/abs/2501.01950v3	Top-10 Tanimoto	0.26

Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation

SynLiDAR-to-SemanticPOSS

TTYD

https://arxiv.org/abs/2409.04409v1

mIoU

39.1

Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation

nuScenes-to-SemanticKITTI

TTYD

https://arxiv.org/abs/2409.04409v1

mIoU

45.4

Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation

nuScenes-to-Pandaset

TTYD

https://arxiv.org/abs/2409.04409v1

mIoU

65.7

Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation

SynLiDAR-to-SemanticKITTI

TTYD

https://arxiv.org/abs/2409.04409v1

mIoU

32.4

Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation

nuScenes-to-SemanticPOSS

TTYD

https://arxiv.org/abs/2409.04409v1

mIoU

64.5

Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation

nuScenes-to-Waymo Open Dataset

TTYD

https://arxiv.org/abs/2409.04409v1

mIoU

55.5

Audio Super-Resolution

Piano

U-Net + AFiLM

https://arxiv.org/abs/2108.11637v1

Log-Spectral Distance

1.5

Audio Super-Resolution

Piano

U-Net + TFiLM

https://arxiv.org/abs/1909.06628v3

Log-Spectral Distance

2

Audio Super-Resolution

Piano

U-Net

http://arxiv.org/abs/1708.00853v1

Log-Spectral Distance

3.4

Audio Super-Resolution

DSD100

U-Net and ResNet

https://arxiv.org/abs/2011.07274v2

SNR

35.26

Audio Super-Resolution

VCTK Multi-Speaker

CMGAN

https://arxiv.org/abs/2209.11112v3

Log-Spectral Distance

0.76

Audio Super-Resolution

VCTK Multi-Speaker

NVSR

https://arxiv.org/abs/2203.14941v1

Log-Spectral Distance

0.78

Audio Super-Resolution

VCTK Multi-Speaker

TUNet + MSM pre-training

https://arxiv.org/abs/2110.13492v5

Log-Spectral Distance

1.28

Audio Super-Resolution

VCTK Multi-Speaker

TUNet

https://arxiv.org/abs/2110.13492v5

Log-Spectral Distance

1.36

Audio Super-Resolution

VCTK Multi-Speaker

U-Net + AFiLM

https://arxiv.org/abs/2108.11637v1

Log-Spectral Distance

1.7

Audio Super-Resolution

VCTK Multi-Speaker

U-Net + TFiLM

http://papers.nips.cc/paper/9217-temporal-film-capturing-long-range-sequence-dependencies-with-feature-wise-modulations

Log-Spectral Distance

1.8

Audio Super-Resolution

VCTK Multi-Speaker

U-Net

http://arxiv.org/abs/1708.00853v1

Log-Spectral Distance

3.1

Audio Super-Resolution

Voice Bank corpus (VCTK)

U-Net + AFiLM

https://arxiv.org/abs/2108.11637v1

Log-Spectral Distance

2.3

Audio Super-Resolution

Voice Bank corpus (VCTK)

U-Net + TFiLM

https://arxiv.org/abs/1909.06628v3

Log-Spectral Distance

2.5

Audio Super-Resolution

Voice Bank corpus (VCTK)

U-Net

http://arxiv.org/abs/1708.00853v1

Log-Spectral Distance

3.2

Li-ion State of Health Estimation

NASA Li-ion Dataset

SambaMixer

https://arxiv.org/abs/2411.00233v1

mean absolute error

1.072

De novo molecule generation from MS/MS spectrum

MassSpecGym

Random chemical generation

https://arxiv.org/abs/2410.23326v3

Top-1 MCES

28.59

De novo molecule generation from MS/MS spectrum

MassSpecGym

Random chemical generation

https://arxiv.org/abs/2410.23326v3

Top-1 Accuracy

0.00

De novo molecule generation from MS/MS spectrum

MassSpecGym

Random chemical generation

https://arxiv.org/abs/2410.23326v3

Top-1 Tanimoto

0.07

De novo molecule generation from MS/MS spectrum

MassSpecGym

Random chemical generation

https://arxiv.org/abs/2410.23326v3

Top-10 Accuracy

0.00

De novo molecule generation from MS/MS spectrum

MassSpecGym

Random chemical generation

https://arxiv.org/abs/2410.23326v3

Top-10 MCES

25.72

De novo molecule generation from MS/MS spectrum

MassSpecGym

Random chemical generation

https://arxiv.org/abs/2410.23326v3

Top-10 Tanimoto

0.10

De novo molecule generation from MS/MS spectrum

MassSpecGym

SELFIES Transformer

https://arxiv.org/abs/2410.23326v3

Top-1 MCES

33.28

De novo molecule generation from MS/MS spectrum

MassSpecGym

SELFIES Transformer

https://arxiv.org/abs/2410.23326v3

Top-1 Accuracy

0.00

De novo molecule generation from MS/MS spectrum

MassSpecGym

SELFIES Transformer

https://arxiv.org/abs/2410.23326v3

Top-1 Tanimoto

0.10

De novo molecule generation from MS/MS spectrum

MassSpecGym

SELFIES Transformer

https://arxiv.org/abs/2410.23326v3

Top-10 Accuracy

0.00

De novo molecule generation from MS/MS spectrum

MassSpecGym

SELFIES Transformer

https://arxiv.org/abs/2410.23326v3

Top-10 MCES

21.84

De novo molecule generation from MS/MS spectrum

MassSpecGym

SELFIES Transformer

https://arxiv.org/abs/2410.23326v3

Top-10 Tanimoto

0.15

De novo molecule generation from MS/MS spectrum

MassSpecGym

SMILES Transformer

https://arxiv.org/abs/2410.23326v3

Top-1 MCES

53.80

De novo molecule generation from MS/MS spectrum

MassSpecGym

SMILES Transformer

https://arxiv.org/abs/2410.23326v3

Top-1 Accuracy

0.00

De novo molecule generation from MS/MS spectrum

MassSpecGym

SMILES Transformer

https://arxiv.org/abs/2410.23326v3

Top-1 Tanimoto

0.07

De novo molecule generation from MS/MS spectrum

MassSpecGym

SMILES Transformer

https://arxiv.org/abs/2410.23326v3

Top-10 Accuracy

0.00

De novo molecule generation from MS/MS spectrum

MassSpecGym

SMILES Transformer

https://arxiv.org/abs/2410.23326v3

Top-10 MCES

21.97

De novo molecule generation from MS/MS spectrum

MassSpecGym

SMILES Transformer

https://arxiv.org/abs/2410.23326v3

Top-10 Tanimoto

0.17

Molecule retrieval from MS/MS spectrum

MassSpecGym

JESTR_NR

https://arxiv.org/abs/2411.14464v3

Hit rate @ 1

15.62

Molecule retrieval from MS/MS spectrum

MassSpecGym

JESTR_NR

https://arxiv.org/abs/2411.14464v3

Hit rate @ 5

37.47

Molecule retrieval from MS/MS spectrum

MassSpecGym

JESTR_NR

https://arxiv.org/abs/2411.14464v3

Hit rate @ 20

60.55

Molecule retrieval from MS/MS spectrum

MassSpecGym

JESTR

https://arxiv.org/abs/2411.14464v3

Hit rate @ 1

15.13

Molecule retrieval from MS/MS spectrum

MassSpecGym

JESTR

https://arxiv.org/abs/2411.14464v3

Hit rate @ 5

36.75

Molecule retrieval from MS/MS spectrum

MassSpecGym

JESTR

https://arxiv.org/abs/2411.14464v3

Hit rate @ 20

60.32

Molecule retrieval from MS/MS spectrum

MassSpecGym

MIST

https://arxiv.org/abs/2410.23326v3

Hit rate @ 1

14.64

Molecule retrieval from MS/MS spectrum

MassSpecGym

MIST

https://arxiv.org/abs/2410.23326v3

Hit rate @ 5

34.87

Molecule retrieval from MS/MS spectrum

MassSpecGym

MIST

https://arxiv.org/abs/2410.23326v3

Hit rate @ 20

59.15

Molecule retrieval from MS/MS spectrum

MassSpecGym

MIST

https://arxiv.org/abs/2410.23326v3

MCES @ 1

15.37

Molecule retrieval from MS/MS spectrum

MassSpecGym

ESP

https://arxiv.org/abs/2411.14464v3

Hit rate @ 1

10.71

Molecule retrieval from MS/MS spectrum

MassSpecGym

ESP

https://arxiv.org/abs/2411.14464v3

Hit rate @ 5

24.84

Molecule retrieval from MS/MS spectrum

MassSpecGym

ESP

https://arxiv.org/abs/2411.14464v3

Hit rate @ 20

42.66

Molecule retrieval from MS/MS spectrum

MassSpecGym

DeepSets + Fourier features

https://arxiv.org/abs/2410.23326v3

Hit rate @ 1

5.24

Molecule retrieval from MS/MS spectrum

MassSpecGym

DeepSets + Fourier features

https://arxiv.org/abs/2410.23326v3

Hit rate @ 5

12.58

Molecule retrieval from MS/MS spectrum

MassSpecGym

DeepSets + Fourier features

https://arxiv.org/abs/2410.23326v3

Hit rate @ 20

28.21

Molecule retrieval from MS/MS spectrum

MassSpecGym

DeepSets + Fourier features

https://arxiv.org/abs/2410.23326v3

MCES @ 1

22.13

Molecule retrieval from MS/MS spectrum

MassSpecGym

Fingerprint FFN

https://arxiv.org/abs/2410.23326v3

Hit rate @ 1

2.54

Molecule retrieval from MS/MS spectrum

MassSpecGym

Fingerprint FFN

https://arxiv.org/abs/2410.23326v3

Hit rate @ 5

7.59

Molecule retrieval from MS/MS spectrum

MassSpecGym

Fingerprint FFN

https://arxiv.org/abs/2410.23326v3

Hit rate @ 20

20.00

Molecule retrieval from MS/MS spectrum

MassSpecGym

Fingerprint FFN

https://arxiv.org/abs/2410.23326v3

MCES @ 1

24.66

Molecule retrieval from MS/MS spectrum

MassSpecGym

DeepSets

https://arxiv.org/abs/2410.23326v3

Hit rate @ 1

1.47

Molecule retrieval from MS/MS spectrum

MassSpecGym

DeepSets

https://arxiv.org/abs/2410.23326v3

Hit rate @ 5

6.21

Molecule retrieval from MS/MS spectrum

MassSpecGym

DeepSets

https://arxiv.org/abs/2410.23326v3

Hit rate @ 20

19.23

Molecule retrieval from MS/MS spectrum

MassSpecGym

DeepSets

https://arxiv.org/abs/2410.23326v3

MCES @ 1

25.11

Molecule retrieval from MS/MS spectrum

MassSpecGym

Random

https://arxiv.org/abs/2410.23326v3

Hit rate @ 1

0.37

Molecule retrieval from MS/MS spectrum

MassSpecGym

Random

https://arxiv.org/abs/2410.23326v3

Hit rate @ 5

2.01

Molecule retrieval from MS/MS spectrum

MassSpecGym

Random

https://arxiv.org/abs/2410.23326v3

Hit rate @ 20

8.22

Molecule retrieval from MS/MS spectrum

MassSpecGym

Random

https://arxiv.org/abs/2410.23326v3

MCES @ 1

30.81

MS/MS spectrum simulation

MassSpecGym

FraGNNet

https://arxiv.org/abs/2410.23326v3

Cosine Similarity

0.52

MS/MS spectrum simulation

MassSpecGym

FraGNNet

https://arxiv.org/abs/2410.23326v3

Jensen-Shannon Similarity

0.47

MS/MS spectrum simulation

MassSpecGym

FraGNNet

https://arxiv.org/abs/2410.23326v3

Hit Rate @ 1

46.64

MS/MS spectrum simulation

MassSpecGym

FraGNNet

https://arxiv.org/abs/2410.23326v3

Hit Rate @ 5

72.56

MS/MS spectrum simulation

MassSpecGym

FraGNNet

https://arxiv.org/abs/2410.23326v3

Hit Rate @ 20

83.58

MS/MS spectrum simulation

MassSpecGym

FFN Fingerprint

https://arxiv.org/abs/2410.23326v3

Cosine Similarity

0.25

MS/MS spectrum simulation

MassSpecGym

FFN Fingerprint

https://arxiv.org/abs/2410.23326v3

Jensen-Shannon Similarity

0.24

MS/MS spectrum simulation

MassSpecGym

FFN Fingerprint

https://arxiv.org/abs/2410.23326v3

Hit Rate @ 1

8.44

MS/MS spectrum simulation

MassSpecGym

FFN Fingerprint

https://arxiv.org/abs/2410.23326v3

Hit Rate @ 5

21.43

MS/MS spectrum simulation

MassSpecGym

FFN Fingerprint

https://arxiv.org/abs/2410.23326v3

Hit Rate @ 20

38.57

MS/MS spectrum simulation

MassSpecGym

GNN

https://arxiv.org/abs/2410.23326v3

Cosine Similarity

0.19

MS/MS spectrum simulation

MassSpecGym

GNN

https://arxiv.org/abs/2410.23326v3

Jensen-Shannon Similarity

0.20

MS/MS spectrum simulation

MassSpecGym

GNN

https://arxiv.org/abs/2410.23326v3

Hit Rate @ 1

3.95

MS/MS spectrum simulation

MassSpecGym

GNN

https://arxiv.org/abs/2410.23326v3

Hit Rate @ 5

11.92

MS/MS spectrum simulation

MassSpecGym

GNN

https://arxiv.org/abs/2410.23326v3

Hit Rate @ 20

26.27

MS/MS spectrum simulation

MassSpecGym

Precursor m/z

https://arxiv.org/abs/2410.23326v3

Cosine Similarity

0.15

MS/MS spectrum simulation

MassSpecGym

Precursor m/z

https://arxiv.org/abs/2410.23326v3

Jensen-Shannon Similarity

0.15

MS/MS spectrum simulation

MassSpecGym

Precursor m/z

https://arxiv.org/abs/2410.23326v3

Hit Rate @ 1

0.38

MS/MS spectrum simulation

MassSpecGym

Precursor m/z

https://arxiv.org/abs/2410.23326v3

Hit Rate @ 5

1.72

MS/MS spectrum simulation

MassSpecGym

Precursor m/z

https://arxiv.org/abs/2410.23326v3

Hit Rate @ 20

7.17

De novo molecule generation from MS/MS spectrum (bonus chemical formulae)

MassSpecGym

DiffMS

https://arxiv.org/abs/2502.09571v2

Top-1 Accuracy

2.3

De novo molecule generation from MS/MS spectrum (bonus chemical formulae)

MassSpecGym

DiffMS

https://arxiv.org/abs/2502.09571v2

Top-1 MCES

18.45

De novo molecule generation from MS/MS spectrum (bonus chemical formulae)

MassSpecGym

DiffMS

https://arxiv.org/abs/2502.09571v2

Top-1 Tanimoto

0.28

De novo molecule generation from MS/MS spectrum (bonus chemical formulae)

MassSpecGym

DiffMS

https://arxiv.org/abs/2502.09571v2

Top-10 Accuracy

4.25

De novo molecule generation from MS/MS spectrum (bonus chemical formulae)

MassSpecGym

DiffMS

https://arxiv.org/abs/2502.09571v2

Top-10 MCES

14.73

De novo molecule generation from MS/MS spectrum (bonus chemical formulae)

MassSpecGym

DiffMS

https://arxiv.org/abs/2502.09571v2

Top-10 Tanimoto

0.39

De novo molecule generation from MS/MS spectrum (bonus chemical formulae)

MassSpecGym

Madgen

https://arxiv.org/abs/2501.01950v3

Top-1 Accuracy

1.31

De novo molecule generation from MS/MS spectrum (bonus chemical formulae)

MassSpecGym

Madgen

https://arxiv.org/abs/2501.01950v3

Top-1 MCES

27.47

De novo molecule generation from MS/MS spectrum (bonus chemical formulae)

MassSpecGym

Madgen

https://arxiv.org/abs/2501.01950v3

Top-1 Tanimoto

0.20

De novo molecule generation from MS/MS spectrum (bonus chemical formulae)

MassSpecGym

Madgen

https://arxiv.org/abs/2501.01950v3

Top-10 Accuracy

1.54

De novo molecule generation from MS/MS spectrum (bonus chemical formulae)

MassSpecGym

Madgen

https://arxiv.org/abs/2501.01950v3

Top-10 MCES

16.84

De novo molecule generation from MS/MS spectrum (bonus chemical formulae)

MassSpecGym

Madgen

https://arxiv.org/abs/2501.01950v3

Top-10 Tanimoto

0.26