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ModelOutput SelectionSAIoU
Syntax InductionSegmentationSeg.Representation (continuous/discrete)
Right-BranchingVG-HuBERT+MBR100.546
Right-BranchingDPDP0.478
AV-NSLVG-HuBERT+MBR10VG-HuBERT1o (continuous)MBR0.516
AV-NSLVG-HuBERT+MBR10VG-HuBERT10,11,12 (continuous)MBR0.521
AV-cPCFGVG-HuBERT+MBR10VG-HuBERT1o+4k km (discrete)last ckpt.0.499
AV-cPCFGVG-HuBERT+MBR10VG-HuBERT1o+8k km (discrete)last ckpt.0.481
DPDP-cPCFGDPDPHuBERT2+2k km (discrete)last ckpt.0.465
DPDP-cPCFGDPDPHuBERT1o+2k km (discrete)last ckpt.0.426
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MethodInsertionOut. Sel.#Sel. Cand.PrecisionRecallF1
DPDP (Kamper,2022)supervised17.379.0011.85
VG-HuBERT (Peng & Harwath,2022b)supervised36.1927.2231.07
Improved VG-HuBERT (Ours)supervised34.3429.8531.94
MBR40533.8334.3734.10
√MBR (2iter)405→1033.3134.9034.09
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ModelSegmentationSeg. Representationtree targetOutput SelectionSAIoU
trainvaltest
s-BeneparVG-HuBERT+MBR10HuBERT2AV-NSLAV-NSLoraclelast ckpt.0.538
s-BeneparVG-HuBERT+MBR10HuBERT6AV-NSLAV-NSLoraclelast ckpt.0.538
s-BeneparVG-HuBERT+MBR10HuBERT2,4,6.8,10,12AV-NSLAV-NSLoracleMBR0.536
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ModelF1Constituent Recall
NPVPPPADJP
VG-NSL (Shi et al.,2019)50.479.626.242.022.0
VG-NSL + HI53.374.632.566.521.7
VG-NSL + HI+ FastText54.478.824.465.622.0
oracle AV-NSL55.655.568.166.622.1
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ModelOutput SelectionF1
Syntax InductionSeg.Representation
Random32.77
Left-Branching24.56
Right-Branching VG-NSLSupervised57.39 53.11
word embeddings
oracle AV-NSLlog-Mel spectrogramSupervised42.01
oracle AV-NSLHuBERT2Supervised55.51
oracle AV-NSLHuBERT2MBR54.99
oracle AV-NSLHuBERT2,4,6,8,10,12,24MBR55.96
oracle AV-NSL →s-BeneparHuBERT2MBR57.24
oracle AV-NSL →s-BeneparHuBERT12MBR57.33
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ModelVisualF1
Syntax InductionSeg.Repre.
oracle AV-NSLHuBERT10ResNet10150.50
uniform AV-NSLHuBERT10ResNet10136.62
oracle AV-NSLHuBERT255.71
DINO
oracle AV-NSLHuBERT2random31.23
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ModelOutput SelectionSAIoU
Syntax InductionSegmentationSeg.Representation (continuous/discrete)
Right-BranchingVG-HuBERT+MBR100.546
Right-BranchingDPDP0.478
AV-NSLVG-HuBERT+MBR10VG-HuBERT1o (continuous)MBR0.516
AV-NSLVG-HuBERT+MBR10VG-HuBERT11 (continuous)MBR0.498
AV-NSLVG-HuBERT+MBR10VG-HuBERT12 (continuous)MBR0.492
AV-NSLVG-HuBERT+MBR10VG-HuBERT10,11,12 (continuous)MBR0.521
AV-cPCFGVG-HuBERT+MBR10VG-HuBERT1o+1k km (discrete)last ckpt.0.454
AV-cPCFGVG-HuBERT+MBR10VG-HuBERT1o+2k km (discrete)last ckpt.0.444
AV-cPCFGVG-HuBERT+MBR10VG-HuBERT1o+4k km (discrete)last ckpt.0.499
AV-cPCFGVG-HuBERT+MBR10VG-HuBERT1o+8k km (discrete)last ckpt.0.481
AV-cPCFGVG-HuBERT+MBR10VG-HuBERT1o+12k km (discrete)last ckpt.0.473
AV-cPCFGVG-HuBERT+MBR10VG-HuBERT1o+16k km (discrete)last ckpt.0.471
AV-cPCFGVG-HuBERT+MBR10VG-HuBERT1o+20k km (discrete)last ckpt.0.454
DPDP-cPCFGDPDPHuBERT2+1k km (discrete)last ckpt.0.434
DPDP-cPCFGDPDPHuBERT2+2k km (discrete)last ckpt.0.465
DPDP-cPCFGDPDPHuBERT2+4k km (discrete)last ckpt.0.444
DPDP-cPCFGDPDPHuBERT2+8k km (discrete)last ckpt.0.387
DPDP-cPCFGDPDPHuBERT2+12k km (discrete)last ckpt.0.447
DPDP-cPCFGDPDPHuBERT2+16k km (discrete)last ckpt.0.360
DPDP-cPCFGDPDPHuBERT1o+1k km (discrete)last ckpt.0.403
DPDP-cPCFGDPDPHuBERT1o+2k km (discrete)last ckpt.0.426
DPDP-cPCFGDPDPHuBERT1o+4k km (discrete)last ckpt.0.415
DPDP-cPCFGDPDPHuBERT1o+8k km (discrete)last ckpt.0.367
DPDP-cPCFGDPDPHuBERT1o+12k km (discrete)last ckpt.0.415
DPDP-cPCFGDPDPHuBERT1o+16k km (discrete)last ckpt.0.414
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ModelSegmentationSeg.Representationtree targetOutput SelectionSAIoU
trainvaltest
s-BeneparVG-HuBERT+MBR10HuBERT2AV-NSLAV-NSLoraclelast ckpt.0.538
s-BeneparVG-HuBERT+MBR10HuBERT4AV-NSLAV-NSLoraclelast ckpt.0.536
s-BeneparVG-HuBERT+MBR10HuBERT6AV-NSLAV-NSLoraclelast ckpt.0.538
s-BeneparVG-HuBERT+MBR10HuBERT8AV-NSLAV-NSLoraclelast ckpt.0.532
s-BeneparVG-HuBERT+MBR10HuBERT10AV-NSLAV-NSLoraclelast ckpt.0.537
s-BeneparVG-HuBERT+MBR10HuBERT12AV-NSLAV-NSLoraclelast ckpt.0.536
s-BeneparVG-HuBERT+MBR10HuBERT2,4,6,8,10,12AV-NSLAV-NSLoracleMBR0.536
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ModelOutput SelectionF1
Syntax InductionSegmentationSeg.Representation
Randomoracle32.77
Left-Branchingoracle24.56
Right-Branchingoracle57.39
VG-NSLword embeddingsSupervised53.11
AV-NSLoraclelog-Mel spectrogramSupervised42.01
AV-NSLoracleHuBERT2Supervised55.51
AV-NSLoracleHuBERT-L2454.63
Supervised
AV-NSLoracleHuBERT2MBR54.99
AV-NSLoracleHuBERT4MBR53.25
AV-NSLoracleHuBERT6MBR53.46
AV-NSLoracleHuBERT8MBR53.14
AV-NSLoracleHuBERT10MBR36.67
AV-NSLoracleHuBERT12MBR48.51
AV-NSLoracleHuBERT-L24MBR54.39
AV-NSLoracleHuBERT2,4,6,8,10,12MBR55.56
AV-NSLoracleHuBERT2,4,6,8,10,12,24MBR55.96
AV-NSL →s-BeneparoracleHuBERT2MBR57.24
AV-NSL→s-BeneparoracleHuBERT4MBR57.08
AV-NSL→s-BeneparoracleHuBERT6MBR56.81
AV-NSL →s-BeneparoracleHuBERT8MBR56.94
AV-NSL→s-BeneparoracleHuBERT10MBR57.16
AV-NSL →s-BeneparoracleHuBERT12MBR57.33
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ModelF1Constituent Recall
NPVPPPADJP
VG-NSL (Shi et al.,2019)50.479.626.242.022.0
VG-NSL + HI53.374.632.566.521.7
VG-NSL +HI+FastText54.478.824.465.622.0
AV-NSL (oracle seg.+ HuBERT2)55.655.568.166.622.1
AV-NSL (oracle seg.+HuBERT4)53.757.456.861.321.3
AV-NSL (oracle seg.+HuBERT6)53.959.455.459.321.2
AV-NSL (oracle seg.+HuBERT8)53.956.058.064.922.5
AV-NSL (oracle seg.+HuBERT10)50.655.848.157.020.5
AV-NSL (oracle seg. + HuBERT12)49.062.534.445.017.4
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ModelVisual EmbeddingF1
Syntax InductionSegmentationSeg.Representation
AV-NSLoracleHuBERT2ResNet10155.51
AV-NSLuniformHuBERT2ResNet10148.97
AV-NSLoracleHuBERT10ResNet10150.50
AV-NSLuniformHuBERT10ResNet10136.62
AV-NSLoracleHuBERT2DINO55.71
AV-NSLoracleHuBERT2random31.23
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