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Machine Translation on IWSLT

35.56BLEUPenumbral
-1.33928.240417.8227.3996Jun 1, 2023Sep 30, 2023Jan 29, 2024May 29, 2024Sep 27, 2024Jan 26, 2025May 28, 2025

Evaluation results

MethodLinks
Penumbral2023.0635.56—
Umbral2023.0635.07—
Laplacian Kernel2023.0634.68—
Model Default2023.0634.56—
Dot Product2023.0634.56—
dH Hyperboloid2023.0633.8—
NeoDiffModel type=H, Beam size=102025.0533.14—
dH Hn xi2023.0632.54—
NeoDiffModel type=H, Beam size=12025.0532.39—
DifformerModel type=C, Beam size=102025.0532.09—
DifformerModel type=C, Beam size=12025.0530.94—
AR-DiffusionModel type=AR, Beam size=102025.0530.64—
SeqDiffuSeqModel type=C, Beam size=102025.0530.03—
SeqDiffuSeqModel type=C, Beam size=12025.0528.65—
AbsorbingModel type=D, Beam size=52025.0528.32—
AR-DiffusionModel type=AR, Beam size=12025.0526.78—
MultinomialModel type=D, Beam size=52025.0521.28—
GPT-4oThreshold=0.152024.060.322.66
GPT-4oThreshold=0.202024.060.323.08
Mistral-Nemo 12BThreshold=0.152024.060.272.87
Mistral-Nemo 12BThreshold=0.202024.060.273.4
Llama-3 8BThreshold=0.152024.060.243.4
Llama-3 8BThreshold=0.202024.060.233.92
Mistral 7BThreshold=0.152024.060.223.52
Mistral 7BThreshold=0.202024.060.224.14
Gemma-2 9BThreshold=0.152024.060.214.4
Claude 3.5 SonnetThreshold=0.152024.060.24.63
Claude 3.5 SonnetThreshold=0.202024.060.24.87
Gemma-2 9BThreshold=0.202024.060.24.75
Gemma 7BThreshold=0.202024.060.095.84
Gemma 7BThreshold=0.152024.060.085.39
Gemma 7BFramework=Adaptive HPF, Threshold=0.152024.06—6.5947
Gemma 7BFramework=Adaptive HPF, Threshold=0.202024.06—6.6605
Llama-3 8BFramework=Adaptive HPF, Threshold=0.152024.06—6.2006
Llama-3 8BFramework=Adaptive HPF, Threshold=0.202024.06—6.2841
Mistral 7BFramework=Adaptive HPF, Threshold=0.152024.06—6.2478
Mistral 7BFramework=Adaptive HPF, Threshold=0.202024.06—6.4604
Phi-3 3.8BFramework=Adaptive HPF, Threshold=0.152024.06—6.3955
Phi-3 3.8BFramework=Adaptive HPF, Threshold=0.202024.06—6.4936