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Models/FM

FM

Reported on 11 benchmarks across 3 tasks · 3 papers · 2 SOTA

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

Medical5 results

  • Image GenerationonImageNet 32x32
    bpd· 2022-10-06
    3.53
    best: 3.34 (NFDM)
    SOTA
    Flow Matching for Generative ModelingarXiv:2210.02747
  • Image GenerationonImageNet 64x64
    Bits per dim· 2022-10-06
    3.31
    best: 4.351 (Logsparse (6 layers))
    Flow Matching for Generative ModelingarXiv:2210.02747
  • Image GenerationonImageNet 64x64
    FID· 2022-10-06
    14.45
    best: 0.92 (SIMS)
    Flow Matching for Generative ModelingarXiv:2210.02747
  • Image GenerationonImageNet 32x32
    FID· 2022-10-06
    5.02
    best: 0.79 (PaGoDA)
    Flow Matching for Generative ModelingarXiv:2210.02747
  • Image GenerationonCIFAR-10
    FID· 2022-10-06
    6.35
    best: 1.22 (GMem)
    Flow Matching for Generative ModelingarXiv:2210.02747

Natural Language Processing5 results

  • Explanation GenerationonCLEVR-X
    Acc· 2022-04-05
    80.3
    SOTA
    CLEVR-X: A Visual Reasoning Dataset for Natural Language ExplanationsarXiv:2204.02380
  • Explanation GenerationonCLEVR-X
    B4· 2022-04-05
    78.8
    best: 87.4 (PJ-X)
    CLEVR-X: A Visual Reasoning Dataset for Natural Language ExplanationsarXiv:2204.02380
  • Explanation GenerationonCLEVR-X
    C· 2022-04-05
    566.8
    best: 639.8 (PJ-X)
    CLEVR-X: A Visual Reasoning Dataset for Natural Language ExplanationsarXiv:2204.02380
  • Explanation GenerationonCLEVR-X
    M· 2022-04-05
    52.5
    best: 58.9 (PJ-X)
    CLEVR-X: A Visual Reasoning Dataset for Natural Language ExplanationsarXiv:2204.02380
  • Explanation GenerationonCLEVR-X
    RL· 2022-04-05
    85.8
    best: 93.4 (PJ-X)
    CLEVR-X: A Visual Reasoning Dataset for Natural Language ExplanationsarXiv:2204.02380

Miscellaneous1 result

  • General KnowledgeonMovieLens 1M
    NDCG· 2022-04-24
    0.32
    best: 0.33 (BPR)
    Post Processing Recommender Systems with Knowledge Graphs for Recency, Popularity, and Diversity of ExplanationsarXiv:2204.11241