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Models/ReFinED

ReFinED

Reported on 21 benchmarks across 3 tasks · 1 paper · 12 SOTA

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

Natural Language Processing21 results

  • Entity LinkingonMSNBC
    Micro-F1 strong· uses extra data· 2022-07-08
    71.8
    best: 73.6 (FusionED)
    SOTA
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity LinkingonOKE-2016
    Micro-F1· uses extra data· 2022-07-08
    59.5
    SOTA
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity LinkingonOKE-2016
    Micro-F1 strong· uses extra data· 2022-07-08
    59.1
    SOTA
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity LinkingonKORE50
    Micro-F1· uses extra data· 2022-07-08
    65.9
    best: 72.8 (ReLiK-Large)
    SOTA
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity LinkingonKORE50
    Micro-F1 strong· uses extra data· 2022-07-08
    64.7
    best: 65.1 (FusionED)
    SOTA
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity LinkingonDerczynski
    Micro-F1 strong· uses extra data· 2022-07-08
    50.7
    best: 56.8 (FusionED)
    SOTA
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity LinkingonN3-Reuters-128
    Micro-F1· uses extra data· 2022-07-08
    58.1
    SOTA
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity LinkingonN3-Reuters-128
    Micro-F1 strong· uses extra data· 2022-07-08
    58.1
    SOTA
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity LinkingonOKE-2015
    Micro-F1 strong· uses extra data· 2022-07-08
    64.4
    SOTA
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity LinkingonWebQSP-WD
    F1· uses extra data· 2022-07-08
    89.1
    SOTA
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity TypingonAIDA-CoNLL
    Micro-F1· uses extra data· 2022-07-08
    84
    SOTA
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity DisambiguationonWNED-CWEB
    Micro-F1· uses extra data· 2022-07-08
    79.4
    SOTA
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity LinkingonMSNBC
    Micro-F1· uses extra data· 2022-07-08
    71.8
    best: 83.4 (Kannan Ravi et al. (2021))
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity LinkingonAIDA-CoNLL
    Micro-F1 strong· uses extra data· 2022-07-08
    84
    best: 88.6 (SpEL-large (2023))
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity LinkingonDerczynski
    Micro-F1· uses extra data· 2022-07-08
    50.7
    best: 56.3 (ReLiK-Large)
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity LinkingonOKE-2015
    Micro-F1· uses extra data· 2022-07-08
    65
    best: 66.9 (E2E)
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity DisambiguationonMSNBC
    Micro-F1· uses extra data· 2022-07-08
    94.4
    best: 96.3 (confidence-order)
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity DisambiguationonWNED-WIKI
    Micro-F1· uses extra data· 2022-07-08
    88.7
    best: 90.4 (KBED)
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity DisambiguationonAIDA-CoNLL
    In-KB Accuracy· uses extra data· 2022-07-08
    93.9
    best: 95 (confidence-order)
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity DisambiguationonACE2004
    Micro-F1· uses extra data· 2022-07-08
    91.6
    best: 93.4 (KBED)
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108
  • Entity DisambiguationonAQUAINT
    Micro-F1· uses extra data· 2022-07-08
    91.8
    best: 93.5 (confidence-order)
    ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity LinkingarXiv:2207.04108