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metadata
tags:
  - mteb
model-index:
  - name: Zhihui_LLM_Embedding
    results:
      - task:
          type: Retrieval
        dataset:
          type: C-MTEB/CmedqaRetrieval
          name: MTEB CmedqaRetrieval
          config: default
          split: dev
          revision: None
        metrics:
          - type: map_at_1
            value: 28.925
          - type: map_at_10
            value: 41.91
          - type: map_at_100
            value: 43.711
          - type: map_at_1000
            value: 43.817
          - type: map_at_3
            value: 37.771
          - type: map_at_5
            value: 39.963
          - type: mrr_at_1
            value: 43.211
          - type: mrr_at_10
            value: 51.162
          - type: mrr_at_100
            value: 52.077
          - type: mrr_at_1000
            value: 52.114000000000004
          - type: mrr_at_3
            value: 48.862
          - type: mrr_at_5
            value: 50.051
          - type: ndcg_at_1
            value: 43.211
          - type: ndcg_at_10
            value: 48.556
          - type: ndcg_at_100
            value: 55.479
          - type: ndcg_at_1000
            value: 57.223
          - type: ndcg_at_3
            value: 43.534
          - type: ndcg_at_5
            value: 45.338
          - type: precision_at_1
            value: 43.211
          - type: precision_at_10
            value: 10.473
          - type: precision_at_100
            value: 1.6179999999999999
          - type: precision_at_1000
            value: 0.184
          - type: precision_at_3
            value: 24.298000000000002
          - type: precision_at_5
            value: 17.124
          - type: recall_at_1
            value: 28.925
          - type: recall_at_10
            value: 59.03699999999999
          - type: recall_at_100
            value: 87.56
          - type: recall_at_1000
            value: 99.035
          - type: recall_at_3
            value: 43.376
          - type: recall_at_5
            value: 49.527
      - task:
          type: Retrieval
        dataset:
          type: C-MTEB/CovidRetrieval
          name: MTEB CovidRetrieval
          config: default
          split: dev
          revision: None
        metrics:
          - type: map_at_1
            value: 72.418
          - type: map_at_10
            value: 80.291
          - type: map_at_100
            value: 80.542
          - type: map_at_1000
            value: 80.54299999999999
          - type: map_at_3
            value: 78.723
          - type: map_at_5
            value: 79.569
          - type: mrr_at_1
            value: 72.603
          - type: mrr_at_10
            value: 80.345
          - type: mrr_at_100
            value: 80.586
          - type: mrr_at_1000
            value: 80.58800000000001
          - type: mrr_at_3
            value: 78.837
          - type: mrr_at_5
            value: 79.696
          - type: ndcg_at_1
            value: 72.603
          - type: ndcg_at_10
            value: 83.86099999999999
          - type: ndcg_at_100
            value: 84.916
          - type: ndcg_at_1000
            value: 84.978
          - type: ndcg_at_3
            value: 80.692
          - type: ndcg_at_5
            value: 82.184
          - type: precision_at_1
            value: 72.603
          - type: precision_at_10
            value: 9.589
          - type: precision_at_100
            value: 1.005
          - type: precision_at_1000
            value: 0.101
          - type: precision_at_3
            value: 28.908
          - type: precision_at_5
            value: 18.102999999999998
          - type: recall_at_1
            value: 72.418
          - type: recall_at_10
            value: 94.889
          - type: recall_at_100
            value: 99.473
          - type: recall_at_1000
            value: 100
          - type: recall_at_3
            value: 86.222
          - type: recall_at_5
            value: 89.779
      - task:
          type: Retrieval
        dataset:
          type: C-MTEB/DuRetrieval
          name: MTEB DuRetrieval
          config: default
          split: dev
          revision: None
        metrics:
          - type: map_at_1
            value: 28.301
          - type: map_at_10
            value: 85.844
          - type: map_at_100
            value: 88.431
          - type: map_at_1000
            value: 88.44999999999999
          - type: map_at_3
            value: 60.143
          - type: map_at_5
            value: 75.848
          - type: mrr_at_1
            value: 94.1
          - type: mrr_at_10
            value: 96.133
          - type: mrr_at_100
            value: 96.16
          - type: mrr_at_1000
            value: 96.162
          - type: mrr_at_3
            value: 95.958
          - type: mrr_at_5
            value: 96.086
          - type: ndcg_at_1
            value: 94.1
          - type: ndcg_at_10
            value: 91.74
          - type: ndcg_at_100
            value: 93.723
          - type: ndcg_at_1000
            value: 93.89999999999999
          - type: ndcg_at_3
            value: 90.867
          - type: ndcg_at_5
            value: 90.098
          - type: precision_at_1
            value: 94.1
          - type: precision_at_10
            value: 43.245
          - type: precision_at_100
            value: 4.87
          - type: precision_at_1000
            value: 0.49100000000000005
          - type: precision_at_3
            value: 80.783
          - type: precision_at_5
            value: 68.42
          - type: recall_at_1
            value: 28.301
          - type: recall_at_10
            value: 92.167
          - type: recall_at_100
            value: 98.819
          - type: recall_at_1000
            value: 99.802
          - type: recall_at_3
            value: 61.894000000000005
          - type: recall_at_5
            value: 79.417
      - task:
          type: Retrieval
        dataset:
          type: C-MTEB/EcomRetrieval
          name: MTEB EcomRetrieval
          config: default
          split: dev
          revision: None
        metrics:
          - type: map_at_1
            value: 58.3
          - type: map_at_10
            value: 67.394
          - type: map_at_100
            value: 67.892
          - type: map_at_1000
            value: 67.902
          - type: map_at_3
            value: 64.983
          - type: map_at_5
            value: 66.52799999999999
          - type: mrr_at_1
            value: 58.3
          - type: mrr_at_10
            value: 67.394
          - type: mrr_at_100
            value: 67.892
          - type: mrr_at_1000
            value: 67.902
          - type: mrr_at_3
            value: 64.983
          - type: mrr_at_5
            value: 66.52799999999999
          - type: ndcg_at_1
            value: 58.3
          - type: ndcg_at_10
            value: 72.04899999999999
          - type: ndcg_at_100
            value: 74.22800000000001
          - type: ndcg_at_1000
            value: 74.44
          - type: ndcg_at_3
            value: 67.194
          - type: ndcg_at_5
            value: 69.987
          - type: precision_at_1
            value: 58.3
          - type: precision_at_10
            value: 8.67
          - type: precision_at_100
            value: 0.964
          - type: precision_at_1000
            value: 0.098
          - type: precision_at_3
            value: 24.532999999999998
          - type: precision_at_5
            value: 16.08
          - type: recall_at_1
            value: 58.3
          - type: recall_at_10
            value: 86.7
          - type: recall_at_100
            value: 96.39999999999999
          - type: recall_at_1000
            value: 98
          - type: recall_at_3
            value: 73.6
          - type: recall_at_5
            value: 80.4
      - task:
          type: Retrieval
        dataset:
          type: C-MTEB/MMarcoRetrieval
          name: MTEB MMarcoRetrieval
          config: default
          split: dev
          revision: None
        metrics:
          - type: map_at_1
            value: 72.82600000000001
          - type: map_at_10
            value: 81.514
          - type: map_at_100
            value: 81.761
          - type: map_at_1000
            value: 81.766
          - type: map_at_3
            value: 79.92
          - type: map_at_5
            value: 80.96900000000001
          - type: mrr_at_1
            value: 75.18599999999999
          - type: mrr_at_10
            value: 81.934
          - type: mrr_at_100
            value: 82.146
          - type: mrr_at_1000
            value: 82.15
          - type: mrr_at_3
            value: 80.559
          - type: mrr_at_5
            value: 81.458
          - type: ndcg_at_1
            value: 75.18599999999999
          - type: ndcg_at_10
            value: 84.736
          - type: ndcg_at_100
            value: 85.748
          - type: ndcg_at_1000
            value: 85.879
          - type: ndcg_at_3
            value: 81.756
          - type: ndcg_at_5
            value: 83.50800000000001
          - type: precision_at_1
            value: 75.18599999999999
          - type: precision_at_10
            value: 10.016
          - type: precision_at_100
            value: 1.05
          - type: precision_at_1000
            value: 0.106
          - type: precision_at_3
            value: 30.477999999999998
          - type: precision_at_5
            value: 19.221
          - type: recall_at_1
            value: 72.82600000000001
          - type: recall_at_10
            value: 94.191
          - type: recall_at_100
            value: 98.573
          - type: recall_at_1000
            value: 99.577
          - type: recall_at_3
            value: 86.373
          - type: recall_at_5
            value: 90.518
      - task:
          type: Retrieval
        dataset:
          type: C-MTEB/MedicalRetrieval
          name: MTEB MedicalRetrieval
          config: default
          split: dev
          revision: None
        metrics:
          - type: map_at_1
            value: 56.39999999999999
          - type: map_at_10
            value: 62.503
          - type: map_at_100
            value: 63.047
          - type: map_at_1000
            value: 63.092000000000006
          - type: map_at_3
            value: 61.233000000000004
          - type: map_at_5
            value: 61.858000000000004
          - type: mrr_at_1
            value: 56.49999999999999
          - type: mrr_at_10
            value: 62.553000000000004
          - type: mrr_at_100
            value: 63.097
          - type: mrr_at_1000
            value: 63.141999999999996
          - type: mrr_at_3
            value: 61.283
          - type: mrr_at_5
            value: 61.907999999999994
          - type: ndcg_at_1
            value: 56.39999999999999
          - type: ndcg_at_10
            value: 65.446
          - type: ndcg_at_100
            value: 68.32000000000001
          - type: ndcg_at_1000
            value: 69.53099999999999
          - type: ndcg_at_3
            value: 62.769
          - type: ndcg_at_5
            value: 63.909000000000006
          - type: precision_at_1
            value: 56.39999999999999
          - type: precision_at_10
            value: 7.470000000000001
          - type: precision_at_100
            value: 0.886
          - type: precision_at_1000
            value: 0.098
          - type: precision_at_3
            value: 22.400000000000002
          - type: precision_at_5
            value: 14.000000000000002
          - type: recall_at_1
            value: 56.39999999999999
          - type: recall_at_10
            value: 74.7
          - type: recall_at_100
            value: 88.6
          - type: recall_at_1000
            value: 98.2
          - type: recall_at_3
            value: 67.2
          - type: recall_at_5
            value: 70
      - task:
          type: Retrieval
        dataset:
          type: C-MTEB/T2Retrieval
          name: MTEB T2Retrieval
          config: default
          split: dev
          revision: None
        metrics:
          - type: map_at_1
            value: 28.516000000000002
          - type: map_at_10
            value: 81.082
          - type: map_at_100
            value: 84.612
          - type: map_at_1000
            value: 84.652
          - type: map_at_3
            value: 56.665
          - type: map_at_5
            value: 69.867
          - type: mrr_at_1
            value: 91.702
          - type: mrr_at_10
            value: 93.96600000000001
          - type: mrr_at_100
            value: 94.038
          - type: mrr_at_1000
            value: 94.039
          - type: mrr_at_3
            value: 93.593
          - type: mrr_at_5
            value: 93.82300000000001
          - type: ndcg_at_1
            value: 91.702
          - type: ndcg_at_10
            value: 87.847
          - type: ndcg_at_100
            value: 90.914
          - type: ndcg_at_1000
            value: 91.292
          - type: ndcg_at_3
            value: 88.47699999999999
          - type: ndcg_at_5
            value: 87.491
          - type: precision_at_1
            value: 91.702
          - type: precision_at_10
            value: 43.619
          - type: precision_at_100
            value: 5.096
          - type: precision_at_1000
            value: 0.518
          - type: precision_at_3
            value: 77.23400000000001
          - type: precision_at_5
            value: 65.044
          - type: recall_at_1
            value: 28.516000000000002
          - type: recall_at_10
            value: 87.176
          - type: recall_at_100
            value: 97.237
          - type: recall_at_1000
            value: 99.17099999999999
          - type: recall_at_3
            value: 58.217
          - type: recall_at_5
            value: 73.028
      - task:
          type: Retrieval
        dataset:
          type: C-MTEB/VideoRetrieval
          name: MTEB VideoRetrieval
          config: default
          split: dev
          revision: None
        metrics:
          - type: map_at_1
            value: 67.10000000000001
          - type: map_at_10
            value: 75.541
          - type: map_at_100
            value: 75.884
          - type: map_at_1000
            value: 75.889
          - type: map_at_3
            value: 73.967
          - type: map_at_5
            value: 74.98700000000001
          - type: mrr_at_1
            value: 67.10000000000001
          - type: mrr_at_10
            value: 75.541
          - type: mrr_at_100
            value: 75.884
          - type: mrr_at_1000
            value: 75.889
          - type: mrr_at_3
            value: 73.967
          - type: mrr_at_5
            value: 74.98700000000001
          - type: ndcg_at_1
            value: 67.10000000000001
          - type: ndcg_at_10
            value: 79.322
          - type: ndcg_at_100
            value: 80.948
          - type: ndcg_at_1000
            value: 81.092
          - type: ndcg_at_3
            value: 76.16199999999999
          - type: ndcg_at_5
            value: 78.008
          - type: precision_at_1
            value: 67.10000000000001
          - type: precision_at_10
            value: 9.1
          - type: precision_at_100
            value: 0.985
          - type: precision_at_1000
            value: 0.1
          - type: precision_at_3
            value: 27.500000000000004
          - type: precision_at_5
            value: 17.4
          - type: recall_at_1
            value: 67.10000000000001
          - type: recall_at_10
            value: 91
          - type: recall_at_100
            value: 98.5
          - type: recall_at_1000
            value: 99.6
          - type: recall_at_3
            value: 82.5
          - type: recall_at_5
            value: 87
license: apache-2.0
language:
  - zh

Zhihui_LLM_Embedding

More technical details will be updated later.