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: 29.012
- type: map_at_10
value: 41.998000000000005
- type: map_at_100
value: 43.821
- type: map_at_1000
value: 43.924
- type: map_at_3
value: 37.804
- type: map_at_5
value: 40.025
- type: mrr_at_1
value: 43.536
- type: mrr_at_10
value: 51.413
- type: mrr_at_100
value: 52.329
- type: mrr_at_1000
value: 52.366
- type: mrr_at_3
value: 49.058
- type: mrr_at_5
value: 50.291
- type: ndcg_at_1
value: 43.536
- type: ndcg_at_10
value: 48.693
- type: ndcg_at_100
value: 55.644000000000005
- type: ndcg_at_1000
value: 57.354000000000006
- type: ndcg_at_3
value: 43.627
- type: ndcg_at_5
value: 45.462
- type: precision_at_1
value: 43.536
- type: precision_at_10
value: 10.552999999999999
- type: precision_at_100
value: 1.624
- type: precision_at_1000
value: 0.184
- type: precision_at_3
value: 24.314
- type: precision_at_5
value: 17.299
- type: recall_at_1
value: 29.012
- type: recall_at_10
value: 59.123000000000005
- type: recall_at_100
value: 87.783
- type: recall_at_1000
value: 99.078
- type: recall_at_3
value: 43.474000000000004
- type: recall_at_5
value: 49.557
- task:
type: Retrieval
dataset:
type: C-MTEB/CovidRetrieval
name: MTEB CovidRetrieval
config: default
split: dev
revision: None
metrics:
- type: map_at_1
value: 73.235
- type: map_at_10
value: 80.87100000000001
- type: map_at_100
value: 81.10300000000001
- type: map_at_1000
value: 81.105
- type: map_at_3
value: 79.171
- type: map_at_5
value: 80.163
- type: mrr_at_1
value: 73.235
- type: mrr_at_10
value: 80.80000000000001
- type: mrr_at_100
value: 81.024
- type: mrr_at_1000
value: 81.026
- type: mrr_at_3
value: 79.15299999999999
- type: mrr_at_5
value: 80.133
- type: ndcg_at_1
value: 73.34
- type: ndcg_at_10
value: 84.387
- type: ndcg_at_100
value: 85.348
- type: ndcg_at_1000
value: 85.411
- type: ndcg_at_3
value: 80.97
- type: ndcg_at_5
value: 82.757
- type: precision_at_1
value: 73.34
- type: precision_at_10
value: 9.631
- type: precision_at_100
value: 1.005
- type: precision_at_1000
value: 0.101
- type: precision_at_3
value: 28.837000000000003
- type: precision_at_5
value: 18.209
- type: recall_at_1
value: 73.235
- type: recall_at_10
value: 95.311
- type: recall_at_100
value: 99.473
- type: recall_at_1000
value: 100
- type: recall_at_3
value: 86.091
- type: recall_at_5
value: 90.411
- task:
type: Retrieval
dataset:
type: C-MTEB/DuRetrieval
name: MTEB DuRetrieval
config: default
split: dev
revision: None
metrics:
- type: map_at_1
value: 28.059
- type: map_at_10
value: 85.309
- type: map_at_100
value: 87.926
- type: map_at_1000
value: 87.945
- type: map_at_3
value: 59.862
- type: map_at_5
value: 75.345
- type: mrr_at_1
value: 93.30000000000001
- type: mrr_at_10
value: 95.624
- type: mrr_at_100
value: 95.647
- type: mrr_at_1000
value: 95.649
- type: mrr_at_3
value: 95.42500000000001
- type: mrr_at_5
value: 95.572
- type: ndcg_at_1
value: 93.30000000000001
- type: ndcg_at_10
value: 91.338
- type: ndcg_at_100
value: 93.38
- type: ndcg_at_1000
value: 93.57
- type: ndcg_at_3
value: 90.512
- type: ndcg_at_5
value: 89.617
- type: precision_at_1
value: 93.30000000000001
- type: precision_at_10
value: 43.169999999999995
- type: precision_at_100
value: 4.868
- type: precision_at_1000
value: 0.49100000000000005
- type: precision_at_3
value: 80.7
- type: precision_at_5
value: 68.12
- type: recall_at_1
value: 28.059
- type: recall_at_10
value: 91.949
- type: recall_at_100
value: 98.777
- type: recall_at_1000
value: 99.816
- type: recall_at_3
value: 61.699000000000005
- type: recall_at_5
value: 79.134
- task:
type: Retrieval
dataset:
type: C-MTEB/EcomRetrieval
name: MTEB EcomRetrieval
config: default
split: dev
revision: None
metrics:
- type: map_at_1
value: 57.599999999999994
- type: map_at_10
value: 67.169
- type: map_at_100
value: 67.654
- type: map_at_1000
value: 67.663
- type: map_at_3
value: 64.833
- type: map_at_5
value: 66.298
- type: mrr_at_1
value: 57.599999999999994
- type: mrr_at_10
value: 67.169
- type: mrr_at_100
value: 67.654
- type: mrr_at_1000
value: 67.663
- type: mrr_at_3
value: 64.833
- type: mrr_at_5
value: 66.298
- type: ndcg_at_1
value: 57.599999999999994
- type: ndcg_at_10
value: 71.95899999999999
- type: ndcg_at_100
value: 74.092
- type: ndcg_at_1000
value: 74.323
- type: ndcg_at_3
value: 67.212
- type: ndcg_at_5
value: 69.892
- type: precision_at_1
value: 57.599999999999994
- type: precision_at_10
value: 8.7
- type: precision_at_100
value: 0.9650000000000001
- type: precision_at_1000
value: 0.098
- type: precision_at_3
value: 24.7
- type: precision_at_5
value: 16.14
- type: recall_at_1
value: 57.599999999999994
- type: recall_at_10
value: 87
- type: recall_at_100
value: 96.5
- type: recall_at_1000
value: 98.3
- type: recall_at_3
value: 74.1
- type: recall_at_5
value: 80.7
- task:
type: Retrieval
dataset:
type: C-MTEB/MMarcoRetrieval
name: MTEB MMarcoRetrieval
config: default
split: dev
revision: None
metrics:
- type: map_at_1
value: 72.858
- type: map_at_10
value: 81.559
- type: map_at_100
value: 81.808
- type: map_at_1000
value: 81.813
- type: map_at_3
value: 80.018
- type: map_at_5
value: 81.04299999999999
- type: mrr_at_1
value: 75.27199999999999
- type: mrr_at_10
value: 81.989
- type: mrr_at_100
value: 82.202
- type: mrr_at_1000
value: 82.206
- type: mrr_at_3
value: 80.647
- type: mrr_at_5
value: 81.53399999999999
- type: ndcg_at_1
value: 75.27199999999999
- type: ndcg_at_10
value: 84.772
- type: ndcg_at_100
value: 85.79599999999999
- type: ndcg_at_1000
value: 85.925
- type: ndcg_at_3
value: 81.884
- type: ndcg_at_5
value: 83.60300000000001
- type: precision_at_1
value: 75.27199999999999
- type: precision_at_10
value: 10.017
- type: precision_at_100
value: 1.051
- type: precision_at_1000
value: 0.106
- type: precision_at_3
value: 30.578
- type: precision_at_5
value: 19.261
- type: recall_at_1
value: 72.858
- type: recall_at_10
value: 94.197
- type: recall_at_100
value: 98.634
- type: recall_at_1000
value: 99.63499999999999
- type: recall_at_3
value: 86.6
- type: recall_at_5
value: 90.692
- task:
type: Retrieval
dataset:
type: C-MTEB/MedicalRetrieval
name: MTEB MedicalRetrieval
config: default
split: dev
revision: None
metrics:
- type: map_at_1
value: 56.2
- type: map_at_10
value: 62.198
- type: map_at_100
value: 62.794000000000004
- type: map_at_1000
value: 62.829
- type: map_at_3
value: 60.699999999999996
- type: map_at_5
value: 61.660000000000004
- type: mrr_at_1
value: 56.49999999999999
- type: mrr_at_10
value: 62.348000000000006
- type: mrr_at_100
value: 62.944
- type: mrr_at_1000
value: 62.979
- type: mrr_at_3
value: 60.85
- type: mrr_at_5
value: 61.809999999999995
- type: ndcg_at_1
value: 56.2
- type: ndcg_at_10
value: 65.19200000000001
- type: ndcg_at_100
value: 68.341
- type: ndcg_at_1000
value: 69.392
- type: ndcg_at_3
value: 62.163999999999994
- type: ndcg_at_5
value: 63.894
- type: precision_at_1
value: 56.2
- type: precision_at_10
value: 7.46
- type: precision_at_100
value: 0.899
- type: precision_at_1000
value: 0.098
- type: precision_at_3
value: 22.133
- type: precision_at_5
value: 14.12
- type: recall_at_1
value: 56.2
- type: recall_at_10
value: 74.6
- type: recall_at_100
value: 89.9
- type: recall_at_1000
value: 98.4
- type: recall_at_3
value: 66.4
- type: recall_at_5
value: 70.6
- task:
type: Retrieval
dataset:
type: C-MTEB/T2Retrieval
name: MTEB T2Retrieval
config: default
split: dev
revision: None
metrics:
- type: map_at_1
value: 28.79
- type: map_at_10
value: 81.687
- type: map_at_100
value: 85.19200000000001
- type: map_at_1000
value: 85.232
- type: map_at_3
value: 57.145999999999994
- type: map_at_5
value: 70.491
- type: mrr_at_1
value: 92.21000000000001
- type: mrr_at_10
value: 94.303
- type: mrr_at_100
value: 94.368
- type: mrr_at_1000
value: 94.37
- type: mrr_at_3
value: 93.94500000000001
- type: mrr_at_5
value: 94.175
- type: ndcg_at_1
value: 92.21000000000001
- type: ndcg_at_10
value: 88.29599999999999
- type: ndcg_at_100
value: 91.268
- type: ndcg_at_1000
value: 91.645
- type: ndcg_at_3
value: 89.031
- type: ndcg_at_5
value: 88.075
- type: precision_at_1
value: 92.21000000000001
- type: precision_at_10
value: 43.775
- type: precision_at_100
value: 5.097
- type: precision_at_1000
value: 0.518
- type: precision_at_3
value: 77.708
- type: precision_at_5
value: 65.473
- type: recall_at_1
value: 28.79
- type: recall_at_10
value: 87.457
- type: recall_at_100
value: 97.21499999999999
- type: recall_at_1000
value: 99.14
- type: recall_at_3
value: 58.606
- type: recall_at_5
value: 73.52300000000001
- task:
type: Retrieval
dataset:
type: C-MTEB/VideoRetrieval
name: MTEB VideoRetrieval
config: default
split: dev
revision: None
metrics:
- type: map_at_1
value: 67
- type: map_at_10
value: 75.44999999999999
- type: map_at_100
value: 75.771
- type: map_at_1000
value: 75.776
- type: map_at_3
value: 73.867
- type: map_at_5
value: 74.837
- type: mrr_at_1
value: 67
- type: mrr_at_10
value: 75.44999999999999
- type: mrr_at_100
value: 75.771
- type: mrr_at_1000
value: 75.776
- type: mrr_at_3
value: 73.867
- type: mrr_at_5
value: 74.837
- type: ndcg_at_1
value: 67
- type: ndcg_at_10
value: 79.313
- type: ndcg_at_100
value: 80.894
- type: ndcg_at_1000
value: 80.989
- type: ndcg_at_3
value: 76.08500000000001
- type: ndcg_at_5
value: 77.845
- type: precision_at_1
value: 67
- type: precision_at_10
value: 9.13
- type: precision_at_100
value: 0.987
- type: precision_at_1000
value: 0.099
- type: precision_at_3
value: 27.500000000000004
- type: precision_at_5
value: 17.36
- type: recall_at_1
value: 67
- type: recall_at_10
value: 91.3
- type: recall_at_100
value: 98.7
- type: recall_at_1000
value: 99.4
- type: recall_at_3
value: 82.5
- type: recall_at_5
value: 86.8
license: apache-2.0
language:
- zh
library_name: transformers
Zhihui_LLM_Embedding
More technical details will be updated later.