metadata
quantized_by: bartowski
pipeline_tag: text-generation
language:
- en
- ar
- cs
- de
- es
- fr
- it
- ja
- ko
- nl
- pt
- zh
tags:
- language
- granite
- embeddings
- multilingual
license: apache-2.0
base_model: ibm-granite/granite-embedding-278m-multilingual
model-index:
- name: ibm-granite/granite-embedding-278m-multilingual
results:
- task:
type: Retrieval
dataset:
name: Miracl (en)
type: miracl/mmteb-miracl
config: en
split: dev
metrics:
- type: ndcg_at_1
value: 0.45557
- type: ndcg_at_10
value: 0.49372
- type: ndcg_at_100
value: 0.5728
- type: ndcg_at_1000
value: 0.59187
- type: ndcg_at_20
value: 0.52863
- type: ndcg_at_3
value: 0.43969
- type: ndcg_at_5
value: 0.45551
- type: recall_at_1
value: 0.21785
- type: recall_at_10
value: 0.59513
- type: recall_at_100
value: 0.85785
- type: recall_at_1000
value: 0.96041
- type: recall_at_20
value: 0.69357
- type: recall_at_3
value: 0.40403
- type: recall_at_5
value: 0.48499
- task:
type: Retrieval
dataset:
name: Miracl (ar)
type: miracl/mmteb-miracl
config: ar
split: dev
metrics:
- type: ndcg_at_1
value: 0.57459
- type: ndcg_at_10
value: 0.64238
- type: ndcg_at_100
value: 0.6867
- type: ndcg_at_1000
value: 0.6951
- type: ndcg_at_20
value: 0.66455
- type: ndcg_at_3
value: 0.58162
- type: ndcg_at_5
value: 0.60831
- type: recall_at_1
value: 0.38064
- type: recall_at_10
value: 0.75098
- type: recall_at_100
value: 0.91203
- type: recall_at_1000
value: 0.96706
- type: recall_at_20
value: 0.81978
- type: recall_at_3
value: 0.58618
- type: recall_at_5
value: 0.66353
- task:
type: Retrieval
dataset:
name: Miracl (bn)
type: miracl/mmteb-miracl
config: bn
split: dev
metrics:
- type: ndcg_at_1
value: 0.60341
- type: ndcg_at_10
value: 0.68055
- type: ndcg_at_100
value: 0.72008
- type: ndcg_at_1000
value: 0.72716
- type: ndcg_at_20
value: 0.69914
- type: ndcg_at_3
value: 0.60805
- type: ndcg_at_5
value: 0.64486
- type: recall_at_1
value: 0.37948
- type: recall_at_10
value: 0.80609
- type: recall_at_100
value: 0.94305
- type: recall_at_1000
value: 0.98625
- type: recall_at_20
value: 0.86141
- type: recall_at_3
value: 0.61095
- type: recall_at_5
value: 0.71316
- task:
type: Retrieval
dataset:
name: Miracl (de)
type: miracl/mmteb-miracl
config: de
split: dev
metrics:
- type: ndcg_at_1
value: 0.45574
- type: ndcg_at_10
value: 0.48123
- type: ndcg_at_100
value: 0.56049
- type: ndcg_at_1000
value: 0.57979
- type: ndcg_at_20
value: 0.51785
- type: ndcg_at_3
value: 0.41243
- type: ndcg_at_5
value: 0.4386
- type: recall_at_1
value: 0.20401
- type: recall_at_10
value: 0.58779
- type: recall_at_100
value: 0.8584
- type: recall_at_1000
value: 0.97364
- type: recall_at_20
value: 0.69061
- type: recall_at_3
value: 0.36573
- type: recall_at_5
value: 0.47495
- task:
type: Retrieval
dataset:
name: Miracl (es)
type: miracl/mmteb-miracl
config: es
split: dev
metrics:
- type: ndcg_at_1
value: 0.5571
- type: ndcg_at_10
value: 0.49688
- type: ndcg_at_100
value: 0.60493
- type: ndcg_at_1000
value: 0.62922
- type: ndcg_at_20
value: 0.54438
- type: ndcg_at_3
value: 0.47981
- type: ndcg_at_5
value: 0.46584
- type: recall_at_1
value: 0.1638
- type: recall_at_10
value: 0.54155
- type: recall_at_100
value: 0.85136
- type: recall_at_1000
value: 0.96951
- type: recall_at_20
value: 0.65329
- type: recall_at_3
value: 0.31503
- type: recall_at_5
value: 0.40356
- task:
type: Retrieval
dataset:
name: Miracl (fa)
type: miracl/mmteb-miracl
config: fa
split: dev
metrics:
- type: ndcg_at_1
value: 0.39873
- type: ndcg_at_10
value: 0.50226
- type: ndcg_at_100
value: 0.56517
- type: ndcg_at_1000
value: 0.57967
- type: ndcg_at_20
value: 0.5292
- type: ndcg_at_3
value: 0.42738
- type: ndcg_at_5
value: 0.45843
- type: recall_at_1
value: 0.25369
- type: recall_at_10
value: 0.63776
- type: recall_at_100
value: 0.87686
- type: recall_at_1000
value: 0.9671
- type: recall_at_20
value: 0.72099
- type: recall_at_3
value: 0.43808
- type: recall_at_5
value: 0.52378
- task:
type: Retrieval
dataset:
name: Miracl (fi)
type: miracl/mmteb-miracl
config: fi
split: dev
metrics:
- type: ndcg_at_1
value: 0.60818
- type: ndcg_at_10
value: 0.6746
- type: ndcg_at_100
value: 0.71516
- type: ndcg_at_1000
value: 0.7218
- type: ndcg_at_20
value: 0.69692
- type: ndcg_at_3
value: 0.6006
- type: ndcg_at_5
value: 0.63842
- type: recall_at_1
value: 0.39264
- type: recall_at_10
value: 0.78577
- type: recall_at_100
value: 0.93291
- type: recall_at_1000
value: 0.97493
- type: recall_at_20
value: 0.85435
- type: recall_at_3
value: 0.61055
- type: recall_at_5
value: 0.69774
- task:
type: Retrieval
dataset:
name: Miracl (fr)
type: miracl/mmteb-miracl
config: fr
split: dev
metrics:
- type: ndcg_at_1
value: 0.3965
- type: ndcg_at_10
value: 0.49891
- type: ndcg_at_100
value: 0.56492
- type: ndcg_at_1000
value: 0.57837
- type: ndcg_at_20
value: 0.53163
- type: ndcg_at_3
value: 0.39843
- type: ndcg_at_5
value: 0.44416
- type: recall_at_1
value: 0.22644
- type: recall_at_10
value: 0.65169
- type: recall_at_100
value: 0.89786
- type: recall_at_1000
value: 0.98081
- type: recall_at_20
value: 0.75338
- type: recall_at_3
value: 0.39798
- type: recall_at_5
value: 0.51001
- task:
type: Retrieval
dataset:
name: Miracl (hi)
type: miracl/mmteb-miracl
config: hi
split: dev
metrics:
- type: ndcg_at_1
value: 0.36857
- type: ndcg_at_10
value: 0.46141
- type: ndcg_at_100
value: 0.52565
- type: ndcg_at_1000
value: 0.54319
- type: ndcg_at_20
value: 0.49384
- type: ndcg_at_3
value: 0.39469
- type: ndcg_at_5
value: 0.4184
- type: recall_at_1
value: 0.20185
- type: recall_at_10
value: 0.59474
- type: recall_at_100
value: 0.83385
- type: recall_at_1000
value: 0.94813
- type: recall_at_20
value: 0.69437
- type: recall_at_3
value: 0.38993
- type: recall_at_5
value: 0.47881
- task:
type: Retrieval
dataset:
name: Miracl (id)
type: miracl/mmteb-miracl
config: id
split: dev
metrics:
- type: ndcg_at_1
value: 0.46354
- type: ndcg_at_10
value: 0.47229
- type: ndcg_at_100
value: 0.5525
- type: ndcg_at_1000
value: 0.57648
- type: ndcg_at_20
value: 0.50606
- type: ndcg_at_3
value: 0.42538
- type: ndcg_at_5
value: 0.43717
- type: recall_at_1
value: 0.20787
- type: recall_at_10
value: 0.54771
- type: recall_at_100
value: 0.80689
- type: recall_at_1000
value: 0.94032
- type: recall_at_20
value: 0.63842
- type: recall_at_3
value: 0.36229
- type: recall_at_5
value: 0.44437
- task:
type: Retrieval
dataset:
name: Miracl (ja)
type: miracl/mmteb-miracl
config: ja
split: dev
metrics:
- type: ndcg_at_1
value: 0.56279
- type: ndcg_at_10
value: 0.6281
- type: ndcg_at_100
value: 0.67757
- type: ndcg_at_1000
value: 0.68667
- type: ndcg_at_20
value: 0.6521
- type: ndcg_at_3
value: 0.56226
- type: ndcg_at_5
value: 0.5866
- type: recall_at_1
value: 0.36648
- type: recall_at_10
value: 0.7496
- type: recall_at_100
value: 0.92461
- type: recall_at_1000
value: 0.97827
- type: recall_at_20
value: 0.82326
- type: recall_at_3
value: 0.55845
- type: recall_at_5
value: 0.63854
- task:
type: Retrieval
dataset:
name: Miracl (ko)
type: miracl/mmteb-miracl
config: ko
split: dev
metrics:
- type: ndcg_at_1
value: 0.52582
- type: ndcg_at_10
value: 0.59216
- type: ndcg_at_100
value: 0.65093
- type: ndcg_at_1000
value: 0.66204
- type: ndcg_at_20
value: 0.62427
- type: ndcg_at_3
value: 0.5373
- type: ndcg_at_5
value: 0.55886
- type: recall_at_1
value: 0.30521
- type: recall_at_10
value: 0.71159
- type: recall_at_100
value: 0.90203
- type: recall_at_1000
value: 0.96714
- type: recall_at_20
value: 0.80209
- type: recall_at_3
value: 0.515
- type: recall_at_5
value: 0.6071
- task:
type: Retrieval
dataset:
name: Miracl (ru)
type: miracl/mmteb-miracl
config: ru
split: dev
metrics:
- type: ndcg_at_1
value: 0.47524
- type: ndcg_at_10
value: 0.52349
- type: ndcg_at_100
value: 0.59725
- type: ndcg_at_1000
value: 0.61313
- type: ndcg_at_20
value: 0.55669
- type: ndcg_at_3
value: 0.46812
- type: ndcg_at_5
value: 0.48442
- type: recall_at_1
value: 0.24337
- type: recall_at_10
value: 0.62437
- type: recall_at_100
value: 0.86489
- type: recall_at_1000
value: 0.95266
- type: recall_at_20
value: 0.71411
- type: recall_at_3
value: 0.42927
- type: recall_at_5
value: 0.51258
- task:
type: Retrieval
dataset:
name: Miracl (sw)
type: miracl/mmteb-miracl
config: sw
split: dev
metrics:
- type: ndcg_at_1
value: 0.5166
- type: ndcg_at_10
value: 0.61271
- type: ndcg_at_100
value: 0.66099
- type: ndcg_at_1000
value: 0.66867
- type: ndcg_at_20
value: 0.63643
- type: ndcg_at_3
value: 0.54828
- type: ndcg_at_5
value: 0.57382
- type: recall_at_1
value: 0.35277
- type: recall_at_10
value: 0.74368
- type: recall_at_100
value: 0.92261
- type: recall_at_1000
value: 0.97109
- type: recall_at_20
value: 0.81888
- type: recall_at_3
value: 0.56739
- type: recall_at_5
value: 0.6421
- task:
type: Retrieval
dataset:
name: Miracl (te)
type: miracl/mmteb-miracl
config: te
split: dev
metrics:
- type: ndcg_at_1
value: 0.63768
- type: ndcg_at_10
value: 0.79193
- type: ndcg_at_100
value: 0.80243
- type: ndcg_at_1000
value: 0.80438
- type: ndcg_at_20
value: 0.79549
- type: ndcg_at_3
value: 0.76031
- type: ndcg_at_5
value: 0.77915
- type: recall_at_1
value: 0.63084
- type: recall_at_10
value: 0.92411
- type: recall_at_100
value: 0.97363
- type: recall_at_1000
value: 0.98833
- type: recall_at_20
value: 0.9374
- type: recall_at_3
value: 0.84159
- type: recall_at_5
value: 0.88627
- task:
type: Retrieval
dataset:
name: Miracl (th)
type: miracl/mmteb-miracl
config: th
split: dev
metrics:
- type: ndcg_at_1
value: 0.66712
- type: ndcg_at_10
value: 0.73324
- type: ndcg_at_100
value: 0.76633
- type: ndcg_at_1000
value: 0.77119
- type: ndcg_at_20
value: 0.75243
- type: ndcg_at_3
value: 0.67393
- type: ndcg_at_5
value: 0.70201
- type: recall_at_1
value: 0.47106
- type: recall_at_10
value: 0.84294
- type: recall_at_100
value: 0.95949
- type: recall_at_1000
value: 0.98874
- type: recall_at_20
value: 0.90085
- type: recall_at_3
value: 0.68456
- type: recall_at_5
value: 0.75915
- task:
type: Retrieval
dataset:
name: Miracl (yo)
type: miracl/mmteb-miracl
config: yo
split: dev
metrics:
- type: ndcg_at_1
value: 0.4958
- type: ndcg_at_10
value: 0.68705
- type: ndcg_at_100
value: 0.70664
- type: ndcg_at_1000
value: 0.71197
- type: ndcg_at_20
value: 0.698
- type: ndcg_at_3
value: 0.64793
- type: ndcg_at_5
value: 0.66709
- type: recall_at_1
value: 0.46289
- type: recall_at_10
value: 0.85154
- type: recall_at_100
value: 0.93557
- type: recall_at_1000
value: 0.97479
- type: recall_at_20
value: 0.89076
- type: recall_at_3
value: 0.7507
- type: recall_at_5
value: 0.79202
- task:
type: Retrieval
dataset:
name: Miracl (zh)
type: miracl/mmteb-miracl
config: zh
split: dev
metrics:
- type: ndcg_at_1
value: 0.47583
- type: ndcg_at_10
value: 0.52553
- type: ndcg_at_100
value: 0.6
- type: ndcg_at_1000
value: 0.61415
- type: ndcg_at_20
value: 0.55668
- type: ndcg_at_3
value: 0.45839
- type: ndcg_at_5
value: 0.48127
- type: recall_at_1
value: 0.24488
- type: recall_at_10
value: 0.63659
- type: recall_at_100
value: 0.89702
- type: recall_at_1000
value: 0.97996
- type: recall_at_20
value: 0.72652
- type: recall_at_3
value: 0.42827
- type: recall_at_5
value: 0.52081
💫 Community Model> granite embedding 278m multilingual by Ibm-Granite
👾 LM Studio Community models highlights program. Highlighting new & noteworthy models by the community. Join the conversation on Discord.
Model creator: ibm-granite
Original model: granite-embedding-278m-multilingual
GGUF quantization: provided by bartowski based on llama.cpp release b4341
Technical Details
Embedding model with vector size 768
Max length of 512 tokens
278 million parameters for high quality fast embedding
Supported Languages: English, German, Spanish, French, Japanese, Portuguese, Arabic, Czech, Italian, Korean, Dutch, and Chinese.
Special thanks
🙏 Special thanks to Georgi Gerganov and the whole team working on llama.cpp for making all of this possible.
Disclaimers
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