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multilingual-e5-large

Feature Extraction
sentence-transformers
PyTorch
ONNX
Safetensors
OpenVINO
xlm-roberta
mteb
Sentence Transformers
sentence-similarity
Eval Results (legacy)
Eval Results
text-embeddings-inference
Model card Files
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robgreenberg3 intfloat commited on
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Duplicate from intfloat/multilingual-e5-large

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Co-authored-by: Liang Wang <intfloat@users.noreply.huggingface.co>

Files changed (44) hide show
  1. .eval_results/ArguAna.yaml +20 -0
  2. .eval_results/BrightAopsRetrieval.yaml +22 -0
  3. .eval_results/BrightBiologyLongRetrieval.yaml +22 -0
  4. .eval_results/BrightBiologyRetrieval.yaml +22 -0
  5. .eval_results/BrightEarthScienceLongRetrieval.yaml +22 -0
  6. .eval_results/BrightEarthScienceRetrieval.yaml +22 -0
  7. .eval_results/BrightEconomicsLongRetrieval.yaml +22 -0
  8. .eval_results/BrightEconomicsRetrieval.yaml +22 -0
  9. .eval_results/BrightLeetcodeRetrieval.yaml +22 -0
  10. .eval_results/BrightPonyLongRetrieval.yaml +22 -0
  11. .eval_results/BrightPonyRetrieval.yaml +22 -0
  12. .eval_results/BrightPsychologyLongRetrieval.yaml +22 -0
  13. .eval_results/BrightPsychologyRetrieval.yaml +22 -0
  14. .eval_results/BrightRoboticsLongRetrieval.yaml +22 -0
  15. .eval_results/BrightRoboticsRetrieval.yaml +22 -0
  16. .eval_results/BrightStackoverflowLongRetrieval.yaml +22 -0
  17. .eval_results/BrightStackoverflowRetrieval.yaml +22 -0
  18. .eval_results/BrightSustainableLivingLongRetrieval.yaml +22 -0
  19. .eval_results/BrightSustainableLivingRetrieval.yaml +22 -0
  20. .eval_results/BrightTheoremQAQuestionsRetrieval.yaml +22 -0
  21. .eval_results/BrightTheoremQATheoremsRetrieval.yaml +22 -0
  22. .gitattributes +37 -0
  23. 1_Pooling/config.json +7 -0
  24. README.md +0 -0
  25. config.json +28 -0
  26. model.safetensors +3 -0
  27. modules.json +20 -0
  28. onnx/config.json +27 -0
  29. onnx/model.onnx +3 -0
  30. onnx/model.onnx_data +3 -0
  31. onnx/model_O4.onnx +3 -0
  32. onnx/model_qint8_avx512_vnni.onnx +3 -0
  33. onnx/sentencepiece.bpe.model +3 -0
  34. onnx/special_tokens_map.json +15 -0
  35. onnx/tokenizer.json +3 -0
  36. onnx/tokenizer_config.json +19 -0
  37. openvino/openvino_model.bin +3 -0
  38. openvino/openvino_model.xml +0 -0
  39. pytorch_model.bin +3 -0
  40. sentence_bert_config.json +4 -0
  41. sentencepiece.bpe.model +3 -0
  42. special_tokens_map.json +15 -0
  43. tokenizer.json +3 -0
  44. tokenizer_config.json +19 -0
.eval_results/ArguAna.yaml ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/arguana
3
+ task_id: ArguAna_default_test
4
+ revision: c22ab2a51041ffd869aaddef7af8d8215647e41a
5
+ value: 54.357
6
+ notes: Obtained using MTEB v1.36.26
7
+ source:
8
+ url: https://github.com/embeddings-benchmark/mteb/
9
+ name: Obtained using MTEB v1.36.26
10
+ user: mteb
11
+ - dataset:
12
+ id: mteb/arguana
13
+ task_id: ArguAna
14
+ revision: c22ab2a51041ffd869aaddef7af8d8215647e41a
15
+ value: 54.357
16
+ notes: Obtained using MTEB v1.36.26
17
+ source:
18
+ url: https://github.com/embeddings-benchmark/mteb/
19
+ name: Obtained using MTEB v1.36.26
20
+ user: mteb
.eval_results/BrightAopsRetrieval.yaml ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/BRIGHT
3
+ task_id: BrightAopsRetrieval_default_standard
4
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
5
+ value: 7.217
6
+ date: '2026-03-31'
7
+ notes: Obtained using MTEB v2.10.12
8
+ source:
9
+ url: https://github.com/embeddings-benchmark/mteb/
10
+ name: Obtained using MTEB v2.10.12
11
+ user: mteb
12
+ - dataset:
13
+ id: mteb/BRIGHT
14
+ task_id: BrightAopsRetrieval
15
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
16
+ value: 7.217
17
+ date: '2026-03-31'
18
+ notes: Obtained using MTEB v2.10.12
19
+ source:
20
+ url: https://github.com/embeddings-benchmark/mteb/
21
+ name: Obtained using MTEB v2.10.12
22
+ user: mteb
.eval_results/BrightBiologyLongRetrieval.yaml ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/BRIGHT
3
+ task_id: BrightBiologyLongRetrieval_default_long
4
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
5
+ value: 1.942
6
+ date: '2026-03-31'
7
+ notes: Obtained using MTEB v2.10.12
8
+ source:
9
+ url: https://github.com/embeddings-benchmark/mteb/
10
+ name: Obtained using MTEB v2.10.12
11
+ user: mteb
12
+ - dataset:
13
+ id: mteb/BRIGHT
14
+ task_id: BrightBiologyLongRetrieval
15
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
16
+ value: 1.942
17
+ date: '2026-03-31'
18
+ notes: Obtained using MTEB v2.10.12
19
+ source:
20
+ url: https://github.com/embeddings-benchmark/mteb/
21
+ name: Obtained using MTEB v2.10.12
22
+ user: mteb
.eval_results/BrightBiologyRetrieval.yaml ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/BRIGHT
3
+ task_id: BrightBiologyRetrieval_default_standard
4
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
5
+ value: 1.736
6
+ date: '2026-03-31'
7
+ notes: Obtained using MTEB v2.10.12
8
+ source:
9
+ url: https://github.com/embeddings-benchmark/mteb/
10
+ name: Obtained using MTEB v2.10.12
11
+ user: mteb
12
+ - dataset:
13
+ id: mteb/BRIGHT
14
+ task_id: BrightBiologyRetrieval
15
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
16
+ value: 1.736
17
+ date: '2026-03-31'
18
+ notes: Obtained using MTEB v2.10.12
19
+ source:
20
+ url: https://github.com/embeddings-benchmark/mteb/
21
+ name: Obtained using MTEB v2.10.12
22
+ user: mteb
.eval_results/BrightEarthScienceLongRetrieval.yaml ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/BRIGHT
3
+ task_id: BrightEarthScienceLongRetrieval_default_long
4
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
5
+ value: 21.552
6
+ date: '2026-03-31'
7
+ notes: Obtained using MTEB v2.10.12
8
+ source:
9
+ url: https://github.com/embeddings-benchmark/mteb/
10
+ name: Obtained using MTEB v2.10.12
11
+ user: mteb
12
+ - dataset:
13
+ id: mteb/BRIGHT
14
+ task_id: BrightEarthScienceLongRetrieval
15
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
16
+ value: 21.552
17
+ date: '2026-03-31'
18
+ notes: Obtained using MTEB v2.10.12
19
+ source:
20
+ url: https://github.com/embeddings-benchmark/mteb/
21
+ name: Obtained using MTEB v2.10.12
22
+ user: mteb
.eval_results/BrightEarthScienceRetrieval.yaml ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/BRIGHT
3
+ task_id: BrightEarthScienceRetrieval_default_standard
4
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
5
+ value: 15.063
6
+ date: '2026-03-31'
7
+ notes: Obtained using MTEB v2.10.12
8
+ source:
9
+ url: https://github.com/embeddings-benchmark/mteb/
10
+ name: Obtained using MTEB v2.10.12
11
+ user: mteb
12
+ - dataset:
13
+ id: mteb/BRIGHT
14
+ task_id: BrightEarthScienceRetrieval
15
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
16
+ value: 15.063
17
+ date: '2026-03-31'
18
+ notes: Obtained using MTEB v2.10.12
19
+ source:
20
+ url: https://github.com/embeddings-benchmark/mteb/
21
+ name: Obtained using MTEB v2.10.12
22
+ user: mteb
.eval_results/BrightEconomicsLongRetrieval.yaml ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/BRIGHT
3
+ task_id: BrightEconomicsLongRetrieval_default_long
4
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
5
+ value: 13.592
6
+ date: '2026-03-31'
7
+ notes: Obtained using MTEB v2.10.12
8
+ source:
9
+ url: https://github.com/embeddings-benchmark/mteb/
10
+ name: Obtained using MTEB v2.10.12
11
+ user: mteb
12
+ - dataset:
13
+ id: mteb/BRIGHT
14
+ task_id: BrightEconomicsLongRetrieval
15
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
16
+ value: 13.592
17
+ date: '2026-03-31'
18
+ notes: Obtained using MTEB v2.10.12
19
+ source:
20
+ url: https://github.com/embeddings-benchmark/mteb/
21
+ name: Obtained using MTEB v2.10.12
22
+ user: mteb
.eval_results/BrightEconomicsRetrieval.yaml ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/BRIGHT
3
+ task_id: BrightEconomicsRetrieval_default_standard
4
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
5
+ value: 7.057
6
+ date: '2026-03-31'
7
+ notes: Obtained using MTEB v2.10.12
8
+ source:
9
+ url: https://github.com/embeddings-benchmark/mteb/
10
+ name: Obtained using MTEB v2.10.12
11
+ user: mteb
12
+ - dataset:
13
+ id: mteb/BRIGHT
14
+ task_id: BrightEconomicsRetrieval
15
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
16
+ value: 7.057
17
+ date: '2026-03-31'
18
+ notes: Obtained using MTEB v2.10.12
19
+ source:
20
+ url: https://github.com/embeddings-benchmark/mteb/
21
+ name: Obtained using MTEB v2.10.12
22
+ user: mteb
.eval_results/BrightLeetcodeRetrieval.yaml ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/BRIGHT
3
+ task_id: BrightLeetcodeRetrieval_default_standard
4
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
5
+ value: 27.872
6
+ date: '2026-03-31'
7
+ notes: Obtained using MTEB v2.10.12
8
+ source:
9
+ url: https://github.com/embeddings-benchmark/mteb/
10
+ name: Obtained using MTEB v2.10.12
11
+ user: mteb
12
+ - dataset:
13
+ id: mteb/BRIGHT
14
+ task_id: BrightLeetcodeRetrieval
15
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
16
+ value: 27.872
17
+ date: '2026-03-31'
18
+ notes: Obtained using MTEB v2.10.12
19
+ source:
20
+ url: https://github.com/embeddings-benchmark/mteb/
21
+ name: Obtained using MTEB v2.10.12
22
+ user: mteb
.eval_results/BrightPonyLongRetrieval.yaml ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/BRIGHT
3
+ task_id: BrightPonyLongRetrieval_default_long
4
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
5
+ value: 2.344
6
+ date: '2026-03-31'
7
+ notes: Obtained using MTEB v2.10.12
8
+ source:
9
+ url: https://github.com/embeddings-benchmark/mteb/
10
+ name: Obtained using MTEB v2.10.12
11
+ user: mteb
12
+ - dataset:
13
+ id: mteb/BRIGHT
14
+ task_id: BrightPonyLongRetrieval
15
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
16
+ value: 2.344
17
+ date: '2026-03-31'
18
+ notes: Obtained using MTEB v2.10.12
19
+ source:
20
+ url: https://github.com/embeddings-benchmark/mteb/
21
+ name: Obtained using MTEB v2.10.12
22
+ user: mteb
.eval_results/BrightPonyRetrieval.yaml ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/BRIGHT
3
+ task_id: BrightPonyRetrieval_default_standard
4
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
5
+ value: 13.022
6
+ date: '2026-03-31'
7
+ notes: Obtained using MTEB v2.10.12
8
+ source:
9
+ url: https://github.com/embeddings-benchmark/mteb/
10
+ name: Obtained using MTEB v2.10.12
11
+ user: mteb
12
+ - dataset:
13
+ id: mteb/BRIGHT
14
+ task_id: BrightPonyRetrieval
15
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
16
+ value: 13.022
17
+ date: '2026-03-31'
18
+ notes: Obtained using MTEB v2.10.12
19
+ source:
20
+ url: https://github.com/embeddings-benchmark/mteb/
21
+ name: Obtained using MTEB v2.10.12
22
+ user: mteb
.eval_results/BrightPsychologyLongRetrieval.yaml ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/BRIGHT
3
+ task_id: BrightPsychologyLongRetrieval_default_long
4
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
5
+ value: 5.941
6
+ date: '2026-03-31'
7
+ notes: Obtained using MTEB v2.10.12
8
+ source:
9
+ url: https://github.com/embeddings-benchmark/mteb/
10
+ name: Obtained using MTEB v2.10.12
11
+ user: mteb
12
+ - dataset:
13
+ id: mteb/BRIGHT
14
+ task_id: BrightPsychologyLongRetrieval
15
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
16
+ value: 5.941
17
+ date: '2026-03-31'
18
+ notes: Obtained using MTEB v2.10.12
19
+ source:
20
+ url: https://github.com/embeddings-benchmark/mteb/
21
+ name: Obtained using MTEB v2.10.12
22
+ user: mteb
.eval_results/BrightPsychologyRetrieval.yaml ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/BRIGHT
3
+ task_id: BrightPsychologyRetrieval_default_standard
4
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
5
+ value: 8.789
6
+ date: '2026-03-31'
7
+ notes: Obtained using MTEB v2.10.12
8
+ source:
9
+ url: https://github.com/embeddings-benchmark/mteb/
10
+ name: Obtained using MTEB v2.10.12
11
+ user: mteb
12
+ - dataset:
13
+ id: mteb/BRIGHT
14
+ task_id: BrightPsychologyRetrieval
15
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
16
+ value: 8.789
17
+ date: '2026-03-31'
18
+ notes: Obtained using MTEB v2.10.12
19
+ source:
20
+ url: https://github.com/embeddings-benchmark/mteb/
21
+ name: Obtained using MTEB v2.10.12
22
+ user: mteb
.eval_results/BrightRoboticsLongRetrieval.yaml ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/BRIGHT
3
+ task_id: BrightRoboticsLongRetrieval_default_long
4
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
5
+ value: 7.921
6
+ date: '2026-03-31'
7
+ notes: Obtained using MTEB v2.10.12
8
+ source:
9
+ url: https://github.com/embeddings-benchmark/mteb/
10
+ name: Obtained using MTEB v2.10.12
11
+ user: mteb
12
+ - dataset:
13
+ id: mteb/BRIGHT
14
+ task_id: BrightRoboticsLongRetrieval
15
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
16
+ value: 7.921
17
+ date: '2026-03-31'
18
+ notes: Obtained using MTEB v2.10.12
19
+ source:
20
+ url: https://github.com/embeddings-benchmark/mteb/
21
+ name: Obtained using MTEB v2.10.12
22
+ user: mteb
.eval_results/BrightRoboticsRetrieval.yaml ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/BRIGHT
3
+ task_id: BrightRoboticsRetrieval_default_standard
4
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
5
+ value: 11.119
6
+ date: '2026-03-31'
7
+ notes: Obtained using MTEB v2.10.12
8
+ source:
9
+ url: https://github.com/embeddings-benchmark/mteb/
10
+ name: Obtained using MTEB v2.10.12
11
+ user: mteb
12
+ - dataset:
13
+ id: mteb/BRIGHT
14
+ task_id: BrightRoboticsRetrieval
15
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
16
+ value: 11.119
17
+ date: '2026-03-31'
18
+ notes: Obtained using MTEB v2.10.12
19
+ source:
20
+ url: https://github.com/embeddings-benchmark/mteb/
21
+ name: Obtained using MTEB v2.10.12
22
+ user: mteb
.eval_results/BrightStackoverflowLongRetrieval.yaml ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/BRIGHT
3
+ task_id: BrightStackoverflowLongRetrieval_default_long
4
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
5
+ value: 15.812
6
+ date: '2026-03-31'
7
+ notes: Obtained using MTEB v2.10.12
8
+ source:
9
+ url: https://github.com/embeddings-benchmark/mteb/
10
+ name: Obtained using MTEB v2.10.12
11
+ user: mteb
12
+ - dataset:
13
+ id: mteb/BRIGHT
14
+ task_id: BrightStackoverflowLongRetrieval
15
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
16
+ value: 15.812
17
+ date: '2026-03-31'
18
+ notes: Obtained using MTEB v2.10.12
19
+ source:
20
+ url: https://github.com/embeddings-benchmark/mteb/
21
+ name: Obtained using MTEB v2.10.12
22
+ user: mteb
.eval_results/BrightStackoverflowRetrieval.yaml ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ - dataset:
2
+ id: mteb/BRIGHT
3
+ task_id: BrightStackoverflowRetrieval_default_standard
4
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
5
+ value: 6.941
6
+ date: '2026-03-31'
7
+ notes: Obtained using MTEB v2.10.12
8
+ source:
9
+ url: https://github.com/embeddings-benchmark/mteb/
10
+ name: Obtained using MTEB v2.10.12
11
+ user: mteb
12
+ - dataset:
13
+ id: mteb/BRIGHT
14
+ task_id: BrightStackoverflowRetrieval
15
+ revision: c26703e6600d97c579ee2985f16cf307db13ed85
16
+ value: 6.941
17
+ date: '2026-03-31'
18
+ notes: Obtained using MTEB v2.10.12
19
+ source:
20
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