SAVRN Model Hub · Comparisons
bge-reranker-large vs multilingual-e5-large
Bge-reranker-large has 560M parameters and multilingual-e5-large has 560M parameters; both are released under MIT License; at 16-bit, bge-reranker-large needs about 1.3 GB (1x MI300X from $1.85 an hour) and multilingual-e5-large about 1.3 GB (1x MI300X from $1.85 an hour).
| Field | bge-reranker-large BAAI/bge-reranker-large | multilingual-e5-large intfloat/multilingual-e5-large |
|---|---|---|
| Publisher | Beijing Academy of Artificial Intelligence | Liang Wang |
| Task | Feature extraction | Feature extraction |
| Modality | Text | Text |
| Parameters, as reported | 560M parameters | 560M parameters |
| Architecture | XLMRobertaForSequenceClassification | XLMRobertaModel |
| Library | transformers | sentence-transformers |
| Context length | 514 tokens | 514 tokens |
| Repository size | 6.7 GB | 9.6 GB |
| Artifact formats | safetensors, onnx, pytorch | safetensors, onnx, openvino, pytorch |
| License | mit | mit |
| Access | Open weights, no gate | Open weights, no gate |
| Memory at 16-bit (weights and margin) | 1.3 GB | 1.3 GB |
| Cheapest GPUs at 16-bit, per hour | 1x MI300X, $1.85 | 1x MI300X, $1.85 |
| Memory at 4-bit (weights and margin) | 0.3 GB | 0.3 GB |
| Cheapest GPUs at 4-bit, per hour | 1x MI300X, $1.85 | 1x MI300X, $1.85 |
| Revision viewed | 55611d7bca2a | 3d7cfbdacd47 |
| Downloads reported by the hub | 2.8M | 7.1M |
| Last observed | 2026-09-18 | 2026-09-18 |
An evaluation row appears only where at least two of these models report the same benchmark with the same stated configuration, metric, unit and setup. Different evaluators stay named in each cell. Values are shown as reported: no unit conversion, no ranking.
Other Reported Results
These results are listed for each model on its own, because the conditions needed to compare them are not stated or do not match. Two results that leave a condition blank are not assumed to share it.
bge-reranker-large
| Benchmark | Conditions | Result | Reported by | Revision | Date |
|---|---|---|---|---|---|
| MTEB CMedQAv1 | Configuration defaultTask RerankingMetric mapComparison conditions not established | 81.2721 | BAAI Publisher reported |
Evaluated revision not stated | — |
| MTEB CMedQAv1 | Configuration defaultTask RerankingMetric mrrComparison conditions not established | 84.1424 | BAAI Publisher reported |
Evaluated revision not stated | — |
| MTEB CMedQAv2 | Configuration defaultTask RerankingMetric mapComparison conditions not established | 84.1037 | BAAI Publisher reported |
Evaluated revision not stated | — |
| MTEB CMedQAv2 | Configuration defaultTask RerankingMetric mrrComparison conditions not established | 86.7938 | BAAI Publisher reported |
Evaluated revision not stated | — |
| MTEB MMarcoReranking | Configuration defaultTask RerankingMetric mapComparison conditions not established | 35.4601 | BAAI Publisher reported |
Evaluated revision not stated | — |
| MTEB MMarcoReranking | Configuration defaultTask RerankingMetric mrrComparison conditions not established | 34.6024 | BAAI Publisher reported |
Evaluated revision not stated | — |
| MTEB T2Reranking | Configuration defaultTask RerankingMetric mapComparison conditions not established | 67.2773 | BAAI Publisher reported |
Evaluated revision not stated | — |
| MTEB T2Reranking | Configuration defaultTask RerankingMetric mrrComparison conditions not established | 77.1315 | BAAI Publisher reported |
Evaluated revision not stated | — |
multilingual-e5-large
| Benchmark | Conditions | Result | Reported by | Revision | Date |
|---|---|---|---|---|---|
| mteb/BRIGHT | Task BrightAopsRetrievalMetric BrightAopsRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 7.217 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightAopsRetrieval_default_standardMetric BrightAopsRetrieval_default_standardSetup Obtained using MTEB v2.10.12Comparison conditions not established | 7.217 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightBiologyLongRetrievalMetric BrightBiologyLongRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 1.942 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightBiologyLongRetrieval_default_longMetric BrightBiologyLongRetrieval_default_longSetup Obtained using MTEB v2.10.12Comparison conditions not established | 1.942 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightBiologyRetrievalMetric BrightBiologyRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 1.736 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightBiologyRetrieval_default_standardMetric BrightBiologyRetrieval_default_standardSetup Obtained using MTEB v2.10.12Comparison conditions not established | 1.736 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightEarthScienceLongRetrievalMetric BrightEarthScienceLongRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 21.552 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightEarthScienceLongRetrieval_default_longMetric BrightEarthScienceLongRetrieval_default_longSetup Obtained using MTEB v2.10.12Comparison conditions not established | 21.552 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightEarthScienceRetrievalMetric BrightEarthScienceRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 15.063 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightEarthScienceRetrieval_default_standardMetric BrightEarthScienceRetrieval_default_standardSetup Obtained using MTEB v2.10.12Comparison conditions not established | 15.063 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightEconomicsLongRetrievalMetric BrightEconomicsLongRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 13.592 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightEconomicsLongRetrieval_default_longMetric BrightEconomicsLongRetrieval_default_longSetup Obtained using MTEB v2.10.12Comparison conditions not established | 13.592 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightEconomicsRetrievalMetric BrightEconomicsRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 7.057 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightEconomicsRetrieval_default_standardMetric BrightEconomicsRetrieval_default_standardSetup Obtained using MTEB v2.10.12Comparison conditions not established | 7.057 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightLeetcodeRetrievalMetric BrightLeetcodeRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 27.872 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightLeetcodeRetrieval_default_standardMetric BrightLeetcodeRetrieval_default_standardSetup Obtained using MTEB v2.10.12Comparison conditions not established | 27.872 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightPonyLongRetrievalMetric BrightPonyLongRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 2.344 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightPonyLongRetrieval_default_longMetric BrightPonyLongRetrieval_default_longSetup Obtained using MTEB v2.10.12Comparison conditions not established | 2.344 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightPonyRetrievalMetric BrightPonyRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 13.022 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightPonyRetrieval_default_standardMetric BrightPonyRetrieval_default_standardSetup Obtained using MTEB v2.10.12Comparison conditions not established | 13.022 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightPsychologyLongRetrievalMetric BrightPsychologyLongRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 5.941 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightPsychologyLongRetrieval_default_longMetric BrightPsychologyLongRetrieval_default_longSetup Obtained using MTEB v2.10.12Comparison conditions not established | 5.941 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightPsychologyRetrievalMetric BrightPsychologyRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 8.789 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightPsychologyRetrieval_default_standardMetric BrightPsychologyRetrieval_default_standardSetup Obtained using MTEB v2.10.12Comparison conditions not established | 8.789 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightRoboticsLongRetrievalMetric BrightRoboticsLongRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 7.921 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightRoboticsLongRetrieval_default_longMetric BrightRoboticsLongRetrieval_default_longSetup Obtained using MTEB v2.10.12Comparison conditions not established | 7.921 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightRoboticsRetrievalMetric BrightRoboticsRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 11.119 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightRoboticsRetrieval_default_standardMetric BrightRoboticsRetrieval_default_standardSetup Obtained using MTEB v2.10.12Comparison conditions not established | 11.119 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightStackoverflowLongRetrievalMetric BrightStackoverflowLongRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 15.812 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightStackoverflowLongRetrieval_default_longMetric BrightStackoverflowLongRetrieval_default_longSetup Obtained using MTEB v2.10.12Comparison conditions not established | 15.812 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightStackoverflowRetrievalMetric BrightStackoverflowRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 6.941 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightStackoverflowRetrieval_default_standardMetric BrightStackoverflowRetrieval_default_standardSetup Obtained using MTEB v2.10.12Comparison conditions not established | 6.941 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightSustainableLivingLongRetrievalMetric BrightSustainableLivingLongRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 8.102 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightSustainableLivingLongRetrieval_default_longMetric BrightSustainableLivingLongRetrieval_default_longSetup Obtained using MTEB v2.10.12Comparison conditions not established | 8.102 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightSustainableLivingRetrievalMetric BrightSustainableLivingRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 9.609 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightSustainableLivingRetrieval_default_standardMetric BrightSustainableLivingRetrieval_default_standardSetup Obtained using MTEB v2.10.12Comparison conditions not established | 9.609 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightTheoremQAQuestionsRetrievalMetric BrightTheoremQAQuestionsRetrievalSetup Obtained using MTEB v2.10.12Comparison conditions not established | 12.958 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/BRIGHT | Task BrightTheoremQAQuestionsRetrieval_default_standardMetric BrightTheoremQAQuestionsRetrieval_default_standardSetup Obtained using MTEB v2.10.12Comparison conditions not established | 12.958 | Obtained using MTEB v2.10.12 Reported by a third party |
Evaluated revision not stated | 2026-03-31 |
| mteb/arguana | Task ArguAnaMetric ArguAnaSetup Obtained using MTEB v1.36.26Comparison conditions not established | 54.357 | Obtained using MTEB v1.36.26 Reported by a third party |
Evaluated revision not stated | 2026-04-02 |
| mteb/arguana | Task ArguAna_default_testMetric ArguAna_default_testSetup Obtained using MTEB v1.36.26Comparison conditions not established | 54.357 | Obtained using MTEB v1.36.26 Reported by a third party |
Evaluated revision not stated | 2026-04-02 |
Questions
Which is larger, bge-reranker-large or multilingual-e5-large?
bge-reranker-large (560M parameters) is larger than multilingual-e5-large (560M parameters), by the parameter counts their publishers report.
Which is cheaper to run, bge-reranker-large or multilingual-e5-large?
At 4-bit, bge-reranker-large fits on 1x MI300X from $1.85 an hour and multilingual-e5-large on 1x MI300X from $1.85 an hour, at the lowest on-demand prices the SAVRN Index lists.
Can I use bge-reranker-large commercially?
Yes. bge-reranker-large is released under MIT License. The MIT License is a short permissive license. It permits commercial use, modification and redistribution, provided the copyright notice and permission notice are included.
Can I use multilingual-e5-large commercially?
Yes. multilingual-e5-large is released under MIT License. The MIT License is a short permissive license. It permits commercial use, modification and redistribution, provided the copyright notice and permission notice are included.