BAAI/BGE Reranker v2 M3 vs Jina Reranker v2 Base Multilingual
Detailed comparison between BAAI/BGE Reranker v2 M3 and Jina Reranker v2 Base Multilingual. See which reranker best meets your accuracy and performance needs.
Model Comparison
Jina Reranker v2 Base Multilingual takes the lead.
Both BAAI/BGE Reranker v2 M3 and Jina Reranker v2 Base Multilingual are powerful reranking models designed to improve retrieval quality in RAG applications. However, their performance characteristics differ in important ways.
Why Jina Reranker v2 Base Multilingual:
- Jina Reranker v2 Base Multilingual is 1636ms faster on average
Overview
Key metrics
ELO Rating
Overall ranking quality
BAAI/BGE Reranker v2 M3
Jina Reranker v2 Base Multilingual
Win Rate
Head-to-head performance
BAAI/BGE Reranker v2 M3
Jina Reranker v2 Base Multilingual
Accuracy (nDCG@10)
Ranking quality metric
BAAI/BGE Reranker v2 M3
Jina Reranker v2 Base Multilingual
Average Latency
Response time
BAAI/BGE Reranker v2 M3
Jina Reranker v2 Base Multilingual
Visual Performance Analysis
Performance
ELO Rating Comparison
Win/Loss/Tie Breakdown
Accuracy Across Datasets (nDCG@10)
Latency Distribution (ms)
Breakdown
How the models stack up
| Metric | BAAI/BGE Reranker v2 M3 | Jina Reranker v2 Base Multilingual | Description |
|---|---|---|---|
| Overall Performance | |||
| ELO Rating | 1314 | 1306 | Overall ranking quality based on pairwise comparisons |
| Win Rate | 28.8% | 28.5% | Percentage of comparisons won against other models |
| Pricing & Availability | |||
| Price per 1M tokens | $0.020 | $0.045 | Cost per million tokens processed |
| Release Date | 2023-09-15 | 2024-06-25 | Model release date |
| Accuracy Metrics | |||
| Avg nDCG@10 | 0.201 | 0.193 | Normalized discounted cumulative gain at position 10 |
| Performance Metrics | |||
| Avg Latency | 2383ms | 746ms | Average response time across all datasets |
Dataset Performance
By field
Comprehensive comparison of accuracy metrics (nDCG, Recall) and latency percentiles for each benchmark dataset.
MSMARCO
| Metric | BAAI/BGE Reranker v2 M3 | Jina Reranker v2 Base Multilingual | Description |
|---|---|---|---|
| Accuracy Metrics | |||
| nDCG@5 | 0.592 | 0.499 | Ranking quality at top 5 results |
| nDCG@10 | 0.605 | 0.539 | Ranking quality at top 10 results |
| Recall@5 | 0.740 | 0.680 | % of relevant docs in top 5 |
| Recall@10 | 0.780 | 0.800 | % of relevant docs in top 10 |
| Latency Metrics | |||
| Mean | 2207ms | 694ms | Average response time |
| P50 | 825ms | 616ms | 50th percentile (median) |
| P90 | 1247ms | 911ms | 90th percentile |
arguana
| Metric | BAAI/BGE Reranker v2 M3 | Jina Reranker v2 Base Multilingual | Description |
|---|---|---|---|
| Accuracy Metrics | |||
| nDCG@5 | 0.312 | 0.314 | Ranking quality at top 5 results |
| nDCG@10 | 0.386 | 0.374 | Ranking quality at top 10 results |
| Recall@5 | 0.560 | 0.580 | % of relevant docs in top 5 |
| Recall@10 | 0.780 | 0.760 | % of relevant docs in top 10 |
| Latency Metrics | |||
| Mean | 2989ms | 689ms | Average response time |
| P50 | 1658ms | 617ms | 50th percentile (median) |
| P90 | 2279ms | 834ms | 90th percentile |
FiQa
| Metric | BAAI/BGE Reranker v2 M3 | Jina Reranker v2 Base Multilingual | Description |
|---|---|---|---|
| Accuracy Metrics | |||
| nDCG@5 | 0.112 | 0.105 | Ranking quality at top 5 results |
| nDCG@10 | 0.120 | 0.108 | Ranking quality at top 10 results |
| Recall@5 | 0.105 | 0.088 | % of relevant docs in top 5 |
| Recall@10 | 0.130 | 0.093 | % of relevant docs in top 10 |
| Latency Metrics | |||
| Mean | 2529ms | 676ms | Average response time |
| P50 | 1019ms | 626ms | 50th percentile (median) |
| P90 | 1649ms | 837ms | 90th percentile |
business reports
| Metric | BAAI/BGE Reranker v2 M3 | Jina Reranker v2 Base Multilingual | Description |
|---|---|---|---|
| Latency Metrics | |||
| Mean | 2451ms | 690ms | Average response time |
| P50 | 895ms | 620ms | 50th percentile (median) |
| P90 | 1679ms | 824ms | 90th percentile |
PG
| Metric | BAAI/BGE Reranker v2 M3 | Jina Reranker v2 Base Multilingual | Description |
|---|---|---|---|
| Latency Metrics | |||
| Mean | 2034ms | 1059ms | Average response time |
| P50 | 1225ms | 823ms | 50th percentile (median) |
| P90 | 2091ms | 1744ms | 90th percentile |
DBPedia
| Metric | BAAI/BGE Reranker v2 M3 | Jina Reranker v2 Base Multilingual | Description |
|---|---|---|---|
| Accuracy Metrics | |||
| nDCG@5 | 0.096 | 0.128 | Ranking quality at top 5 results |
| nDCG@10 | 0.096 | 0.136 | Ranking quality at top 10 results |
| Recall@5 | 0.003 | 0.004 | % of relevant docs in top 5 |
| Recall@10 | 0.003 | 0.005 | % of relevant docs in top 10 |
| Latency Metrics | |||
| Mean | 2087ms | 671ms | Average response time |
| P50 | 806ms | 614ms | 50th percentile (median) |
| P90 | 1068ms | 825ms | 90th percentile |
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