Zerank 1 vs Zerank 1 Small
Detailed comparison between Zerank 1 and Zerank 1 Small. See which reranker best meets your accuracy and performance needs.
Model Comparison
Zerank 1 takes the lead.
Both Zerank 1 and Zerank 1 Small are powerful reranking models designed to improve retrieval quality in RAG applications. However, their performance characteristics differ in important ways.
Why Zerank 1:
- Zerank 1 has 56 higher ELO rating
- Zerank 1 has a 5.3% higher win rate
Overview
Key metrics
ELO Rating
Overall ranking quality
Zerank 1
Zerank 1 Small
Win Rate
Head-to-head performance
Zerank 1
Zerank 1 Small
Accuracy (nDCG@10)
Ranking quality metric
Zerank 1
Zerank 1 Small
Average Latency
Response time
Zerank 1
Zerank 1 Small
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 | Zerank 1 | Zerank 1 Small | Description |
|---|---|---|---|
| Overall Performance | |||
| ELO Rating | 1605 | 1549 | Overall ranking quality based on pairwise comparisons |
| Win Rate | 63.1% | 57.7% | Percentage of comparisons won against other models |
| Accuracy Metrics | |||
| Avg nDCG@10 | 0.493 | 0.498 | Normalized discounted cumulative gain at position 10 |
| Performance Metrics | |||
| Avg Latency | 1256ms | 1251ms | Average response time across all datasets |
Dataset Performance
By field
Comprehensive comparison of accuracy metrics (nDCG, Recall) and latency percentiles for each benchmark dataset.
BEIR/fiqa
| Metric | Zerank 1 | Zerank 1 Small | Description |
|---|---|---|---|
| Accuracy Metrics | |||
| nDCG@5 | 0.115 | 0.114 | Ranking quality at top 5 results |
| nDCG@10 | 0.121 | 0.124 | Ranking quality at top 10 results |
| Recall@5 | 0.105 | 0.098 | % of relevant docs in top 5 |
| Recall@10 | 0.125 | 0.125 | % of relevant docs in top 10 |
| Latency Metrics | |||
| Mean | 1172ms | 1183ms | Average response time |
| P50 | 1179ms | 1170ms | 50th percentile (median) |
| P90 | 1326ms | 1357ms | 90th percentile |
BEIR/scifact
| Metric | Zerank 1 | Zerank 1 Small | Description |
|---|---|---|---|
| Accuracy Metrics | |||
| nDCG@5 | 0.863 | 0.869 | Ranking quality at top 5 results |
| nDCG@10 | 0.866 | 0.872 | Ranking quality at top 10 results |
| Recall@5 | 0.916 | 0.916 | % of relevant docs in top 5 |
| Recall@10 | 0.920 | 0.920 | % of relevant docs in top 10 |
| Latency Metrics | |||
| Mean | 1358ms | 1345ms | Average response time |
| P50 | 1287ms | 1272ms | 50th percentile (median) |
| P90 | 1571ms | 1552ms | 90th percentile |
PG
| Metric | Zerank 1 | Zerank 1 Small | Description |
|---|---|---|---|
| Accuracy Metrics | |||
| Latency Metrics | |||
| Mean | 1238ms | 1224ms | Average response time |
| P50 | 1217ms | 1187ms | 50th percentile (median) |
| P90 | 1316ms | 1307ms | 90th percentile |
Explore More
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