Cohere Rerank 3.5 vs Zerank 1
Detailed comparison between Cohere Rerank 3.5 and Zerank 1. See which reranker best meets your accuracy and performance needs.
Model Comparison
Zerank 1 takes the lead.
Both Cohere Rerank 3.5 and Zerank 1 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 122 higher ELO rating
- Zerank 1 is 126ms faster on average
- Zerank 1 has a 16.3% higher win rate
Overview
Key metrics
ELO Rating
Overall ranking quality
Cohere Rerank 3.5
Zerank 1
Win Rate
Head-to-head performance
Cohere Rerank 3.5
Zerank 1
Accuracy (nDCG@10)
Ranking quality metric
Cohere Rerank 3.5
Zerank 1
Average Latency
Response time
Cohere Rerank 3.5
Zerank 1
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 | Cohere Rerank 3.5 | Zerank 1 | Description |
|---|---|---|---|
| Overall Performance | |||
| ELO Rating | 1452 | 1574 | Overall ranking quality based on pairwise comparisons |
| Win Rate | 41.0% | 57.3% | Percentage of comparisons won against other models |
| Pricing & Availability | |||
| Price per 1M tokens | $0.050 | $0.025 | Cost per million tokens processed |
| Release Date | 2024-12-02 | 2025-07-10 | Model release date |
| Accuracy Metrics | |||
| Avg nDCG@10 | 0.200 | 0.192 | Normalized discounted cumulative gain at position 10 |
| Performance Metrics | |||
| Avg Latency | 392ms | 266ms | 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 | Cohere Rerank 3.5 | Zerank 1 | Description |
|---|---|---|---|
| Accuracy Metrics | |||
| nDCG@5 | 0.522 | 0.439 | Ranking quality at top 5 results |
| nDCG@10 | 0.553 | 0.499 | Ranking quality at top 10 results |
| Recall@5 | 0.700 | 0.600 | % of relevant docs in top 5 |
| Recall@10 | 0.800 | 0.780 | % of relevant docs in top 10 |
| Latency Metrics | |||
| Mean | 339ms | 232ms | Average response time |
| P50 | 285ms | 226ms | 50th percentile (median) |
| P90 | 304ms | 245ms | 90th percentile |
arguana
| Metric | Cohere Rerank 3.5 | Zerank 1 | Description |
|---|---|---|---|
| Accuracy Metrics | |||
| nDCG@5 | 0.267 | 0.308 | Ranking quality at top 5 results |
| nDCG@10 | 0.355 | 0.369 | Ranking quality at top 10 results |
| Recall@5 | 0.520 | 0.580 | % of relevant docs in top 5 |
| Recall@10 | 0.800 | 0.760 | % of relevant docs in top 10 |
| Latency Metrics | |||
| Mean | 570ms | 287ms | Average response time |
| P50 | 373ms | 275ms | 50th percentile (median) |
| P90 | 617ms | 332ms | 90th percentile |
FiQa
| Metric | Cohere Rerank 3.5 | Zerank 1 | Description |
|---|---|---|---|
| Accuracy Metrics | |||
| nDCG@5 | 0.124 | 0.115 | Ranking quality at top 5 results |
| nDCG@10 | 0.128 | 0.121 | Ranking quality at top 10 results |
| Recall@5 | 0.123 | 0.105 | % of relevant docs in top 5 |
| Recall@10 | 0.130 | 0.125 | % of relevant docs in top 10 |
| Latency Metrics | |||
| Mean | 364ms | 259ms | Average response time |
| P50 | 315ms | 258ms | 50th percentile (median) |
| P90 | 401ms | 276ms | 90th percentile |
business reports
| Metric | Cohere Rerank 3.5 | Zerank 1 | Description |
|---|---|---|---|
| Latency Metrics | |||
| Mean | 334ms | 289ms | Average response time |
| P50 | 293ms | 272ms | 50th percentile (median) |
| P90 | 503ms | 363ms | 90th percentile |
PG
| Metric | Cohere Rerank 3.5 | Zerank 1 | Description |
|---|---|---|---|
| Latency Metrics | |||
| Mean | 458ms | 293ms | Average response time |
| P50 | 360ms | 279ms | 50th percentile (median) |
| P90 | 615ms | 348ms | 90th percentile |
DBPedia
| Metric | Cohere Rerank 3.5 | Zerank 1 | Description |
|---|---|---|---|
| Accuracy Metrics | |||
| nDCG@5 | 0.156 | 0.145 | Ranking quality at top 5 results |
| nDCG@10 | 0.166 | 0.161 | Ranking quality at top 10 results |
| Recall@5 | 0.004 | 0.004 | % of relevant docs in top 5 |
| Recall@10 | 0.005 | 0.005 | % of relevant docs in top 10 |
| Latency Metrics | |||
| Mean | 286ms | 238ms | Average response time |
| P50 | 279ms | 233ms | 50th percentile (median) |
| P90 | 290ms | 257ms | 90th percentile |
Explore More
Compare more rerankers
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