BlogsWeaviateSearch Mode Effort Tiers

Search Mode Effort Tiers

Search Mode Effort Tiers

1
posts
2026

Introduces the 'effort' parameter for the Query Agent's Search Mode, allowing users to control the trade-off between compute, latency, and accuracy. Three tiers (medium, high, ultrahigh) scale computation at query writing and reranking stages. Benchmarks demonstrate consistent accuracy gains with higher effort across various retrieval tasks, particularly on reasoning-intensive problems.

2026

Scaling Test-Time Compute in Search Mode | Weaviate

8/11/2026

Introduces the 'effort' parameter for the Query Agent's Search Mode, with three tiers: 'medium', 'high', and 'ultrahigh'. This parameter scales computation at the query writing and reranking stages. The post provides benchmarks comparing these tiers against Hybrid Search across 8 datasets, showing accuracy improvements with increased effort, especially on complex reasoning tasks. It also details the methodology, metrics (Success@K, Recall@K, nDCG@K), and glossaries for benchmarks and metrics.