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Papers Benchmarks Datasets Tasks

Embedding Model Routing research benchmarks · SOTA2 Research

Embedding Model Routing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Theoretical Analysis

Contextual Regret (unrestriced policy)

2Complexity Bound (Big O)

4

Jun 16, 2026

Amazon ESCI (other)

Constant Policy (Πconst)

0.074Gap (Constant Approx)

1

Jun 16, 2026

Amazon ESCI negations

Constant Policy (Πconst)

0.132Gap: Constant Approximation

1

Jun 16, 2026

Amazon ESCI parse-pattern

Constant Policy (Πconst)

0.064Gap (Constant Approx)

1

Jun 16, 2026

Amazon ESCI behavioral

Constant Policy (Πconst)

6.7Constant Gap

1

Jun 16, 2026

Amazon ESCI nlqec

Constant Policy (Πconst)

0.109Gap (Constant Model)

1

Jun 16, 2026

Amazon ESCI (all)

Constant Policy (Πconst)

0.078Constant Approximation Gap

1

Jun 16, 2026

Popular datasets

Amazon ESCI Theoretical Analysis

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