#91

InstructorXL by HKU / UW

Instruction-conditioned text embeddings.

Embeddings & Retrieval Usefulness score 48.5 October 2026 edition

Score breakdown

Capability
45
Reliability
45
Efficiency
50
Accessibility
44
Ecosystem
52

Illustrative sub-scores from our methodology; replace with your review data.

Why InstructorXL ranks #91

InstructorXL sits at #91 in the October 2026 Top 100 AI Models ranking, placing it among the embeddings & retrieval we consider most useful to practitioners this month. Our editors weigh real-world capability, reliability across repeated tasks, cost and latency efficiency, how easy the model is to access, and the strength of its tooling ecosystem.

Best suited for

Teams evaluating embeddings & retrieval should shortlist InstructorXL when they need instruction-conditioned text embeddings. As always, run your own evaluation on your data before committing.

How to move up

Rank changes come from measurable improvements — new releases, better documentation, broader availability, or stronger independent benchmark results. Vendors can submit updates through our How to Rank page. Sponsorship cannot move a model's position.

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