MosaicML (Databricks)
Instructor XL
Instruction-tuned embeddings for diverse tasks.
Instruction followingHigh performance on NLI and retrievalCustomizable embedding dimensionalitySupports many languages
Today's score
90.0
Where it ranks today
Best for / Not great for
Best for
- Task-specific embeddings via instructions
- Retrieval for specific tasks
- Zero-shot classification
- Text summarization evaluation
Not great for
- General-purpose semantic search without specific instructions
- Very long documents without chunking
- Real-time applications demanding minimal latency
Why it ranks here
Instructor XL offers a unique approach by leveraging instructions to guide embedding generation, allowing for highly specialized representations. This flexibility makes it powerful for tailored retrieval and classification tasks, driving its popularity.
30-day trend
Score breakdown
Search trends91
Benchmarks89
Developer buzz92
News mentions88
Pricing
API: $0.00 in · $0.00 out per 1M tokens · Consumer: $0.00/mo
Pricing plans
Popular
MosaicML / Databricks
Enterprise solutions and platform access.
Custom
- Managed infrastructure
- Fine-tuning services
- Scalable deployment
- Integrated platform