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answerdotai/answerai-colbert-small-v1 (Score)

Architecture
Parameters
33M
Tasks
Encode
Outputs
Multi-Vec
Dimensions
Multi-Vec: 96
Max Sequence Length
512 tokens
License

Benchmarks

CQADupstackPhysicsRetrieval

scientific retrieval en

Performance L4-SPOT b1 c16
Corpus TPS 3.9K
Corpus p50 203.2ms
Query TPS 186
Query p50 300.7ms
Performance L4 b1 c16
Corpus TPS 37.3K
Corpus p50 54.7ms
Query TPS 3.6K
Query p50 47.1ms

CosQA

technology retrieval en

Performance L4-SPOT b1 c16
Corpus TPS 1.1K
Corpus p50 345.4ms
Query TPS 102
Query p50 466.2ms
Performance L4 b1 c16
Corpus TPS 15.7K
Corpus p50 53.9ms
Query TPS 2.0K
Query p50 47.4ms

FiQA2018

finance retrieval en

Performance L4-SPOT b1 c16
Corpus TPS 3.4K
Corpus p50 384.8ms
Query TPS 174
Query p50 547.3ms
Performance L4 b1 c16
Corpus TPS 43.1K
Corpus p50 59.1ms
Query TPS 3.7K
Query p50 50.0ms

LegalBenchConsumerContractsQA

legal retrieval en

Performance L4-SPOT b1 c16
Corpus TPS 11.2K
Corpus p50 286.1ms
Query TPS 254
Query p50 500.2ms
Performance L4 b1 c16
Corpus TPS 83.1K
Corpus p50 83.9ms
Query TPS 4.8K
Query p50 52.2ms

NFCorpus

medical retrieval en

Performance L4-SPOT b1 c16
Corpus TPS 5.7K
Corpus p50 300.1ms
Query TPS 210
Query p50 178.7ms
Performance L4 b1 c16
Corpus TPS 60.7K
Corpus p50 69.4ms
Query TPS 1.4K
Query p50 52.3ms

SCIDOCS

scientific retrieval en

Performance L4-SPOT b1 c16
Corpus TPS 2.9K
Corpus p50 501.5ms
Query TPS 222
Query p50 353.0ms
Performance L4 b1 c16
Corpus TPS 48.4K
Corpus p50 57.9ms
Query TPS 3.8K
Query p50 46.7ms

SciFact

scientific retrieval en

Performance L4-SPOT b1 c16
Corpus TPS 4.9K
Corpus p50 443.1ms
Query TPS 332
Query p50 430.3ms
Performance L4 b1 c16
Corpus TPS 61.5K
Corpus p50 63.3ms
Query TPS 5.2K
Query p50 50.5ms

StackOverflowQA

technology retrieval en

Performance L4-SPOT b1 c16
Corpus TPS 4.4K
Corpus p50 379.7ms
Query TPS 5.2K
Query p50 432.3ms
Performance L4 b1 c16
Corpus TPS 55.3K
Corpus p50 60.2ms
Query TPS 73.2K
Query p50 64.7ms

Self-hosted inference for search & document processing

Cut API costs by 50x, boost quality with 85+ SOTA models, and keep your data in your own cloud.

Github
1.5K

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