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Model Detail

DenseOn

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Provider: lightonaiCategory: llmPipeline: sentence-similarity

DB Score

15.0

Downloads

586

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Overview

DenseOn is a large language model with 75M parameters released by lightonai. The model is registered under the sentence-similarity pipeline tag on Hugging Face, distributed under the permissive apache-2.0 license.

Technical

DenseOn ships with 75M parameters. The apache-2.0 license is permissive, allowing commercial deployment and derivative work without per-seat fees, though attribution requirements still apply.

Use Cases

DenseOn is best fit for general-purpose chat and instruction-following workloads. Treat this as a starting matrix rather than a benchmark verdict — the right deployment usually depends on the specific evaluation suite that mirrors your workload.

Download History

Research Paper

arXiv: 1908.10084→

Model Info

Licenseapache-2.0

Citations20,941 (2503 influential)

Recent newsView all news →

DenseOn with the LateOn: Fully Open Dense and Late-Interaction Models for Multilingual, Long-Context, and Code Search

arXiv:2607.27178v2 Announce Type: replace Abstract: State-of-the-art retrieval models increasingly rely on closed training data, creating a reproducibility gap. We present an open end-to-end recipe for training retrieval models and study how English supervision transfers to multilingual retrieval th

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