Universe/Retrieval/Embeddings/Sentence Transformers
Ecosystem projectAutomated record

Sentence Transformers

High-impact specialist publisher

Rising signal43.6
Rising rankLonglist
Profile completeness36%
Last public activityAug 26, 2026
01

Usage, audience and developer pull

352.1MHF model downloads2.8M per model
6.1KHF followers12.8K total likes
Not resolvedGitHub starsNot resolved forks
127Model portfolio96 datasets · 3 Spaces

High-impact specialist publisher

  • High reach per model
  • Shipping now
02

What it publishes

Retrieval/Embeddings
Top tasks
sentence-similarity (125), feature-extraction (2)
Model sizes
<0.5B (113); Unknown (9); 0.5-3B (3); 3-10B (2)
Base families
Gemma
Libraries
sentence-transformers
03

How it ships

GitHub identity not resolved

This record is excluded from serious GitHub comparison until the organization match is verified.

04

Latest observed moves

  1. HF datasetDataset published or updated
  2. HF modelModel published or updated
  3. HF SpaceSpace published or updated
05

Publicly evidenced tooling

Training
Transformers
Compute
Not disclosed
Hardware
TPU
Tracking
Not disclosed
Bottlenecks
Licensing / rights, Evaluation

“Not disclosed” means no evidence was found in the sampled public metadata or top model card—not that the lab does not use the tool.

06

Nearest modality peers

Validate repeat users, benchmark delta, data advantage, distribution channel, and financing need.

  • HF member count is only a public-profile proxy
  • GitHub identity unresolved or absent
websiteheadquartersfoundedYearfoundersOrLeadershipemployeeCountfundingbusinessModelproductsgithubTraction

Completeness: 5 of 14 tracked field groups. Unknowns are explicit so an analyst can close them.

Every claim should be auditable.

Platform counters are a point-in-time public snapshot. Editorial facts are only promoted after source review.

Know when the thesis changes.

Weekly deltas, funding and team alerts, portfolio watchlists, CSV exports and an analyst-ready API turn a static profile into a sourcing system.

See tracker plans →