Transformers4Rec
by NVIDIA-Merlin
Sequence models — companion to spoken-search recommender pipelines.
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TL;DR
Best for building voice-search recommenders on top of Whisper. Pricing: free.
Category
Open source
License
Apache-2.0
Stars
★ 1.3k
Last push
2026-07-31
Pricing
free
Platforms
Linux
What it is
A Transformers-based recsys library. Apache-2.0.
Best for: Building voice-search recommenders on top of Whisper.
Watch out for: Not an ASR engine.
Watch out for: Not an ASR engine.
Install / use
pip install transformers4rec
Features
| Speaker diarization | No |
| Word-level timestamps | Yes |
| Streaming / real-time | No |
| Languages supported | 99 |
| HIPAA eligible | No |
Links
Transformers4Rec vs Whipscribe
| Feature | Transformers4Rec | Whipscribe |
|---|---|---|
| Category | Open source | Transcription APIs |
| Pricing | free | $4–$24 one-time packs (credits never expire) · $2 single unlock · 60 min free on signup |
| Speaker diarization | No | Yes |
| Word timestamps | Yes | Yes |
| Streaming | No | No |
| Languages | 99 | 99 |
| Platforms | Linux | Web, API, MCP |
Alternatives to Transformers4Rec
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