unitary/toxic-bert
unitary/toxic-bert is an open-weights language model for text classification under the apache-2.0 license (1.2 GB), released Mar 13, 2024. Hosted open-weights model — 6 files carry published SHA-256 checksums you can re-hash. 6 Hugging Bay hosted files. Scan:
- Task
- text classification
- Size
- 1.2 GB
- Recommended file
- 417.7 MB — model.safetensors
- Files
- 6 hosted of 6 listed
- Released
- Updated on Hugging Bay
FAQ
What is unitary/toxic-bert?
unitary/toxic-bert is an open-weights language model for text classification published by unitary, released Mar 13, 2024. Model from Hugging Face for text classification: unitary/toxic-bert · transformers
What license does unitary/toxic-bert use, and can I use it commercially?
It is released under the apache-2.0 license. Commercial use is allowed. Permissive open license: commercial use, modification, and redistribution are permitted.
How big is unitary/toxic-bert?
The full upstream repository is 1.2 GB; the recommended download, model.safetensors, is 417.7 MB.
Where can I download unitary/toxic-bert?
Hugging Bay hosts 6 of 6 files for this model, each with a published SHA-256 checksum. Total size: 1.2 GB. The original release is at https://huggingface.co/unitary/toxic-bert.
Has unitary/toxic-bert been scanned for unsafe files?
Source scan status: passed. 6 hosted files carry a published SHA-256 you can re-hash. The machine-readable verdict is at /api/artifacts/hf-model-unitary-toxic-bert/safety on Hugging Bay.
Does unitary/toxic-bert run on an RTX 4090 (24GB)?
unitary/toxic-bert needs ~2.31 GB, which is within the 24 GB on an RTX 4090 (24GB) by memory capacity (~21.69 GB headroom). Computed from stated size and quant, not a runtime guarantee.
Does unitary/toxic-bert run on an RTX 3090 (24GB)?
unitary/toxic-bert needs ~2.31 GB, which is within the 24 GB on an RTX 3090 (24GB) by memory capacity (~21.69 GB headroom). Computed from stated size and quant, not a runtime guarantee.
Does unitary/toxic-bert run on an A100 (80GB)?
unitary/toxic-bert needs ~2.31 GB, which is within the 80 GB on an A100 (80GB) by memory capacity (~77.69 GB headroom). Computed from stated size and quant, not a runtime guarantee.
Does unitary/toxic-bert run on a 16GB laptop (no dedicated GPU)?
unitary/toxic-bert needs ~2.31 GB, which is within the 16 GB on a 16GB laptop (no dedicated GPU) by memory capacity (~13.69 GB headroom). Computed from stated size and quant, not a runtime guarantee.
Does unitary/toxic-bert run on an 8GB laptop (no dedicated GPU)?
unitary/toxic-bert needs ~2.31 GB, which is within the 8 GB on an 8GB laptop (no dedicated GPU) by memory capacity (~5.69 GB headroom). Computed from stated size and quant, not a runtime guarantee.
About this artifact
External Hugging Face catalog record for unitary/toxic-bert. Task: text classification. Library: transformers. Popularity signal at import: 191,544 downloads and 226 likes. Files are listed for discovery and verification context; Hugging Bay serves local downloads only after explicit mirror review, scanning, hashing, and signing.
Hosted file inventory
File inventory only. Individually hashed hosted files may be available, but bundle completeness, verification, and runtime state are unknown.
- Hosted files
- 6 of 6
- Reviewed peer-assisted fallbacks
- 0
- Trust bundle
- Trust-bundle JSON
- Review summary
- Review-summary JSON
- Distribution
- Reviewed peer-fallback JSON
Run status
Not hosted here yet — Not hosted here yet — the mirror is in progress. Check back or request it.
Detailed evidence for the selected file set
This detail applies to the selected file set, not every file in the repository.
- Executable state
- complete-bytes
- Evidence timestamp
- 2026-07-30T03:17:15.036Z
- Selected representation
- rep-29620833d308bc327f06320c22e77a5aa385de44970b89f05d13eceda0b0f3f5
- Complete bytes
- yes
- Complete kit
- no
- Verification
- not verified
- Run ready
- not established
- Files
- View file metadata
Bay Run
Bay Run capability
Classify text for toxicity with Bay Run's warm unitary/toxic-bert endpoint, bound to this hosted weight digest.
Runtime: Unavailable. Hosted file binding: Bound. Direct execution: Unavailable.
Model mapping: unitary/toxic-bert (classification). This is not an exact-file execution claim.
Runtime capability JSON
Request a complete representation
- License: pass - apache-2.0
- Provenance: pass - unitary/toxic-bert
- Scan: pass - passed
- Hosted files: warn - 6/6 repository files hosted; selected representation evaluated separately
- Byte manifest integrity: warn - not final yet
Machine-readable card
Open interactive artifact page
Evidence details
- Demand
- 195K upstream downloads
- Trust
- Metadata checked 0/100
- Trusted download
- File inventory only
- Run fit
- Canonical selected-byte evidence recorded; public obtain path unavailable
- Scan status
- passed
- Executable state
- complete-bytes
- Evidence timestamp
- 2026-07-30T03:17:15.036Z
- Declared license
- apache-2.0
- Pipeline
- text-classification
- Library
- transformers
- Task categories
- text-classification
- Paper ids
- 1703.04009, 1905.12516
- File hints
- 9 upstream file samples