# anandkaman/controlmt-v2.3

Model from Hugging Face for translation: anandkaman/controlmt-v2.3 · transformers

## Facts

- Type: LLM
- Task: translation
- Framework: transformers
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://huggingface.co/anandkaman/controlmt-v2.3/blob/main/LICENSE)
- Source: https://huggingface.co/anandkaman/controlmt-v2.3
- Hosting: hosted (5 files)
- Files: 5 hosted of 58 listed
- File counts: "listed" is every file in the source repository; only hosted files download from Hugging Bay, and the download plan lists the files it selects for one download, so its count can differ.
- Hosted here: 5 files, 824.9 MB
- Full repo upstream: 825.3 MB
- Recommended file: 819.8 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-anandkaman-controlmt-v2-3/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-anandkaman-controlmt-v2-3/download-plan)
- Per-file SHA-256: available for 5 of 5 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-anandkaman-controlmt-v2-3/files?limit=100
- Run-ready: no (Hugging Bay has not certified a run path for this model; hosted bytes are downloadable and hash-checkable only)
- Peer-assisted fallbacks: 0 verified, 0 pending review
- Downloads: 438
- Stars: 4
- Card completeness: 96%

## Description

External Hugging Face catalog record for anandkaman/controlmt-v2.3. Task: translation. Library: transformers. Languages: kn, en. Includes 12 model-card evaluation signals. Popularity signal at import: 78 downloads and 4 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: translation
- Library: transformers
- Task categories: translation
- Languages: kn, en
- Metrics: bleu, chrf, comet, cometkiwi, accuracy
- Model-index entries: controlmt-v2.3
- Evaluation signals: 12 model-card eval results
- File hints: 16 upstream file samples

## Evaluation Signals

- FLORES-200 devtest (kn → en): BLEU = 27.2 (Translation kn → en (FLORES-200 devtest))
- FLORES-200 devtest (kn → en): chrF = 55.84 (Translation kn → en (FLORES-200 devtest))
- FLORES-200 devtest (kn → en): COMET-DA (Unbabel/wmt22-comet-da) = 0.8459 (Translation kn → en (FLORES-200 devtest))
- FLORES-200 devtest (kn → en): CometKiwi-DA (Unbabel/wmt22-cometkiwi-da) = 0.8437 (Translation kn → en (FLORES-200 devtest))
- FLORES-200 devtest (en → kn): BLEU = 18.5 (Translation en → kn (FLORES-200 devtest))
- FLORES-200 devtest (en → kn): chrF = 56.12 (Translation en → kn (FLORES-200 devtest))
- FLORES-200 devtest (en → kn): COMET-DA = 0.8443 (Translation en → kn (FLORES-200 devtest))
- FLORES-200 devtest (en → kn): CometKiwi-DA = 0.8663 (Translation en → kn (FLORES-200 devtest))
- IN22-Conv (kn → en, 1503 conversational pairs / 16 domains): BLEU = 21.61 (Translation kn → en (IN-22 conv))
- IN22-Conv (kn → en, 1503 conversational pairs / 16 domains): chrF = 46.65 (Translation kn → en (IN-22 conv))

## File Hints

- .gitattributes (1.5 KB)
- CHANGELOG.md (5.1 KB)
- DEPLOYMENT.md (15 KB)
- LICENSE (11 KB)
- PRIVACY.md (5.0 KB)
- README.md (28 KB)
- TRAINING_GUIDE.md (8.8 KB)
- __pycache__/configuration_controlmt.cpython-312.pyc (2.7 KB)
- __pycache__/model.cpython-312.pyc (20 KB)
- __pycache__/modeling_controlmt.cpython-312.pyc (9.9 KB)
- __pycache__/tokenization_controlmt.cpython-312.pyc (6.5 KB)
- assets/scripts/verify_deployment.py (6.1 KB)

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: passed
- Provenance: passed
- File inventory: passed
- Hosted bytes: passed
- Scan result: passed
- Manifest signature: passed

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-09-24T16:12:14.046Z.
- Open license detected as apache-2.0.
- Model-index metadata found for controlmt-v2.3.
- Not a run kit: hosted, hash-checked bytes only; run readiness is not certified for this model yet.

## Actions

- Web: https://huggingbay.xyz/artifact/hf-model-anandkaman-controlmt-v2-3
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-anandkaman-controlmt-v2-3/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-anandkaman-controlmt-v2-3/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-anandkaman-controlmt-v2-3/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-anandkaman-controlmt-v2-3
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-anandkaman-controlmt-v2-3/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-anandkaman-controlmt-v2-3&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-anandkaman-controlmt-v2-3/decentralized-fallbacks