# nectec/pathumma-crossborder-guardrail

Model from Hugging Face for text classification: nectec/pathumma-crossborder-guardrail · transformers

## Cite this

- Page: https://huggingbay.xyz/artifact/hf-model-nectec-pathumma-crossborder-guardrail
- Citation: nectec/pathumma-crossborder-guardrail. The Hugging Bay model record. https://huggingbay.xyz/artifact/hf-model-nectec-pathumma-crossborder-guardrail (retrieved 2026-11-15).
- Check a downloaded file: run `shasum -a 256 <file>` (macOS), `sha256sum <file>` (Linux) or `Get-FileHash -Algorithm SHA256 <file>` (Windows), then compare with that file's SHA-256 at https://huggingbay.xyz/api/artifacts/hf-model-nectec-pathumma-crossborder-guardrail/files?limit=100. How checks work: https://huggingbay.xyz/verification

## Facts

- Type: LLM
- Task: text-classification
- Framework: transformers
- License: apache-2.0: Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/Apache-2.0.html)
- Source: https://huggingface.co/nectec/pathumma-crossborder-guardrail
- Hosting: hosted (5 files)
- Files: 5 hosted of 14 listed
- Needs its own code to run: Tagged custom_code on its source page. Plain llama.cpp, Ollama and LM Studio commands are not offered for this model unless a GGUF file is 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 hosted of 14 listed
- Full repo upstream: 1.53 GB
- Recommended file: 1.51 GB · model.safetensors
- Download: https://huggingbay.xyz/api/artifacts/hf-model-nectec-pathumma-crossborder-guardrail/download-plan (download plan: https://huggingbay.xyz/api/artifacts/hf-model-nectec-pathumma-crossborder-guardrail/download-plan)
- Per-file SHA-256: available for 5 of 5 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-nectec-pathumma-crossborder-guardrail/files?limit=100
- Availability: Ready
- Downloadable: yes
- 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: 73
- Stars: 1
- Card completeness: 96%

## Description

External Hugging Face catalog record for nectec/pathumma-crossborder-guardrail. Task: text classification. Library: transformers. Languages: th, en. Base model: iapp/OpenThai-SystemOne. Includes 2 model-card evaluation signals.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-classification
- Library: transformers
- Base model: iapp/OpenThai-SystemOne
- Task categories: text-classification
- Languages: th, en
- Model-index entries: pathumma-crossborder-guardrail
- Evaluation signals: 2 model-card eval results
- File hints: 14 upstream file samples

## Evaluation Signals

- Template-held-out test set: Accuracy = 0.9284 (Cross-border data-sensitivity (7-way))
- Template-held-out test set: Macro-F1 = 0.9267 (Cross-border data-sensitivity (7-way))

## File Hints

- .gitattributes (1.5 KB)
- README.md (8.3 KB)
- chat_template.jinja (7.6 KB)
- config.json (2.6 KB)
- configuration.py (1.3 KB)
- formatting.py (11 KB)
- guardrail.py (6.5 KB)
- guardrail_config.json (6.1 KB)
- model.safetensors (1.4 GB) LFS
- modeling.py (9.1 KB)
- serve.py (3.9 KB)
- tokenizer.json (19 MB) LFS

## 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 2026-09-29T09:54:10.668Z.
- Open license detected as apache-2.0.
- Model-index metadata found for pathumma-crossborder-guardrail.
- 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-nectec-pathumma-crossborder-guardrail
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-nectec-pathumma-crossborder-guardrail/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-nectec-pathumma-crossborder-guardrail/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-nectec-pathumma-crossborder-guardrail/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-nectec-pathumma-crossborder-guardrail
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-nectec-pathumma-crossborder-guardrail/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-nectec-pathumma-crossborder-guardrail&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-nectec-pathumma-crossborder-guardrail/decentralized-fallbacks