# dmedhi/PawanEmbd-68M

Model from Hugging Face for sentence similarity: dmedhi/PawanEmbd-68M · sentence transformers

## Facts

- Type: Embedding
- Task: sentence-similarity
- Framework: sentence-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/dmedhi/PawanEmbd-68M
- Hosting: hosted (7 files)
- Files: 7 hosted of 16 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: 7 files, 288.4 MB
- Full repo upstream: 293.4 MB
- Recommended file: 271.3 MB · model.safetensors
- Parameters: 68M
- Download: https://huggingbay.xyz/artifact/hf-model-dmedhi-pawanembd-68m/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-dmedhi-pawanembd-68m/download-plan)
- Per-file SHA-256: available for 7 of 7 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-dmedhi-pawanembd-68m/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: 411
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for dmedhi/PawanEmbd-68M. Task: sentence similarity. Library: sentence transformers. Languages: en. Datasets referenced by card metadata: sentence-transformers/all-nli. Popularity signal at import: 411 downloads and 0 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Task categories: sentence-similarity
- Languages: en
- Referenced datasets: sentence-transformers/all-nli
- Metrics: cosine_similarity
- File hints: 16 upstream file samples

## Referenced Data

- Dataset: sentence-transformers/all-nli

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (270 B)
- 2_Normalize/config.json (2 B)
- README.md (4.0 KB)
- config.json (523 B)
- config_sentence_transformers.json (201 B)
- configuration_pawan_embd.py (1.9 KB)
- model.safetensors (259 MB) LFS
- modeling_pawan_embd.py (4.3 KB)
- modules.json (349 B)
- requirements.txt (63 B)
- sentence_transformers_config.json (195 B)

## 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 2026-09-23T02:41:20.655Z.
- Open license detected as apache-2.0.
- Model card references dataset context: sentence-transformers/all-nli.
- 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-dmedhi-pawanembd-68m
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-dmedhi-pawanembd-68m/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-dmedhi-pawanembd-68m/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-dmedhi-pawanembd-68m/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-dmedhi-pawanembd-68m
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-dmedhi-pawanembd-68m/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-dmedhi-pawanembd-68m&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-dmedhi-pawanembd-68m/decentralized-fallbacks