# Ruthvikkk/MNLP_M2_document_encoder

Model from Hugging Face for sentence similarity: Ruthvikkk/MNLP_M2_document_encoder · sentence transformers

## Facts

- Type: Embedding
- Task: sentence-similarity
- Framework: sentence-transformers
- License: mit — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/MIT.html)
- Source: https://huggingface.co/Ruthvikkk/MNLP_M2_document_encoder
- Hosting: hosted (7 files)
- Files: 7 hosted of 23 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, 67.5 MB
- Full repo upstream: 802.9 MB
- Recommended file: 66.7 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-ruthvikkk-mnlp-m2-document-encoder/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-ruthvikkk-mnlp-m2-document-encoder/download-plan)
- Per-file SHA-256: available for 7 of 7 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-ruthvikkk-mnlp-m2-document-encoder/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: 60
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for Ruthvikkk/MNLP_M2_document_encoder. Task: sentence similarity. Library: sentence transformers. Languages: en. Includes 12 model-card evaluation signals. Popularity signal at import: 98 downloads and 0 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Task categories: sentence-similarity
- Languages: en
- Paper ids: 2308.03281
- Model-index entries: gte-small
- Evaluation signals: 12 model-card eval results
- File hints: 16 upstream file samples

## Evaluation Signals

- MTEB AmazonCounterfactualClassification (en): accuracy = 73.22388059701493 (Classification)
- MTEB AmazonCounterfactualClassification (en): ap = 36.09895941426988 (Classification)
- MTEB AmazonCounterfactualClassification (en): f1 = 67.3205651539195 (Classification)
- MTEB AmazonPolarityClassification: accuracy = 91.81894999999999 (Classification)
- MTEB AmazonPolarityClassification: ap = 88.5240138417305 (Classification)
- MTEB AmazonPolarityClassification: f1 = 91.80367382706962 (Classification)
- MTEB AmazonReviewsClassification (en): accuracy = 48.032 (Classification)
- MTEB AmazonReviewsClassification (en): f1 = 47.4490665674719 (Classification)
- MTEB ArguAna: map_at_1 = 30.725 (Retrieval)
- MTEB ArguAna: map_at_10 = 46.604 (Retrieval)

## Referenced Data

- Paper: 2308.03281

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (190 B)
- README.md (66 KB)
- config.json (583 B)
- coreml/feature-extraction/float32_model.mlpackage/Data/com.apple.CoreML/model.mlmodel (119 KB) LFS
- coreml/feature-extraction/float32_model.mlpackage/Data/com.apple.CoreML/weights/weight.bin (127 MB) LFS
- coreml/feature-extraction/float32_model.mlpackage/Manifest.json (617 B)
- model.safetensors (64 MB) LFS
- modules.json (385 B)
- onnx/model.onnx (127 MB) LFS
- onnx/model_O4.onnx (63 MB) LFS
- onnx/model_qint8_avx512_vnni.onnx (33 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 2026-09-24T01:45:09.124Z.
- Open license detected as mit.
- Model-index metadata found for gte-small.
- 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-ruthvikkk-mnlp-m2-document-encoder
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-ruthvikkk-mnlp-m2-document-encoder/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-ruthvikkk-mnlp-m2-document-encoder/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-ruthvikkk-mnlp-m2-document-encoder/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-ruthvikkk-mnlp-m2-document-encoder
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-ruthvikkk-mnlp-m2-document-encoder/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-ruthvikkk-mnlp-m2-document-encoder&limit=100
- Request mirror: not applicable.
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