# aaa961/modernbert-embed-base-legal-MRL_reverse_dataset

Model from Hugging Face for sentence similarity: aaa961/modernbert-embed-base-legal-MRL_reverse_dataset · 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/aaa961/modernbert-embed-base-legal-MRL_reverse_dataset
- Hosting: hosted (8 files)
- Files: 8 hosted of 11 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: at least 8 listed files; full count and size unknown
- Full repo upstream: 599.7 MB
- Download: https://huggingbay.xyz/artifact/hf-model-aaa961-modernbert-embed-base-legal-mrl-reverse-dataset/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-aaa961-modernbert-embed-base-legal-mrl-reverse-dataset/download-plan)
- Per-file SHA-256: available for 8 of 8 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-aaa961-modernbert-embed-base-legal-mrl-reverse-dataset/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: 97
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for aaa961/modernbert-embed-base-legal-MRL_reverse_dataset. Task: sentence similarity. Library: sentence transformers. Languages: en. Datasets referenced by card metadata: AdamLucek/legal-rag-positives-synthetic. Base model: nomic-ai/modernbert-embed-base. Includes 12 model-card evaluation signals.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: nomic-ai/modernbert-embed-base
- Task categories: sentence-similarity
- Languages: en
- Referenced datasets: AdamLucek/legal-rag-positives-synthetic
- Metrics: cosine_accuracy@1, cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@3, cosine_precision@5, cosine_precision@10
- Paper ids: 1908.10084, 2205.13147, 1807.03748
- Model-index entries: ModernBERT Embed Base Legal Fine-tuned
- Evaluation signals: 12 model-card eval results
- File hints: 10 upstream file samples

## Evaluation Signals

- ir dim 768: Cosine Accuracy@1 = 0.5996908809891809 (Information Retrieval)
- ir dim 768: Cosine Accuracy@3 = 0.7542503863987635 (Information Retrieval)
- ir dim 768: Cosine Accuracy@5 = 0.8098918083462133 (Information Retrieval)
- ir dim 768: Cosine Accuracy@10 = 0.884080370942813 (Information Retrieval)
- ir dim 768: Cosine Precision@1 = 0.5996908809891809 (Information Retrieval)
- ir dim 768: Cosine Precision@3 = 0.25141679546625445 (Information Retrieval)
- ir dim 768: Cosine Precision@5 = 0.16197836166924265 (Information Retrieval)
- ir dim 768: Cosine Precision@10 = 0.08840803709428129 (Information Retrieval)
- ir dim 512: Cosine Accuracy@1 = 0.5873261205564142 (Information Retrieval)
- ir dim 512: Cosine Accuracy@3 = 0.7527047913446677 (Information Retrieval)

## Referenced Data

- Dataset: AdamLucek/legal-rag-positives-synthetic
- Paper: 1908.10084
- Paper: 2205.13147
- Paper: 1807.03748

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (312 B)
- README.md (35 KB)
- config.json (1.9 KB)
- config_sentence_transformers.json (282 B)
- model.safetensors (568 MB) LFS
- modules.json (349 B)
- sentence_bert_config.json (58 B)
- tokenizer.json (3.4 MB)
- tokenizer_config.json (351 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 2026-09-29T08:27:00.044Z.
- Open license detected as apache-2.0.
- Model-index metadata found for ModernBERT Embed Base Legal Fine-tuned.
- Model card references dataset context: AdamLucek/legal-rag-positives-synthetic.
- 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-aaa961-modernbert-embed-base-legal-mrl-reverse-dataset
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-aaa961-modernbert-embed-base-legal-mrl-reverse-dataset/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-aaa961-modernbert-embed-base-legal-mrl-reverse-dataset/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-aaa961-modernbert-embed-base-legal-mrl-reverse-dataset/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-aaa961-modernbert-embed-base-legal-mrl-reverse-dataset
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-aaa961-modernbert-embed-base-legal-mrl-reverse-dataset/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-aaa961-modernbert-embed-base-legal-mrl-reverse-dataset&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-aaa961-modernbert-embed-base-legal-mrl-reverse-dataset/decentralized-fallbacks