# tomaarsen/reranker-msmarco-MiniLM-L12-H384-uncased-lambdaloss

Model from Hugging Face for text ranking: tomaarsen/reranker-msmarco-MiniLM-L12-H384-uncased-lambdaloss · sentence transformers

## Facts

- Type: LLM
- Task: text-ranking
- 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/tomaarsen/reranker-msmarco-MiniLM-L12-H384-uncased-lambdaloss
- Hosting: hosted (7 files)
- Files: 7 hosted of 8 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, 134.5 MB
- Full repo upstream: 134.5 MB
- Recommended file: 133.5 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-tomaarsen-reranker-msmarco-minilm-l12-h384-uncased-lambdaloss/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-reranker-msmarco-minilm-l12-h384-uncased-lambdaloss/download-plan)
- Per-file SHA-256: available for 7 of 7 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-reranker-msmarco-minilm-l12-h384-uncased-lambdaloss/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: 128
- Stars: 3
- Card completeness: 96%

## Description

External Hugging Face catalog record for tomaarsen/reranker-msmarco-MiniLM-L12-H384-uncased-lambdaloss. Task: text ranking. Library: sentence transformers. Languages: en. Base model: microsoft/MiniLM-L12-H384-uncased. Includes 12 model-card evaluation signals. Popularity signal at import: 115 downloads and 3 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-ranking
- Library: sentence-transformers
- Base model: microsoft/MiniLM-L12-H384-uncased
- Task categories: text-ranking
- Languages: en
- Metrics: map, mrr@10, ndcg@10
- Paper ids: 1908.10084
- Model-index entries: CrossEncoder based on microsoft/MiniLM-L12-H384-uncased
- Evaluation signals: 12 model-card eval results
- File hints: 8 upstream file samples

## Evaluation Signals

- NanoMSMARCO R100: Map = 0.6352 (Cross Encoder Reranking)
- NanoMSMARCO R100: Mrr@10 = 0.6298 (Cross Encoder Reranking)
- NanoMSMARCO R100: Ndcg@10 = 0.6981 (Cross Encoder Reranking)
- NanoNFCorpus R100: Map = 0.3389 (Cross Encoder Reranking)
- NanoNFCorpus R100: Mrr@10 = 0.5872 (Cross Encoder Reranking)
- NanoNFCorpus R100: Ndcg@10 = 0.4036 (Cross Encoder Reranking)
- NanoNQ R100: Map = 0.7174 (Cross Encoder Reranking)
- NanoNQ R100: Mrr@10 = 0.7283 (Cross Encoder Reranking)
- NanoNQ R100: Ndcg@10 = 0.7584 (Cross Encoder Reranking)
- NanoBEIR R100 mean: Map = 0.5638 (Cross Encoder Nano BEIR)

## Referenced Data

- Paper: 1908.10084

## File Hints

- .gitattributes (1.5 KB)
- README.md (48 KB)
- config.json (915 B)
- model.safetensors (127 MB) LFS
- special_tokens_map.json (732 B)
- tokenizer.json (695 KB)
- tokenizer_config.json (1.5 KB)
- vocab.txt (226 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 2026-08-29T13:45:48.765Z.
- Open license detected as apache-2.0.
- Model-index metadata found for CrossEncoder based on microsoft/MiniLM-L12-H384-uncased.
- 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-tomaarsen-reranker-msmarco-minilm-l12-h384-uncased-lambdaloss
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-reranker-msmarco-minilm-l12-h384-uncased-lambdaloss/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-reranker-msmarco-minilm-l12-h384-uncased-lambdaloss/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-reranker-msmarco-minilm-l12-h384-uncased-lambdaloss/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-tomaarsen-reranker-msmarco-minilm-l12-h384-uncased-lambdaloss
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-reranker-msmarco-minilm-l12-h384-uncased-lambdaloss/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-tomaarsen-reranker-msmarco-minilm-l12-h384-uncased-lambdaloss&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-tomaarsen-reranker-msmarco-minilm-l12-h384-uncased-lambdaloss/decentralized-fallbacks