# KaLM-Embedding/KaLM-Reranker-V1-Small-R2

Model from Hugging Face for text ranking: KaLM-Embedding/KaLM-Reranker-V1-Small-R2 · 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/KaLM-Embedding/KaLM-Reranker-V1-Small-R2
- Hosting: hosted (7 files)
- Files: 7 hosted of 40 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, 4.27 GB
- Full repo upstream: 4.27 GB
- Recommended file: 4.23 GB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-kalm-embedding-kalm-reranker-v1-small-r2/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-kalm-embedding-kalm-reranker-v1-small-r2/download-plan)
- Per-file SHA-256: available for 7 of 7 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-kalm-embedding-kalm-reranker-v1-small-r2/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: 48
- Stars: 2
- Card completeness: 96%

## Description

External Hugging Face catalog record for KaLM-Embedding/KaLM-Reranker-V1-Small-R2. Task: text ranking. Library: sentence transformers. Languages: multilingual. Datasets referenced by card metadata: KaLM-Embedding/KaLM-reranker-training-data, KaLM-Embedding/KaLM-embedding-finetuning-data, Shitao/bge-m3-data. Popularity signal at import: 48 downloads and 2 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-ranking
- Library: sentence-transformers
- Task categories: text-ranking
- Languages: multilingual
- Referenced datasets: KaLM-Embedding/KaLM-reranker-training-data, KaLM-Embedding/KaLM-embedding-finetuning-data, Shitao/bge-m3-data
- Paper ids: 2606.22807, 2506.20923, 2501.01028
- File hints: 16 upstream file samples

## Referenced Data

- Dataset: KaLM-Embedding/KaLM-reranker-training-data
- Dataset: KaLM-Embedding/KaLM-embedding-finetuning-data
- Dataset: Shitao/bge-m3-data
- Paper: 2606.22807
- Paper: 2506.20923
- Paper: 2501.01028

## File Hints

- .gitattributes (2.0 KB)
- README.md (23 KB)
- assets/ablation.jpg (239 KB) LFS
- assets/beir.jpg (355 KB) LFS
- assets/framework.jpg (125 KB) LFS
- assets/lmeb.jpg (272 KB) LFS
- assets/lmeb_emb.jpg (170 KB) LFS
- assets/miracl.jpg (340 KB) LFS
- assets/template.jpg (185 KB) LFS
- assets/test-time-compute.jpg (311 KB) LFS
- assets/training.jpg (102 KB) LFS
- config.json (6.4 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 2026-09-24T23:38:54.441Z.
- Open license detected as apache-2.0.
- Model card references dataset context: KaLM-Embedding/KaLM-reranker-training-data, KaLM-Embedding/KaLM-embedding-finetuning-data, Shitao/bge-m3-data.
- 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-kalm-embedding-kalm-reranker-v1-small-r2
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-kalm-embedding-kalm-reranker-v1-small-r2/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-kalm-embedding-kalm-reranker-v1-small-r2/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-kalm-embedding-kalm-reranker-v1-small-r2/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-kalm-embedding-kalm-reranker-v1-small-r2
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-kalm-embedding-kalm-reranker-v1-small-r2/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-kalm-embedding-kalm-reranker-v1-small-r2&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-kalm-embedding-kalm-reranker-v1-small-r2/decentralized-fallbacks