arlenecc/jina-reranker-v3.5-mlx-q4
AI model by arlenecc
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Model card & documentation
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4-bit quantized version of jinaai/jina-reranker-v3.5-mlx, a domain-ready multilingual listwise reranker optimized for Apple Silicon. All Linear layers (attention + MLP) are quantized to 4-bit affine with groupsize=64. Embeddings and the projector stay in bf16 for accuracy. 0.56 GB vs 1.19 GB (53% smaller) with no measurable quality loss on MTEB reranking benchmarks. Measured against the bf16 original on MTEB reranking tasks (identical candidates across models): q4 matches bf16 within noise on all three datasets. See BENCHMARK.md for full methodology. The 8-bit variant is also available. The quantized weights use the standard MLX quantization format. Loaders that…
Read the full model card ↗ · Preview checked 2026-10-31T07:29:27.606Z
Inside the original model card — Document outline
- jina-reranker-v3.5-mlx-q4
- Benchmark (NDCG@10)
- Differences from the original MLX repo
- Loading
- Usage with oMLX
- Citation
- License
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Model overview
arlenecc/jina-reranker-v3.5-mlx-q4 is a task-unspecified model repository published by arlenecc on Hugging Face. The source reports the mlx library.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- Not reported
- Library
- mlx
- Recent downloads (30 days)
- 0
- Cumulative likes
- 0
- Hugging Face trending score
- 0
- Reported safetensors parameters
- 596,049,920
- Architecture
- JinaForRanking
- License
- cc-by-nc-4.0
- Access
- Not gated by Hugging Face
- Created
- 2026-10-31T06:47:48.000Z
- Last modified
- 2026-10-31T06:48:44.000Z
Compatibility and lineage
Reported languages: multilingual
Reported base models: jinaai/jina-reranker-v3.5-mlx
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
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Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-10-31T06:50:12.924Z. Daily imports are snapshots, not real-time monitoring.
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