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Best Text Ranking Models

31

31 text ranking models on MLForge, ranked by downloads — including work from cross-encoder, Alibaba-NLP, Qwen, jinaai. Compare, download and run them locally on your own GPU. Free tier.

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Top Text Ranking models

M cross-encoder/ms-marco-MiniLM-L6-v2 Text Ranking ·22.7M params 85.1M 278 🤗 HF M cross-encoder/ms-marco-MiniLM-L4-v2 Text Ranking ·19.2M params 3.8M 16 🤗 HF M cross-encoder/ms-marco-MiniLM-L12-v2 Text Ranking ·33.4M params 2.5M 106 🤗 HF G Alibaba-NLP/gte-reranker-modernbert-base Text Ranking ·149.6M params 2.1M 95 🤗 HF Q Qwen/Qwen3-Reranker-0.6B Text Ranking ·595.8M params 2.0M 367 🤗 HF J jinaai/jina-reranker-v2-base-multilingual Text Ranking ·278.4M params 1.8M 351 🤗 HF Q Qwen/Qwen3-Reranker-4B Text Ranking ·4.0B params 1.7M 145 🤗 HF M cross-encoder/mmarco-mMiniLMv2-L12-H384-v1 Text Ranking ·117.6M params 1.4M 75 🤗 HF M cross-encoder/ms-marco-MiniLM-L2-v2 Text Ranking ·15.6M params 1.3M 14 🤗 HF Q Qwen/Qwen3-Reranker-8B Text Ranking ·8.2B params 1.1M 245 🤗 HF J jinaai/jina-reranker-v3 Text Ranking ·596.8M params 955.9K 141 🤗 HF M mixedbread-ai/mxbai-rerank-xsmall-v1 Text Ranking ·70.8M params 551.0K 57 🤗 HF Q Qwen/Qwen3-VL-Reranker-8B Text Ranking ·8.8B params 507.8K 153 🤗 HF J hotchpotch/japanese-reranker-cross-encoder-small-v1 Text Ranking ·117.6M params 334.2K 5 🤗 HF Q Qwen/Qwen3-VL-Reranker-2B Text Ranking ·2.1B params 300.3K 201 🤗 HF R jhu-clsp/rank1-7b Text Ranking ·7.6B params 300.0K 4 🤗 HF S cross-encoder/stsb-roberta-large Text Ranking ·355.4M params 286.8K 14 🤗 HF M cross-encoder/ms-marco-TinyBERT-L2-v2 Text Ranking ·4.4M params 283.3K 44 🤗 HF R cl-nagoya/ruri-v3-reranker-310m Text Ranking ·315.2M params 274.0K 14 🤗 HF M mixedbread-ai/mxbai-rerank-base-v1 Text Ranking ·184.4M params 273.7K 46 🤗 HF Q tomaarsen/Qwen3-Reranker-0.6B-seq-cls Text Ranking ·595.8M params 262.5K 34 🤗 HF L nvidia/llama-nemotron-rerank-1b-v2 Text Ranking ·1.2B params 231.0K 56 🤗 HF G Alibaba-NLP/gte-multilingual-reranker-base Text Ranking ·306.0M params 221.9K 183 🤗 HF C antoinelouis/crossencoder-camembert-base-mmarcoFR Text Ranking ·110.6M params 185.0K 7 🤗 HF S cross-encoder/stsb-roberta-base Text Ranking ·124.6M params 182.5K 5 🤗 HF R cross-encoder-testing/reranker-bert-tiny-gooaq-bce Text Ranking ·4.4M params 136.4K 🤗 HF L nvidia/llama-nemotron-rerank-vl-1b-v2 Text Ranking ·1.7B params 99.7K 53 🤗 HF M mixedbread-ai/mxbai-rerank-base-v2 Text Ranking ·494.0M params 97.7K 64 🤗 HF S cross-encoder/stsb-distilroberta-base Text Ranking ·82.1M params 95.4K 8 🤗 HF M mixedbread-ai/mxbai-rerank-large-v1 Text Ranking 66.1K 142 🤗 HF J hotchpotch/japanese-reranker-cross-encoder-xsmall-v1 Text Ranking ·107.0M params 55.4K 7 🤗 HF

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Text Generation 872Image Text To Text 523Image Classification 499Time Series Forecasting 498Automatic Speech Recognition 494Video Classification 492Audio Classification 484Image Segmentation 480Text To Speech 475Translation 464Zero Shot Image Classification 463Text To Image 461Object Detection 447Other 423Image To Text 396Depth Estimation 391Reinforcement Learning 390Question Answering 372Summarization 343Token Classification 316