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@@ -25,7 +25,7 @@ We propose **ReasonEmbed**, a new text embedding model for reasoning-intensive d
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  This repository hosts the model **reason-embed-basic-qwen3-8b-0928**, which is fine-tuned based on [Qwen/Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B) using the basic InfoNCE loss on our synthetic dataset. It achieves an nDCG@10 of 37.1 on the [BRIGHT](https://brightbenchmark.github.io/) benchmark with original query, demonstrating its strong capability in reasoning-intensive retrieval tasks.
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- The search results on BRIGHT are available [here](./search_results/examples/). We also provide the evaluation [script](./evaluation_scripts/eval_bright_short.sh) to reproduce the results.
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  ![bright-performance](./imgs/bright-performance.png)
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  This repository hosts the model **reason-embed-basic-qwen3-8b-0928**, which is fine-tuned based on [Qwen/Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B) using the basic InfoNCE loss on our synthetic dataset. It achieves an nDCG@10 of 37.1 on the [BRIGHT](https://brightbenchmark.github.io/) benchmark with original query, demonstrating its strong capability in reasoning-intensive retrieval tasks.
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+ We provide the evaluation [script](./evaluation_scripts/eval_bright_short.sh) to reproduce the results.
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  ![bright-performance](./imgs/bright-performance.png)
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