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@@ -23,12 +23,12 @@ In this work, we introduce *ConTEB* (Context-aware Text Embedding Benchmark), a
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  We further find chunks embedded with our method are more robust to suboptimal chunking strategies and larger retrieval corpus sizes.
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  We open-source all artifacts here and at https://github.com/illuin-tech/contextual-embeddings.
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- ## Models
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- - [*(Model) ModernBERT*](TODO) The Contextualized ModernBERT bi-encoder trained with InSENT loss and Late Chunking
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- - [*(Model) ModernColBERT*](TODO) The Contextualized ModernColBERT trained with InSENT loss and Late Chunking
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- - [*Leaderboard*](TODO)
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- - [*(Data) ConTEB Benchmark Datasets*](TODO)
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  - [*(Code) Contextual Document Engine*](https://github.com/illuin-tech/contextual-embeddings): The code used to train and run inference with our architecture.
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  - [*(Code) ConTEB Benchmarkk*](https://github.com/illuin-tech/conteb): A Python package/CLI tool to evaluate document retrieval systems on the ConTEB benchmark.
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  - [*Blog*](https://huggingface.co/XXX): TODO
 
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  We further find chunks embedded with our method are more robust to suboptimal chunking strategies and larger retrieval corpus sizes.
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  We open-source all artifacts here and at https://github.com/illuin-tech/contextual-embeddings.
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+ ## Ressources
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+ - [*(Model) ModernBERT*](TODO): The Contextualized ModernBERT bi-encoder trained with InSENT loss and Late Chunking
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+ - [*(Model) ModernColBERT*](TODO): The Contextualized ModernColBERT trained with InSENT loss and Late Chunking
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+ - [*Leaderboard*](TODO): Coming Soon
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+ - [*(Data) ConTEB Benchmark Datasets*](TODO):
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  - [*(Code) Contextual Document Engine*](https://github.com/illuin-tech/contextual-embeddings): The code used to train and run inference with our architecture.
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  - [*(Code) ConTEB Benchmarkk*](https://github.com/illuin-tech/conteb): A Python package/CLI tool to evaluate document retrieval systems on the ConTEB benchmark.
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  - [*Blog*](https://huggingface.co/XXX): TODO