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Training & evaluation library for text-based neural re-ranking and dense retrieval models built with PyTorch

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Hi! *tl;dr:* If it's a good idea, which `matchmaker` modules should I use to index and rank documents using ColBERT-like retriever with token-level vector index? We are trying to evaluate...

How do you suggest we can further train the per-trainined ColBert model form this repo on our domain specific dataset. Currently the repo only supports training the model from scratch...

Thank you for sharing codes. I wonder whether there is a typo in the implementation of KLDivTeacherList class. The implementation is ```python class KLDivTeacherList(nn.Module): def __init__(self): super(KLDivTeacherList, self).__init__() self.kl =...

Hello, I am trying to get the pairwise distillation workflow run, and I'm following the instructions [here](https://github.com/sebastian-hofstaetter/matchmaker/blob/master/documentation/distillation_workflow_pairwise-supervision.md#distillation-workflow-pairwise-supervision) but it seems like `teacher-train-scorer.py` already expects there to be files in the...

There is a line in file preprocessing/convert_formats/msmarco_doc_create_train_input_orig.py: `from matchmaker.evaluation.msmarco_eval import *` but there is no evaluation filefolder in matchmaker, could you be kind enough to release the code for this...

Hi Sebastian, Will matchmaker support DistributedDataParallel? It is usually significantly faster than DataParallel. Best, Si

Hi, Are there pre-trained models available for download? Thanks in advance.

The Colbert paper mentions normalising the query and document embeddings.

Hi, I'm experiencing some issues while trying to install all the dependencies. Do you have any updates on how to resolve this? Here is the error message: ``` AttributeError: module...