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a gaggle of deep neural architectures for text ranking and question answering, designed for Pyserini

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Reproduced the results in a [Colab notebook](https://colab.research.google.com/drive/1cbj7NQOX-m_dOwvgq60cBbAm7DTYfyoD?usp=sharing). Environment information: - OS: Ubuntu 20.04 - Python: 3.9.16 - GPU: Tesla T4

Bumps [tensorflow](https://github.com/tensorflow/tensorflow) from 2.7.0 to 2.11.1. Release notes Sourced from tensorflow's releases. TensorFlow 2.11.1 Release 2.11.1 Note: TensorFlow 2.10 was the last TensorFlow release that supported GPU on native-Windows. Starting...

dependencies

Bumps [tensorflow-gpu](https://github.com/tensorflow/tensorflow) from 1.8.0 to 2.12.0. Release notes Sourced from tensorflow-gpu's releases. TensorFlow 2.12.0 Release 2.12.0 TensorFlow Breaking Changes Build, Compilation and Packaging Removed redundant packages tensorflow-gpu and tf-nightly-gpu. These...

dependencies

Hi, I am interested in using pygaggle on a dataset I have for question answering task. However, looking at the examples in the ReadMe file, I am not clear how...

Bumps [werkzeug](https://github.com/pallets/werkzeug) from 0.14.1 to 2.2.3. Release notes Sourced from werkzeug's releases. 2.2.3 This is a fix release for the 2.2.x release branch. Changes: https://werkzeug.palletsprojects.com/en/2.2.x/changes/#version-2-2-3 Milestone: https://github.com/pallets/werkzeug/milestone/26?closed=1 This release contains...

dependencies

Bumps [ipython](https://github.com/ipython/ipython) from 6.4.0 to 8.10.0. Release notes Sourced from ipython's releases. See https://pypi.org/project/ipython/ We do not use GitHub release anymore. Please see PyPI https://pypi.org/project/ipython/ 7.9.0 No release notes provided....

dependencies

Hi, the reference to [BM25 ranking instructions](https://github.com/castorini/anserini/blob/master/docs/regressions-robust04.md) is broken in [Neural Pointwise Ranking Baselines on Robust04 - with TPU](https://github.com/castorini/pygaggle/blob/master/docs/experiments-robust04-monot5-tpu.md). It seems this page doesn't exist anymore. ![bm25_issue](https://user-images.githubusercontent.com/35712949/213586930-6146b20b-cb88-48ef-8454-114629b4b8d7.JPG)

I'd like to benchmark monoT5 against a custom dataset which has 25 possible labels/targets. The model generates a seq, I'm still not sure how you can transform that to logits...

Bumps [py](https://github.com/pytest-dev/py) from 1.5.4 to 1.11.0. Changelog Sourced from py's changelog. 1.11.0 (2021-11-04) Support Python 3.11 Support NO_COLOR environment variable Update vendored apipkg: 1.5 => 2.0 1.10.0 (2020-12-12) Fix a...

dependencies

Successfully reproduced the same numerical results for `pygaggle/docs/experiments-msmarco-passage-subset.md` on a Colab env with a T4 GPU. Encountered a small issue with the python dependencies needed to evaluate using monoBERT. ```bash...