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can't reproduce DeepCT results with evaluate_deepct.py #176

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jeka-e opened this issue Jun 17, 2024 · 0 comments
Open

can't reproduce DeepCT results with evaluate_deepct.py #176

jeka-e opened this issue Jun 17, 2024 · 0 comments

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@jeka-e
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jeka-e commented Jun 17, 2024

Hi!

We are trying to reproduce the beir results for DeepCT framework on NF Corpus for our university project, however, we get very different scores. The paper reports an NDCG@10 of 0.283 while we get 0.2146. What we did was:

  • cloned this repository
  • cloned DeepCT repo
  • pulled the Docker container beir/pyserini-fastapi
  • run the container: docker run -p 8000:8000 -it --rm beir/pyserini-fastapi
  • downgrade the tf version to 2.15 (tf.estimator is deprecated in 2.16)
  • change the dataset to nfcorpus
  • run evaluate_deepct.py

We didn't change anything inside the scripts, so we assume the model is exactly the same.

Were there any major changes to the repository code after the paper had been released that could cause such big mismatches?

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