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Experimaestro common module for IR experiments

Project description

pre-commit Documentation Status

Information Retrieval for experimaestro

Information Retrieval module for experimaestro

The full documentation can be read at IR@experimaestro.

Install

Base experimaestro-IR can be installed with pip install xpmir. Functionalities can be added by installing optional dependencies:

  • pip install xpmir[neural] to install neural-IR packages (torch, etc.)
  • pip install xpmir[anserini] to install Anserini related packages

What's inside?

  • Collection management (using datamaestro)
    • []
  • Subsampling topic/assessments
  • Representation
    • Word Embeddings
    • HuggingFace transformers
  • Indexing and retrieval
    • Anserini
  • Learning to Rank
    • Pointwise
    • Pairwise
  • Neural IR:
    • Dual/Cross-Encoder
    • DRMM
    • ColBERT

Examples

Thanks

Some parts of the code have been adapted from OpenNIR

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