experimaestro-ir 0.2.5

Experimaestro common module for IR experiments

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

• BM25 retrieval
• MS Marco (DRMM and ColBERT)

Thanks

Some parts of the code have been adapted from OpenNIR