Experimaestro common module for IR experiments
Project description
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
Project details
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