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Craig Macdonald's Projects

ance icon ance

A novel embedding training algorithm leveraging ANN search and achieved SOTA retrieval on Trec DL 2019 and OpenQA benchmarks

berkeleylm icon berkeleylm

Automatically exported from code.google.com/p/berkeleylm

bert-qe icon bert-qe

Code and resources for the paper "BERT-QE: Contextualized Query Expansion for Document Re-ranking".

beta-recsys icon beta-recsys

Beta-RecSys: Build, Evaluate and Tune Automated Recommender Systems

bigcows icon bigcows

Scrapes citation statistics from Google Scholar

bpr icon bpr

Leave-one-out evaluation for BPR on Yelp round13 dataset

castor icon castor

Deep learning for information retrieval with PyTorch

cedr icon cedr

Code for CEDR: Contextualized Embeddings for Document Ranking, accepted at SIGIR 2019.

colbert icon colbert

ColBERT: Contextualized Late Interaction over BERT (code for SIGIR'20 paper)

contriever icon contriever

Contriever: Unsupervised Dense Information Retrieval with Contrastive Learning

deepct icon deepct

DeepCT and HDCT uses BERT to generate novel, context-aware bag-of-words term weights for documents and queries.

faiss icon faiss

A library for efficient similarity search and clustering of dense vectors.

fastutil icon fastutil

fastutil extends the Java™ Collections Framework by providing type-specific maps, sets, lists and queues.

gpl icon gpl

Powerful unsupervised domain adaptation method for dense retrieval. Requires only unlabeled corpus and yields massive improvement: "GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval" https://arxiv.org/abs/2112.07577

ir_datasets icon ir_datasets

Provides a common interface to many IR ranking datasets.

ir_measures icon ir_measures

provides a common interface to many IR measure tools

jforests icon jforests

Automatically exported from code.google.com/p/jforests

jig icon jig

A jig for controlling IR experimental runs

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