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Anserini Regressions: NeuCLIR22 — Russian (Query Translation)

This page presents query translation regression experiments for the TREC 2022 NeuCLIR Track, Russian, with the following configuration:

  • Queries: Translated from English into Russian
  • Documents: Original Russian corpus
  • Model: SPLADE NeuCLIR22

The exact configurations for these regressions are stored in this YAML file. Note that this page is automatically generated from this template as part of Anserini's regression pipeline, so do not modify this page directly; modify the template instead.

We make available a version of the corpus that has already been encoded with SPLADE NeuCLIR22, i.e., we performed model inference on every document and stored the output sparse vectors. Thus, no neural inference is required to reproduce these experiments; see instructions below.

From one of our Waterloo servers (e.g., orca), the following command will perform the complete regression, end to end:

python src/main/python/run_regression.py --index --verify --search --regression neuclir22-ru-qt-splade

Corpus Download

Download the corpus and unpack into collections/:

wget https://rgw.cs.uwaterloo.ca/pyserini/data/neuclir22-ru-splade.tar -P collections/
tar xvf collections/neuclir22-ru-splade.tar -C collections/

To confirm, neuclir22-ru-splade.tar is 11 GB and has MD5 checksum 453a5be6913b2ab32c18541b2882c821. With the corpus downloaded, the following command will perform the remaining steps below:

python src/main/python/run_regression.py --index --verify --search --regression neuclir22-ru-qt-splade \
  --corpus-path collections/neuclir22-ru-splade

Indexing

Typical indexing command:

target/appassembler/bin/IndexCollection \
  -collection JsonVectorCollection \
  -input /path/to/neuclir22-ru-splade \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -generator DefaultLuceneDocumentGenerator \
  -threads 8 -impact -pretokenized -storeRaw \
  >& logs/log.neuclir22-ru-splade &

For additional details, see explanation of common indexing options.

Retrieval

After indexing has completed, you should be able to perform retrieval as follows:

target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.ht-title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.ht-title.txt \
  -impact -pretokenized &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.ht-desc.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.ht-desc.txt \
  -impact -pretokenized &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.ht-desc_title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.ht-desc_title.txt \
  -impact -pretokenized &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.mt-title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.mt-title.txt \
  -impact -pretokenized &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.mt-desc.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.mt-desc.txt \
  -impact -pretokenized &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.mt-desc_title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.mt-desc_title.txt \
  -impact -pretokenized &

target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.ht-title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.ht-title.txt \
  -impact -pretokenized -rm3 -collection JsonVectorCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.ht-desc.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.ht-desc.txt \
  -impact -pretokenized -rm3 -collection JsonVectorCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.ht-desc_title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.ht-desc_title.txt \
  -impact -pretokenized -rm3 -collection JsonVectorCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.mt-title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.mt-title.txt \
  -impact -pretokenized -rm3 -collection JsonVectorCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.mt-desc.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.mt-desc.txt \
  -impact -pretokenized -rm3 -collection JsonVectorCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.mt-desc_title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.mt-desc_title.txt \
  -impact -pretokenized -rm3 -collection JsonVectorCollection &

target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.ht-title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.ht-title.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.ht-desc.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.ht-desc.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.ht-desc_title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.ht-desc_title.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.mt-title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.mt-title.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.mt-desc.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.mt-desc.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-ru-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-ru.splade.mt-desc_title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.mt-desc_title.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &

Evaluation can be performed using trec_eval:

tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.ht-title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.ht-desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.ht-desc_title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.ht-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.ht-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.ht-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.mt-title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.mt-desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.mt-desc_title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.mt-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.mt-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade.topics.neuclir22-ru.splade.mt-desc_title.txt

tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.ht-title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.ht-desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.ht-desc_title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.ht-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.ht-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.ht-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.mt-title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.mt-desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.mt-desc_title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.mt-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.mt-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rm3.topics.neuclir22-ru.splade.mt-desc_title.txt

tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.ht-title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.ht-desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.ht-desc_title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.ht-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.ht-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.ht-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.mt-title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.mt-desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.mt-desc_title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.mt-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.mt-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-ru.txt runs/run.neuclir22-ru-splade.splade+rocchio.topics.neuclir22-ru.splade.mt-desc_title.txt

Effectiveness

With the above commands, you should be able to reproduce the following results:

MAP SPLADE +RM3 +Rocchio
NeuCLIR 2022 (Russian): title (human-translated queries) 0.3276 0.3276 0.3072
NeuCLIR 2022 (Russian): desc (human-translated queries) 0.2721 0.2721 0.2953
NeuCLIR 2022 (Russian): desc+title (human-translated queries) 0.2848 0.2848 0.3019
NeuCLIR 2022 (Russian): title (machine-translated queries) 0.3212 0.3212 0.3097
NeuCLIR 2022 (Russian): desc (machine-translated queries) 0.2604 0.2604 0.2891
NeuCLIR 2022 (Russian): desc+title (machine-translated queries) 0.2808 0.2808 0.2929
nDCG@20 SPLADE +RM3 +Rocchio
NeuCLIR 2022 (Russian): title (human-translated queries) 0.4594 0.4594 0.4322
NeuCLIR 2022 (Russian): desc (human-translated queries) 0.3922 0.3922 0.4133
NeuCLIR 2022 (Russian): desc+title (human-translated queries) 0.4214 0.4214 0.4316
NeuCLIR 2022 (Russian): title (machine-translated queries) 0.4452 0.4452 0.4337
NeuCLIR 2022 (Russian): desc (machine-translated queries) 0.3792 0.3792 0.3965
NeuCLIR 2022 (Russian): desc+title (machine-translated queries) 0.4156 0.4156 0.4075
J@20 SPLADE +RM3 +Rocchio
NeuCLIR 2022 (Russian): title (human-translated queries) 0.3645 0.3645 0.3754
NeuCLIR 2022 (Russian): desc (human-translated queries) 0.3684 0.3684 0.3689
NeuCLIR 2022 (Russian): desc+title (human-translated queries) 0.3860 0.3860 0.3947
NeuCLIR 2022 (Russian): title (machine-translated queries) 0.3706 0.3706 0.3807
NeuCLIR 2022 (Russian): desc (machine-translated queries) 0.3689 0.3689 0.3697
NeuCLIR 2022 (Russian): desc+title (machine-translated queries) 0.3846 0.3846 0.3947
Recall@1000 SPLADE +RM3 +Rocchio
NeuCLIR 2022 (Russian): title (human-translated queries) 0.7739 0.7739 0.7946
NeuCLIR 2022 (Russian): desc (human-translated queries) 0.7200 0.7200 0.7209
NeuCLIR 2022 (Russian): desc+title (human-translated queries) 0.7612 0.7612 0.7776
NeuCLIR 2022 (Russian): title (machine-translated queries) 0.7725 0.7725 0.7918
NeuCLIR 2022 (Russian): desc (machine-translated queries) 0.7150 0.7150 0.7090
NeuCLIR 2022 (Russian): desc+title (machine-translated queries) 0.7669 0.7669 0.7590

Reproduction Log*

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