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Anserini Regressions: NeuCLIR22 — Persian (Query Translation)

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

  • Queries: Translated from English into Persian
  • Documents: Original Persian 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-fa-qt-splade

Corpus Download

Download the corpus and unpack into collections/:

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

To confirm, neuclir22-fa-splade.tar is 4.0 GB and has MD5 checksum 10fddf0b2a132b9514767bed87ca2693. 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-fa-qt-splade \
  --corpus-path collections/neuclir22-fa-splade

Indexing

Typical indexing command:

target/appassembler/bin/IndexCollection \
  -collection JsonVectorCollection \
  -input /path/to/neuclir22-fa-splade \
  -index indexes/lucene-index.neuclir22-fa-splade \
  -generator DefaultLuceneDocumentGenerator \
  -threads 8 -impact -pretokenized -storeRaw \
  >& logs/log.neuclir22-fa-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-fa-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-fa.splade.ht-title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.ht-title.txt \
  -impact -pretokenized &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-fa-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-fa.splade.ht-desc.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.ht-desc.txt \
  -impact -pretokenized &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-fa-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-fa.splade.ht-desc_title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.ht-desc_title.txt \
  -impact -pretokenized &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-fa-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-fa.splade.mt-title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.mt-title.txt \
  -impact -pretokenized &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-fa-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-fa.splade.mt-desc.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.mt-desc.txt \
  -impact -pretokenized &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-fa-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-fa.splade.mt-desc_title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.mt-desc_title.txt \
  -impact -pretokenized &

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

target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-fa-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-fa.splade.ht-title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.ht-title.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-fa-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-fa.splade.ht-desc.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.ht-desc.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-fa-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-fa.splade.ht-desc_title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.ht-desc_title.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-fa-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-fa.splade.mt-title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.mt-title.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-fa-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-fa.splade.mt-desc.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.mt-desc.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &
target/appassembler/bin/SearchCollection \
  -index indexes/lucene-index.neuclir22-fa-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-fa.splade.mt-desc_title.txt.gz \
  -topicreader TsvInt \
  -output runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.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-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.ht-title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.ht-desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.ht-desc_title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.ht-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.ht-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.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-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.mt-title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.mt-desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.mt-desc_title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.mt-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.splade.mt-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade.topics.neuclir22-fa.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-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.ht-title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.ht-desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.ht-desc_title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.ht-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.ht-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.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-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.mt-title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.mt-desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.mt-desc_title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.mt-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.splade.mt-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rm3.topics.neuclir22-fa.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-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.ht-title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.ht-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.ht-desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.ht-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.ht-desc_title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.ht-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.ht-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.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-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.mt-title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.mt-title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.mt-desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.mt-desc.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.mt-desc_title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.mt-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.splade.mt-desc_title.txt
tools/eval/trec_eval.9.0.4/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-fa.txt runs/run.neuclir22-fa-splade.splade+rocchio.topics.neuclir22-fa.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 (Persian): title (human-translated queries) 0.2896 0.2896 0.2984
NeuCLIR 2022 (Persian): desc (human-translated queries) 0.2959 0.2959 0.2931
NeuCLIR 2022 (Persian): desc+title (human-translated queries) 0.3376 0.3376 0.2905
NeuCLIR 2022 (Persian): title (machine-translated queries) 0.2957 0.2957 0.2836
NeuCLIR 2022 (Persian): desc (machine-translated queries) 0.2890 0.2890 0.2824
NeuCLIR 2022 (Persian): desc+title (machine-translated queries) 0.3313 0.3313 0.3136
nDCG@20 SPLADE +RM3 +Rocchio
NeuCLIR 2022 (Persian): title (human-translated queries) 0.4301 0.4301 0.4348
NeuCLIR 2022 (Persian): desc (human-translated queries) 0.4413 0.4413 0.4232
NeuCLIR 2022 (Persian): desc+title (human-translated queries) 0.4788 0.4788 0.4146
NeuCLIR 2022 (Persian): title (machine-translated queries) 0.4437 0.4437 0.4193
NeuCLIR 2022 (Persian): desc (machine-translated queries) 0.4300 0.4300 0.4121
NeuCLIR 2022 (Persian): desc+title (machine-translated queries) 0.4728 0.4728 0.4444
J@20 SPLADE +RM3 +Rocchio
NeuCLIR 2022 (Persian): title (human-translated queries) 0.3684 0.3684 0.3759
NeuCLIR 2022 (Persian): desc (human-translated queries) 0.3741 0.3741 0.3952
NeuCLIR 2022 (Persian): desc+title (human-translated queries) 0.3952 0.3952 0.4035
NeuCLIR 2022 (Persian): title (machine-translated queries) 0.3632 0.3632 0.3680
NeuCLIR 2022 (Persian): desc (machine-translated queries) 0.3737 0.3737 0.3921
NeuCLIR 2022 (Persian): desc+title (machine-translated queries) 0.3895 0.3895 0.4035
Recall@1000 SPLADE +RM3 +Rocchio
NeuCLIR 2022 (Persian): title (human-translated queries) 0.7652 0.7652 0.7897
NeuCLIR 2022 (Persian): desc (human-translated queries) 0.8173 0.8173 0.8175
NeuCLIR 2022 (Persian): desc+title (human-translated queries) 0.8329 0.8329 0.8245
NeuCLIR 2022 (Persian): title (machine-translated queries) 0.8045 0.8045 0.8099
NeuCLIR 2022 (Persian): desc (machine-translated queries) 0.8172 0.8172 0.8117
NeuCLIR 2022 (Persian): desc+title (machine-translated queries) 0.8437 0.8437 0.8350

Reproduction Log*

To add to this reproduction log, modify this template and run bin/build.sh to rebuild the documentation.