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Anserini Regressions: NeuCLIR22 — Chinese (Query Translation)

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

  • Queries: Translated from English into Chinese
  • Documents: Original Chinese 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-zh-qt-splade

Corpus Download

Download the corpus and unpack into collections/:

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

To confirm, neuclir22-zh-splade.tar is 5.9 GB and has MD5 checksum f491137ef8a8020bfb4940a3bdeaf886. 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-zh-qt-splade \
  --corpus-path collections/neuclir22-zh-splade

Indexing

Typical indexing command:

bin/run.sh io.anserini.index.IndexCollection \
  -threads 8 \
  -collection JsonVectorCollection \
  -input /path/to/neuclir22-zh-splade \
  -generator DefaultLuceneDocumentGenerator \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -impact -pretokenized -storeRaw \
  >& logs/log.neuclir22-zh-splade &

For additional details, see explanation of common indexing options.

Retrieval

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

bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.ht-title.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade.topics.neuclir22-zh.splade.ht-title.txt \
  -impact -pretokenized &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.ht-desc.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade.topics.neuclir22-zh.splade.ht-desc.txt \
  -impact -pretokenized &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.ht-desc_title.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade.topics.neuclir22-zh.splade.ht-desc_title.txt \
  -impact -pretokenized &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.mt-title.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade.topics.neuclir22-zh.splade.mt-title.txt \
  -impact -pretokenized &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.mt-desc.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade.topics.neuclir22-zh.splade.mt-desc.txt \
  -impact -pretokenized &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.mt-desc_title.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade.topics.neuclir22-zh.splade.mt-desc_title.txt \
  -impact -pretokenized &

bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.ht-title.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade+rm3.topics.neuclir22-zh.splade.ht-title.txt \
  -impact -pretokenized -rm3 -collection JsonVectorCollection &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.ht-desc.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade+rm3.topics.neuclir22-zh.splade.ht-desc.txt \
  -impact -pretokenized -rm3 -collection JsonVectorCollection &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.ht-desc_title.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade+rm3.topics.neuclir22-zh.splade.ht-desc_title.txt \
  -impact -pretokenized -rm3 -collection JsonVectorCollection &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.mt-title.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade+rm3.topics.neuclir22-zh.splade.mt-title.txt \
  -impact -pretokenized -rm3 -collection JsonVectorCollection &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.mt-desc.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade+rm3.topics.neuclir22-zh.splade.mt-desc.txt \
  -impact -pretokenized -rm3 -collection JsonVectorCollection &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.mt-desc_title.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade+rm3.topics.neuclir22-zh.splade.mt-desc_title.txt \
  -impact -pretokenized -rm3 -collection JsonVectorCollection &

bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.ht-title.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.ht-title.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.ht-desc.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.ht-desc.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.ht-desc_title.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.ht-desc_title.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.mt-title.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.mt-title.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.mt-desc.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.mt-desc.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.neuclir22-zh-splade \
  -topics tools/topics-and-qrels/topics.neuclir22-zh.splade.mt-desc_title.txt.gz \
  -topicReader TsvInt \
  -output runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.mt-desc_title.txt \
  -impact -pretokenized -rocchio -collection JsonVectorCollection &

Evaluation can be performed using trec_eval:

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

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

bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.ht-title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.ht-title.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.ht-title.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.ht-title.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.ht-desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.ht-desc.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.ht-desc.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.ht-desc.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.ht-desc_title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.ht-desc_title.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.ht-desc_title.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.ht-desc_title.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.mt-title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.mt-title.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.mt-title.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.mt-title.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.mt-desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.mt-desc.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.mt-desc.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.mt-desc.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.mt-desc_title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.mt-desc_title.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.splade.mt-desc_title.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.neuclir22-zh.txt runs/run.neuclir22-zh-splade.splade+rocchio.topics.neuclir22-zh.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 (Chinese): title (human-translated queries) 0.2107 0.2107 0.2338
NeuCLIR 2022 (Chinese): desc (human-translated queries) 0.1763 0.1763 0.2042
NeuCLIR 2022 (Chinese): desc+title (human-translated queries) 0.2108 0.2108 0.2253
NeuCLIR 2022 (Chinese): title (machine-translated queries) 0.1850 0.1850 0.2075
NeuCLIR 2022 (Chinese): desc (machine-translated queries) 0.1495 0.1495 0.1810
NeuCLIR 2022 (Chinese): desc+title (machine-translated queries) 0.1917 0.1917 0.2139
nDCG@20 SPLADE +RM3 +Rocchio
NeuCLIR 2022 (Chinese): title (human-translated queries) 0.3110 0.3110 0.3198
NeuCLIR 2022 (Chinese): desc (human-translated queries) 0.2935 0.2935 0.2926
NeuCLIR 2022 (Chinese): desc+title (human-translated queries) 0.3143 0.3143 0.3077
NeuCLIR 2022 (Chinese): title (machine-translated queries) 0.2843 0.2843 0.2920
NeuCLIR 2022 (Chinese): desc (machine-translated queries) 0.2527 0.2527 0.2562
NeuCLIR 2022 (Chinese): desc+title (machine-translated queries) 0.2929 0.2929 0.3029
J@20 SPLADE +RM3 +Rocchio
NeuCLIR 2022 (Chinese): title (human-translated queries) 0.2930 0.2930 0.3101
NeuCLIR 2022 (Chinese): desc (human-translated queries) 0.2711 0.2711 0.3092
NeuCLIR 2022 (Chinese): desc+title (human-translated queries) 0.3000 0.3000 0.3057
NeuCLIR 2022 (Chinese): title (machine-translated queries) 0.2904 0.2904 0.3066
NeuCLIR 2022 (Chinese): desc (machine-translated queries) 0.2482 0.2482 0.2728
NeuCLIR 2022 (Chinese): desc+title (machine-translated queries) 0.2794 0.2794 0.2978
Recall@1000 SPLADE +RM3 +Rocchio
NeuCLIR 2022 (Chinese): title (human-translated queries) 0.6803 0.6803 0.7100
NeuCLIR 2022 (Chinese): desc (human-translated queries) 0.6602 0.6602 0.7205
NeuCLIR 2022 (Chinese): desc+title (human-translated queries) 0.6551 0.6551 0.7029
NeuCLIR 2022 (Chinese): title (machine-translated queries) 0.6424 0.6424 0.6861
NeuCLIR 2022 (Chinese): desc (machine-translated queries) 0.5919 0.5919 0.6096
NeuCLIR 2022 (Chinese): desc+title (machine-translated queries) 0.6312 0.6312 0.6535

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