regressions-hc4-v1.0-ru.md

Anserini Regressions: HC4 (v1.0) — Russian

This page documents BM25 regression experiments for HC4 (v1.0) — Russian (paper). To be clear, the queries are in Russian (human translations) and the corpus is in Russian.

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.

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 hc4-v1.0-ru

Corpus Download

The HC4 corpus can be downloaded following the instructions here.

After download, verify that all and only specified documents have been downloaded by running the code provided here.

With the corpus downloaded, unpack into collections/ and run the following command to perform the remaining steps below:

python src/main/python/run_regression.py --index --verify --search --regression hc4-v1.0-ru \
  --corpus-path collections/hc4-v1.0-ru

Indexing

Typical indexing command:

bin/run.sh io.anserini.index.IndexCollection \
  -collection NeuClirCollection \
  -input /path/to/hc4-v1.0-ru \
  -generator DefaultLuceneDocumentGenerator \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -threads 8 -storePositions -storeDocvectors -storeRaw -language ru \
  >& logs/log.hc4-v1.0-ru &

See this page for more details about the HC4 corpus. 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.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.dev.title.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.dev.title.txt \
  -bm25 -language ru &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.dev.desc.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.dev.desc.txt \
  -bm25 -language ru &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.dev.desc.title.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.dev.desc.title.txt \
  -bm25 -language ru &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.test.title.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.test.title.txt \
  -bm25 -language ru &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.test.desc.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.test.desc.txt \
  -bm25 -language ru &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.test.desc.title.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.test.desc.title.txt \
  -bm25 -language ru &

bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.dev.title.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.dev.title.txt \
  -bm25 -rm3 -language ru &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.dev.desc.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.dev.desc.txt \
  -bm25 -rm3 -language ru &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.dev.desc.title.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.dev.desc.title.txt \
  -bm25 -rm3 -language ru &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.test.title.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.test.title.txt \
  -bm25 -rm3 -language ru &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.test.desc.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.test.desc.txt \
  -bm25 -rm3 -language ru &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.test.desc.title.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.test.desc.title.txt \
  -bm25 -rm3 -language ru &

bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.dev.title.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.dev.title.txt \
  -bm25 -rocchio -language ru &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.dev.desc.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.dev.desc.txt \
  -bm25 -rocchio -language ru &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.dev.desc.title.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.dev.desc.title.txt \
  -bm25 -rocchio -language ru &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.test.title.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.test.title.txt \
  -bm25 -rocchio -language ru &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.test.desc.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.test.desc.txt \
  -bm25 -rocchio -language ru &
bin/run.sh io.anserini.search.SearchCollection \
  -index indexes/lucene-index.hc4-v1.0-ru \
  -topics tools/topics-and-qrels/topics.hc4-v1.0-ru.test.desc.title.tsv \
  -topicReader TsvInt \
  -output runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.test.desc.title.txt \
  -bm25 -rocchio -language ru &

Evaluation can be performed using trec_eval:

bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.dev.title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.dev.title.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.dev.title.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.dev.title.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.dev.desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.dev.desc.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.dev.desc.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.dev.desc.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.dev.desc.title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.dev.desc.title.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.dev.desc.title.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.dev.desc.title.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.test.title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.test.title.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.test.title.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.test.title.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.test.desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.test.desc.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.test.desc.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.test.desc.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.test.desc.title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.test.desc.title.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.test.desc.title.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default.topics.hc4-v1.0-ru.test.desc.title.txt

bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.dev.title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.dev.title.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.dev.title.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.dev.title.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.dev.desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.dev.desc.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.dev.desc.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.dev.desc.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.dev.desc.title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.dev.desc.title.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.dev.desc.title.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.dev.desc.title.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.test.title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.test.title.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.test.title.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.test.title.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.test.desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.test.desc.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.test.desc.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.test.desc.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.test.desc.title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.test.desc.title.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.test.desc.title.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rm3.topics.hc4-v1.0-ru.test.desc.title.txt

bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.dev.title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.dev.title.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.dev.title.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.dev.title.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.dev.desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.dev.desc.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.dev.desc.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.dev.desc.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.dev.desc.title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.dev.desc.title.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.dev.desc.title.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.dev.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.dev.desc.title.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.test.title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.test.title.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.test.title.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.test.title.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.test.desc.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.test.desc.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.test.desc.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.test.desc.txt
bin/trec_eval -c -m ndcg_cut.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.test.desc.title.txt
python -m pyserini.eval.trec_eval -c -m judged.20 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.test.desc.title.txt
bin/trec_eval -c -m recall.1000 tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.test.desc.title.txt
bin/trec_eval -c -m map tools/topics-and-qrels/qrels.hc4-v1.0-ru.test.txt runs/run.hc4-v1.0-ru.bm25-default+rocchio.topics.hc4-v1.0-ru.test.desc.title.txt

Effectiveness

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

MAP	BM25 (default)	+RM3	+Rocchio
HC4 (Russian): dev-topic title	0.2937	0.2389	0.3995
HC4 (Russian): dev-topic description	0.2373	0.0842	0.2817
HC4 (Russian): dev-topic description+title	0.3186	0.2163	0.3564
HC4 (Russian): test-topic title	0.2186	0.2375	0.2641
HC4 (Russian): test-topic description	0.1883	0.1896	0.2250
HC4 (Russian): test-topic description+title	0.2265	0.2317	0.2732
nDCG@20	BM25 (default)	+RM3	+Rocchio
HC4 (Russian): dev-topic title	0.3942	0.3376	0.4719
HC4 (Russian): dev-topic description	0.2580	0.1838	0.3168
HC4 (Russian): dev-topic description+title	0.3972	0.3410	0.4400
HC4 (Russian): test-topic title	0.2944	0.3209	0.3163
HC4 (Russian): test-topic description	0.2456	0.2461	0.2767
HC4 (Russian): test-topic description+title	0.2989	0.3007	0.3265
J@20	BM25 (default)	+RM3	+Rocchio
HC4 (Russian): dev-topic title	0.4375	0.4500	0.5125
HC4 (Russian): dev-topic description	0.5125	0.3625	0.5500
HC4 (Russian): dev-topic description+title	0.5000	0.4625	0.5875
HC4 (Russian): test-topic title	0.3470	0.3630	0.3930
HC4 (Russian): test-topic description	0.3180	0.2950	0.3510
HC4 (Russian): test-topic description+title	0.3670	0.3530	0.3990
Recall@1000	BM25 (default)	+RM3	+Rocchio
HC4 (Russian): dev-topic title	0.8432	0.7598	0.8710
HC4 (Russian): dev-topic description	0.5942	0.3707	0.6171
HC4 (Russian): dev-topic description+title	0.7619	0.6428	0.7639
HC4 (Russian): test-topic title	0.7182	0.7208	0.7728
HC4 (Russian): test-topic description	0.7355	0.6530	0.7680
HC4 (Russian): test-topic description+title	0.7721	0.7335	0.8271

Reproduction Log*

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

• Results reproduced by @lintool on 2022-07-13 (commit 500e87)