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Anserini Regressions: HC4 (v1.0) — Persian

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

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-fa

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-fa \
  --corpus-path collections/hc4-v1.0-fa

Indexing

Typical indexing command:

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

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

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

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

Evaluation can be performed using trec_eval:

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

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

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

Effectiveness

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

MAP BM25 (default) +RM3 +Rocchio
HC4 (Persian): dev-topic title 0.2971 0.2865 0.3030
HC4 (Persian): dev-topic description 0.3243 0.3402 0.3721
HC4 (Persian): dev-topic description+title 0.3366 0.2919 0.3881
HC4 (Persian): test-topic title 0.2877 0.2954 0.2954
HC4 (Persian): test-topic description 0.2928 0.2807 0.2928
HC4 (Persian): test-topic description+title 0.3285 0.3042 0.3274
nDCG@20 BM25 (default) +RM3 +Rocchio
HC4 (Persian): dev-topic title 0.3445 0.3446 0.3161
HC4 (Persian): dev-topic description 0.3475 0.3862 0.3895
HC4 (Persian): dev-topic description+title 0.3665 0.3454 0.3962
HC4 (Persian): test-topic title 0.3846 0.3812 0.3861
HC4 (Persian): test-topic description 0.4039 0.3755 0.3811
HC4 (Persian): test-topic description+title 0.4489 0.4049 0.4256
J@20 BM25 (default) +RM3 +Rocchio
HC4 (Persian): dev-topic title 0.4100 0.3300 0.3950
HC4 (Persian): dev-topic description 0.4750 0.3500 0.5100
HC4 (Persian): dev-topic description+title 0.4700 0.3450 0.5250
HC4 (Persian): test-topic title 0.4010 0.3800 0.4350
HC4 (Persian): test-topic description 0.3890 0.3590 0.4300
HC4 (Persian): test-topic description+title 0.4420 0.3800 0.4580
Recall@1000 BM25 (default) +RM3 +Rocchio
HC4 (Persian): dev-topic title 0.7794 0.7683 0.8039
HC4 (Persian): dev-topic description 0.8491 0.7737 0.8838
HC4 (Persian): dev-topic description+title 0.9129 0.8102 0.9154
HC4 (Persian): test-topic title 0.8223 0.7755 0.8560
HC4 (Persian): test-topic description 0.8402 0.7487 0.8738
HC4 (Persian): test-topic description+title 0.8651 0.8055 0.8883

The above results reproduce the BM25 title queries run in Table 2 of this paper.

Reproduction Log*

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