Anserini: Regressions for the New York Times (Core17)
Typical indexing command:
nohup sh target/appassembler/bin/IndexCollection -collection \
NewYorkTimesCollection -generator JsoupGenerator -threads 16 -input \
/path/to/core17 -index lucene-index.core17.pos+docvectors+rawdocs \
-storePositions -storeDocvectors -storeRawDocs >& \
log.core17.pos+docvectors+rawdocs &
The directory /path/to/nyt_corpus/ should be the root directory of TREC Core2017 collection, i.e., ls /path/to/nyt_corpus/
should bring up a bunch of subdirectories, 1987 to 2007.
For additional details, see explanation of common indexing options.
Topics and qrels are stored in src/main/resources/topics-and-qrels/, downloaded from NIST:
topics.core17.txt: Topics that were assessed by NIST assessors (TREC 2017 NYT)qrels.core17.txt: qrels judgments produced by NIST assessors (TREC 2017 NYT)
After indexing has completed, you should be able to perform retrieval as follows:
nohup target/appassembler/bin/SearchCollection -topicreader Trec -index lucene-index.core17.pos+docvectors+rawdocs -topics src/main/resources/topics-and-qrels/topics.core17.txt -output run.core17.bm25.topics.core17.txt -bm25 &
nohup target/appassembler/bin/SearchCollection -topicreader Trec -index lucene-index.core17.pos+docvectors+rawdocs -topics src/main/resources/topics-and-qrels/topics.core17.txt -output run.core17.bm25+rm3.topics.core17.txt -bm25 -rm3 &
nohup target/appassembler/bin/SearchCollection -topicreader Trec -index lucene-index.core17.pos+docvectors+rawdocs -topics src/main/resources/topics-and-qrels/topics.core17.txt -output run.core17.bm25+ax.topics.core17.txt -bm25 -axiom -rerankCutoff 20 -axiom.deterministic &
nohup target/appassembler/bin/SearchCollection -topicreader Trec -index lucene-index.core17.pos+docvectors+rawdocs -topics src/main/resources/topics-and-qrels/topics.core17.txt -output run.core17.ql.topics.core17.txt -ql &
nohup target/appassembler/bin/SearchCollection -topicreader Trec -index lucene-index.core17.pos+docvectors+rawdocs -topics src/main/resources/topics-and-qrels/topics.core17.txt -output run.core17.ql+rm3.topics.core17.txt -ql -rm3 &
nohup target/appassembler/bin/SearchCollection -topicreader Trec -index lucene-index.core17.pos+docvectors+rawdocs -topics src/main/resources/topics-and-qrels/topics.core17.txt -output run.core17.ql+ax.topics.core17.txt -ql -axiom -rerankCutoff 20 -axiom.deterministic &
Evaluation can be performed using trec_eval:
eval/trec_eval.9.0.4/trec_eval -m map -m P.30 src/main/resources/topics-and-qrels/qrels.core17.txt run.core17.bm25.topics.core17.txt
eval/trec_eval.9.0.4/trec_eval -m map -m P.30 src/main/resources/topics-and-qrels/qrels.core17.txt run.core17.bm25+rm3.topics.core17.txt
eval/trec_eval.9.0.4/trec_eval -m map -m P.30 src/main/resources/topics-and-qrels/qrels.core17.txt run.core17.bm25+ax.topics.core17.txt
eval/trec_eval.9.0.4/trec_eval -m map -m P.30 src/main/resources/topics-and-qrels/qrels.core17.txt run.core17.ql.topics.core17.txt
eval/trec_eval.9.0.4/trec_eval -m map -m P.30 src/main/resources/topics-and-qrels/qrels.core17.txt run.core17.ql+rm3.topics.core17.txt
eval/trec_eval.9.0.4/trec_eval -m map -m P.30 src/main/resources/topics-and-qrels/qrels.core17.txt run.core17.ql+ax.topics.core17.txt
With the above commands, you should be able to replicate the following results:
| MAP | BM25 | +RM3 | +Ax | QL | +RM3 | +Ax |
|---|---|---|---|---|---|---|
| TREC 2017 Common Core Track Topics | 0.2087 | 0.2823 | 0.2788 | 0.2032 | 0.2606 | 0.2613 |
| P30 | BM25 | +RM3 | +Ax | QL | +RM3 | +Ax |
|---|---|---|---|---|---|---|
| TREC 2017 Common Core Track Topics | 0.4293 | 0.5093 | 0.4980 | 0.4467 | 0.4827 | 0.4953 |