Skip to content

Latest commit

 

History

History
97 lines (79 loc) · 3.91 KB

README.md

File metadata and controls

97 lines (79 loc) · 3.91 KB
Raw

irbench

An Open Information Retrieval Framework Benchmark for testing, benchmarking and developing IR systems.

Benchmarking

Orbit bridges different benchmark datasets such as TREC and QALD. It contain the main features necessary to benchmark IR systems. It implements parsers for the two main benchmark dataset available TREC and QALD. It contains a list of five meaures that can be used to evaluate the system answers: MAP@?, P@?, Precision, Recall, and F-measure. It also have 9 emmbeded QALD test datasets. Below you find a list of benchmark functionalities implemented.

java -jar orbit.benchmark.jar [option]:
-evaluate	<benchmarkAnswerFile|datasetID>	<systemAnswerFile>	<"measure1","measure2">	[-latex|-json]
-datasets	List available datasets for evaluation.
-measures	List available measures.
-questions ["datasetFile1","datasetFile2","datasetID1"...] [-format <format>] [-lang <lang>]

Listing available datasets

Orbit benchmark framework already comes with 9 embedded QALD datasets.

java -jar orbit.benchmark.jar -datasets
qald-5-test-multilingual
qald-7-test-multilingual
qald-3-test-multilingual
qald-6-test-multilingual
qald-9-test-multilingual
qald-4-test-multilingual
qald-2-test-multilingual
qald-1-test-multilingual
qald-8-test-multilingual
qald-9-test-multilingual

Listing available measures

There are totally 7 implemented measures while 2 are extensions (e.g. P@10 and P@100 are PrecisionAt instantiations).

java -jar orbit.benchmark.jar -measures
f-score
P@100
precision
recall
P@10
MAP@10
MAP@100

Evaluating

java -jar -evaluate "qald-8-test-multilingual" "qald-8-test-multilingual.qald.json" "MAP@10"
|	Q-ID	|	MAP@10	|
|	22	|	1.0	|
...
|	21	|	1.0	|
|	43	|	1.0	|
|	AVG	|	1.0	|

You can also have the evaluation output in latex, using the pragma -latex.

java -jar -evaluate "qald-8-test-multilingual" "qald-8-test-multilingual.qald.json" "MAP@10" -latex
\begin{center}
\begin{tabular}{| c | c |}
\hline\hline
	Q	&	MAP@10\\
\hline\hline
22	&	1.0	 \\
44	&	1.0	 \\
45	&	1.0	 \\
...

Outputing dataset(s) content(s)

java -jar orbit.benchmark.jar -questions
...
{"datasetId":"qald-8-test-multilingual","question":"What is Donald Trump's main business?", "keywords":"Donald Trump's,  business", "sparql":"PREFIX dbo: <http:\/\/dbpedia.org\/ontology\/> PREFIX dbr: <http:\/\/dbpedia.org\/resource\/> SELECT ?owner WHERE { ?owner dbo:owner dbr:Donald_Trump }" , "lang":"en"}
{"datasetId":"qald-8-test-multilingual","question":"What is the last work of Dan Brown?", "keywords":"last work,  Dan Brown", "sparql":"PREFIX dbo: <http:\/\/dbpedia.org\/ontology\/> PREFIX dbp: <http:\/\/dbpedia.org\/property\/> PREFIX dbr: <http:\/\/dbpedia.org\/resource\/> SELECT ?book ?date WHERE { ?book dbo:author dbr:Dan_Brown . ?book dbp:releaseDate|dbo:publicationDate ?date } ORDER BY DESC(?date)" , "lang":"en"}
{"datasetId":"qald-8-test-multilingual","question":"What other books have been written by the author of The Fault in Our Stars?", "keywords":"books,  author,  The Fault in Our Stars", "sparql":"PREFIX dbo: <http:\/\/dbpedia.org\/ontology\/> SELECT ?books WHERE { ?books dbo:author <http:\/\/dbpedia.org\/resource\/John_Green_(author)> }" , "lang":"en"}
{"datasetId":"qald-8-test-multilingual","question":"When was the last episode of the TV series Friends aired?", "keywords":"last episode,  Friends Tv show", "sparql":"PREFIX dbo: <http:\/\/dbpedia.org\/ontology\/> PREFIX dbr: <http:\/\/dbpedia.org\/resource\/> SELECT ?date WHERE { dbr:Friends dbo:completionDate ?date }" , "lang":"en"}