twitter-tools

by lintool

lintool / twitter-tools

Twitter Tools

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Twitter Tools

This repo holds a collection of tools for the TREC Microblog tracks, which officially ended in 2015. The track mailing list can be found at [email protected].

Archival Documents

API Access

The Microblog tracks in 2013 and 2014 used the "evaluation as a service" (EaaS) model, where teams interact with the official corpus via a common API. Although the evaluation has ended, the API is still available for researcher use.

To request access to the API, follow these steps:

  1. Fill out the API usage agreement.
  2. Email the usage agreement to
    [email protected]
    .
  3. After NIST receives your request, you will receive an access token from NIST.
  4. The code for accessing the API can be found in this repository. The endpoint of API itself (i.e., hostname, port) will be provided by NIST.

Getting Stated

The main Maven artifact for the TREC Microblog API is

twitter-tools-core
. The latest releases of Maven artifacts are available at Maven Central.

You can clone the repo with the following command:

$ git clone git://github.com/lintool/twitter-tools.git

Once you've cloned the repository, change directory into

twitter-tools-core
and build the package with Maven:
$ cd twitter-tools-core
$ mvn clean package appassembler:assemble

For more information, see the project wiki.

Replicating TREC Baselines

One advantage of the TREC Microblog API is that it is possible to deploy a community baseline whose results are replicable by anyone. The

raw
results are simply the output of the API unmodified. The
baseline
results are the
raw
results that have been post-processed to remove retweets and break score ties by reverse chronological order (earliest first).

To run the

raw
results for TREC 2011, issue the following command:
sh target/appassembler/bin/RunQueriesThrift \
 -host [host] -port [port] -group [group] -token [token] \
 -queries ../data/topics.microblog2011.txt > run.microblog2011.raw.txt

And to run the

baseline
results for TREC 2011, issue the following command:
sh target/appassembler/bin/RunQueriesBaselineThrift \
 -host [host] -port [port] -group [group] -token [token] \
 -queries ../data/topics.microblog2011.txt > run.microblog2011.baseline.txt

Note that

trec_eval
is included in
twitter-tools/etc
(just needs to be compiled), and the qrels are stored in
twitter-tools/data
(just needs to be uncompressed), so you can evaluate as follows:
../etc/trec_eval.9.0/trec_eval ../data/qrels.microblog2011.txt run.microblog2011.raw.txt

Similar commands will allow you to replicate runs for TREC 2012 and TREC 2013. With

trec_eval
, you should get exactly the following results:

MAP

raw baseline
TREC 2011 0.3050 0.3576
TREC 2012 0.1751 0.2091
TREC 2013 0.2044 0.2532
TREC 2014 0.3090 0.3924

P30

raw baseline
TREC 2011 0.3483 0.4000
TREC 2012 0.2831 0.3311
TREC 2013 0.3761 0.4450
TREC 2014 0.5145 0.6182

License

Licensed under the Apache License, Version 2.0.

Acknowledgments

This work is supported in part by the National Science Foundation under award IIS-1218043. Any opinions, findings, and conclusions or recommendations expressed are those of the researchers and do not necessarily reflect the views of the National Science Foundation.

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