TY - GEN
T1 - Intelligence analysis of Tay Twitter bot
AU - Mathur, Vinayak
AU - Stavrakas, Yannis
AU - Singh, Sanjay
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2016/1/1
Y1 - 2016/1/1
N2 - The aim of this paper is to provide a framework to understand and analyse the intelligence of chat-bots. With the ever increasing number of chat-bots available, we have considered intelligence analysis to be a functional parameter to determine the usefulness of a bot. For our analysis, we consider Microsoft's Twitter bot Tay released for online interaction in March 2016. We perform various natural language processing tasks on the tweets tweeted by and tweeted at Tay and discuss the implications of the results. We perform classification, text categorization, entity extraction, latent Dirichlet allocation analysis, frequency analysis and model the vocabulary used by the bot using a word2vec system to achieve this goal. Using the results from our analysis we define a metric called the bot intelligence score to evaluate and compare the intelligence of bots in general.
AB - The aim of this paper is to provide a framework to understand and analyse the intelligence of chat-bots. With the ever increasing number of chat-bots available, we have considered intelligence analysis to be a functional parameter to determine the usefulness of a bot. For our analysis, we consider Microsoft's Twitter bot Tay released for online interaction in March 2016. We perform various natural language processing tasks on the tweets tweeted by and tweeted at Tay and discuss the implications of the results. We perform classification, text categorization, entity extraction, latent Dirichlet allocation analysis, frequency analysis and model the vocabulary used by the bot using a word2vec system to achieve this goal. Using the results from our analysis we define a metric called the bot intelligence score to evaluate and compare the intelligence of bots in general.
UR - http://www.scopus.com/inward/record.url?scp=85020043178&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85020043178&partnerID=8YFLogxK
U2 - 10.1109/IC3I.2016.7917966
DO - 10.1109/IC3I.2016.7917966
M3 - Conference contribution
AN - SCOPUS:85020043178
T3 - Proceedings of the 2016 2nd International Conference on Contemporary Computing and Informatics, IC3I 2016
SP - 231
EP - 236
BT - Proceedings of the 2016 2nd International Conference on Contemporary Computing and Informatics, IC3I 2016
A2 - Aradhya, V N Manjunatha
A2 - Niranjan, S K
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2nd International Conference on Contemporary Computing and Informatics, IC3I 2016
Y2 - 14 December 2016 through 17 December 2016
ER -