## 6 Results and Discussion
### Experiment II: Victims vs. Threat
\begin{table}
\begin{tabular}{c c c} \hline \hline \multicolumn{2}{c}{**Predicted Labels**} \\ \hline \multicolumn{2}{c}{_Stereotype_} & _Nonstereotype_ \\ \hline \multicolumn{2}{c}{_Stereotype_} & 1451 & 222 \\ \hline \multicolumn{2}{c}{_Nonstereotype_} & 240 & 1433 \\ \hline \hline \end{tabular}
\end{table} 
Table 5: Confusion matrix of BETO in Experiment I on Stereotype vs. Nonsstereotype. \begin{table}
\begin{tabular}{l l} \hline \hline
**Classified Examples with the Right Label** \\ \hline
1. _Nos gustaria que lo acompanara de politica migratoria real tambien_. (Nonstereotype) \\ (We would like that actual immigration policy was considered as well.) \\
2. _Sehorta, la politica de integracion es la gran asignatura penaliente_. (Nonstereotype) \\ (Ladies and gentlemen, integration policy is the great pending issue.) \\
3. _Es decir, se tiente que cambiar la politica de imminacion del Goüierno_. (Nonstereotype) \\ (In other words, the government’s immigration policy has to be changed.) \\
4. _El severatie de empleo dijo: Espatha seguit necessando immigrants._ (S: Economical Resource) \\ (The employment secretary said: Spain will continue needing immigrants.) \\
5. _En lo que va de aho han llegado a Camarias mds de 3500 personus en petaras_. (S: Threat) \\ (So far this year, more than 3500 people have arrived in the Canary Islands in boats.) \\
6. _El probema, sehora vicpresidenta, est en que en el cuerno de Africa mueren todas las semanas 40,000 niños por faltu de nutricion_. (S: Victims) (The problem, Vice President, is that 40,000 children die every week in the Horn of Africa due to lack of nutrition.) \\ \hline
**Misclassified Examples** \\ \hline
1. _Entendemos que Espatha puede jugar un paped destacado en cuanto a este probema, pero Europa serd más cretble si afronta problemas reales que los ciudadantos perciban_. (Nonstereotype) \\ (We understand that Spain can play a leading role in this problem, but Europe will be more credible if it faces real problems that citizens perceive.) \\
2. _Evidentemente nos encontramos ante una situacion compleja, la relativa a las remesas en un momento en el que la politica migratoria ha adjuito una gran dimension_. (Nonstereotype) \\ (Obviously we face with a complex situation, relating to remittances at a time when migration policy has acquired a great dimension.) \\
3. _Desde que aprobamas en 1985 la Ley de extranjeria, de los derechos y obligaciones de los extranjeros en Espatha, ha mantenido una linea congruente._ (Nonstereotype) \\ (Since we approved in 1985 the Law on foreigners, on the rights and obligations of foreigners in Spain, it has maintained a congruent line.) \\
4. _El asunto de la immigación requiere medias de control pero fundamentalmente -y lo apuntaba usted ayer- metidas de solidaridad y este e s uste n t e ten europeo._ (S: Victims) \\ (The issue of immigration requires control measures but fundamentally—and you pointed this out yesterday—solidarity measures and this is a European challenge.) \\
5. _Decian que lo que pasuu en Espatha era un coladero para los distintos pases de la Union Europa y austedes no les importo lo más mtinimo._ (S: Threat) \\ (They said that what was happening in Spain was a drain for the different countries of the European Union and you did not care at all. At that time the minister) \\
6. _Por tanto, se abre un camino esperanzador, y so solamente les deseo exitos por el bien del conjunto de los trahajadores immigantes,_ \\ _por el bien de la_ \\ _polltica en el Estado_. (S: Economical Resource) \\ (Therefore, a hopeful path opens, and I only wish you success for the good of all immigrant workers, for the good of politics in the State) \\ \hline \hline \end{tabular}
\end{table} 
Table 6: Examples of texts correctly classified and misclassified by BETO in the Experiment I on Stereotype vs. Nonstereotype. The true label is indicated in each example. For the stereotypes, we indicate the dimension to which each sentence belongs.