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The first row A B indicates the agreement between A and B, taking A as the baseline in other words, how many segments identified by A were also identified by B. The second row reflects the opposite situation: considering B as the baseline, how many choices made by B were also made by A.
We separated the agreement study into two groups: agreement related to identification if the annotators identified the same set of expressions, as to opinion target and opinion itself and agreement related to polarity assignment once annotators agreed on the selected part, then we measured if they agreed about polarity. Once annotators agreed on what to annotate, they tended to agree on the polarity orientation as well.
The qualitative analysis showed that the rare cases of disagreement were due to adversative sentences in which the same sentence conveys contrastive opinions, and that the disagreement was precisely in the assignment of the overall polarity at the sentence level. Phrase level disagreement occurred only once. Although the type of annotation is not exactly the same, the result of agreement in Wiebe et al. Exploring the corpus Table 3 shows polarity distribution in ReLi.
Fui a nocaute, sem direito a re contagem. I cried. I got a bit down] It was the only book that got me nervous and apprehensive while reading it] Dolorido, pavoroso, nojento, repugnante e nauseante.
Por todos esses adjetivos que o livro nos causa, ele consegue ser bom.
For all these adjectives that the book makes us feel, it is a good one. Nunca sofri tanto para ler um livro. Eu sofria a cada vez que tinha que adiar a leitura. The verb to swallow and the adjective incredible, for example, are used only in a negative and positive way, respectively.
We were surprised by the substantial amount of unclear texts; poorly organized and punctuated, which sometimes made the reading very difficult. From a practical perspective, this makes the annotation task more difficult. As these were rare cases, we expect them to be dissolved in the corpus, but they serve as a point to be considered when we work with unrevised 4 texts. To conclude, although superficial the corpus analysis revealed interesting facts about creativity as to how we express opinions, in particular concerning irony.
In below, we offer a small sample of what we found, as an invitation for the reader to explore ReLi. Vampiro que brilha Daqui a pouco ele vive de tofu!
In a while he will live on tofu! Final remarks We have presented ReLi, a manually annotated corpus of book reviews with opinions and their polarities. ReLi was built to support the development of NLP systems, but also to support language investigations concerning the way we express our opinions and emotions, based on naturally occurring texts. As the corpus is a user-generated content corpus, its reviews were written by non-specialists in an online social network of readers.
Thus we expect ReLi to contribute to the investigation of web genres as well, joining the still sparse Portuguese corpora consisting of non-journalistic texts. If, on the one hand, the lack of material about evaluative language in 6 Portuguese heightened our challenge, on the other hand, it forced us to produce extremely detailed documentation.
The high level of agreement between the annotators, for a known complex task, is a good indication of 7 how clear the annotation guidelines were. We point out that the granularity of the proposed annotation can be abstracted to cases in which there is no need for complete semantic information, such as the training of systems capable of detecting the polarity of sentences.
However, from the point of view of the description of Portuguese, the granularity of annotation can be of great value. With the present paper, then, we seek to combine the creation of linguistic resources for the use by both NLP and Linguistics.
A good corpus must not only be well documented — and, once annotated, human revised. Concluding, a corpus is a portion of language in use, with its regularities and irregularities. An annotated corpus is the product of an analysis — and a corpus annotated with semantic information is the result of an interpretation process. Thus, the semantic annotation task can be described as an attempt to formalize our understanding about something, from a certain point of view, with certain interests, and with the hesitations and variations that might naturally exist.
Tese de doutorado em Letras. New York: Pearson Education. ACL Short Papers , Freitas, M. Oxford: Oxbow Books: Studies in Variation, Contact and Change in English, A, vol.
Computational Linguistics 31 1 : 71— Sampson, Geoffrey , Empirical Linguistics. London: Continuum.
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