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The goal of this paper is to evaluate the informational content of sentiment extracted from news articles about the state of the economy. We propose a fine-grained aspect-based sentiment analysis that has two main characteristics: 1) we…

计算工程、金融与科学 · 计算机科学 2022-03-30 Luca Barbaglia , Sergio Consoli , Sebastiano Manzan

Neural methods for SA have led to quantitative improvements over previous approaches, but these advances are not always accompanied with a thorough analysis of the qualitative differences. Therefore, it is not clear what outstanding…

计算与语言 · 计算机科学 2019-06-17 Jeremy Barnes , Lilja Øvrelid , Erik Velldal

We present COSTRA 1.0, a dataset of complex sentence transformations. The dataset is intended for the study of sentence-level embeddings beyond simple word alternations or standard paraphrasing. This first version of the dataset is limited…

计算与语言 · 计算机科学 2020-04-17 Petra Barancikova , Ondrej Bojar

Researchers and financial professionals require robust computerized tools that allow users to rapidly operationalize and assess the semantic textual content in financial news. However, existing methods commonly work at the document-level…

信息检索 · 计算机科学 2019-01-03 Bernhard Lutz , Nicolas Pröllochs , Dirk Neumann

Large sense-annotated datasets are increasingly necessary for training deep supervised systems in Word Sense Disambiguation. However, gathering high-quality sense-annotated data for as many instances as possible is a laborious and expensive…

计算与语言 · 计算机科学 2020-03-16 Tommaso Pasini , Jose Camacho-Collados

Modern technological era has reshaped traditional lifestyle in several domains. The medium of publishing news and events has become faster with the advancement of Information Technology. IT has also been flooded with immense amounts of…

计算与语言 · 计算机科学 2020-07-07 Antony Samuels , John Mcgonical

Understanding emotion expressed in language has a wide range of applications, from building empathetic chatbots to detecting harmful online behavior. Advancement in this area can be improved using large-scale datasets with a fine-grained…

计算与语言 · 计算机科学 2020-06-04 Dorottya Demszky , Dana Movshovitz-Attias , Jeongwoo Ko , Alan Cowen , Gaurav Nemade , Sujith Ravi

Software developers experience and share a wide range of emotions throughout a rich ecosystem of communication channels. A recent trend that has emerged in empirical software engineering studies is leveraging sentiment analysis of…

软件工程 · 计算机科学 2018-03-07 Nicole Novielli , Fabio Calefato , Filippo Lanubile

Access to word-sentiment associations is useful for many applications, including sentiment analysis, stance detection, and linguistic analysis. However, manually assigning fine-grained sentiment association scores to words has many…

计算与语言 · 计算机科学 2017-12-06 Svetlana Kiritchenko , Saif M. Mohammad

Sentiment analysis is one of the most fundamental tasks in Natural Language Processing. Popular languages like English, Arabic, Russian, Mandarin, and also Indian languages such as Hindi, Bengali, Tamil have seen a significant amount of…

计算与语言 · 计算机科学 2021-06-29 Atharva Kulkarni , Meet Mandhane , Manali Likhitkar , Gayatri Kshirsagar , Raviraj Joshi

Prepared domain specific datasets plays an important role to supervised learning approaches. In this article a new sentence dataset for software quality-in-use is proposed. Three experts were chosen to annotate the data using a proposed…

软件工程 · 计算机科学 2015-09-21 Issa Atoum , Chih How Bong , Narayanan Kulathuramaiyer

We can often detect from a person's utterances whether he/she is in favor of or against a given target entity -- their stance towards the target. However, a person may express the same stance towards a target by using negative or positive…

计算与语言 · 计算机科学 2016-05-06 Saif M. Mohammad , Parinaz Sobhani , Svetlana Kiritchenko

Sentiment analysis (SA) is commonly applied to digital textual data, revealing insight into opinions and feelings. Many systematic reviews have summarized existing work, but often overlook discussions of validity and scientific practices.…

计算机与社会 · 计算机科学 2023-10-31 Laura E. M. Ayravainen , Joanne Hinds , Brittany I. Davidson

Models are increasing in size and complexity in the hunt for SOTA. But what if those 2\% increase in performance does not make a difference in a production use case? Maybe benefits from a smaller, faster model outweigh those slight…

计算与语言 · 计算机科学 2022-04-12 Krzysztof Rajda , Łukasz Augustyniak , Piotr Gramacki , Marcin Gruza , Szymon Woźniak , Tomasz Kajdanowicz

We present a corpus of Finnish news articles with a manually prepared named entity annotation. The corpus consists of 953 articles (193,742 word tokens) with six named entity classes (organization, location, person, product, event, and…

计算与语言 · 计算机科学 2019-08-13 Teemu Ruokolainen , Pekka Kauppinen , Miikka Silfverberg , Krister Lindén

Understanding the writing frame of news articles is vital for addressing social issues, and thus has attracted notable attention in the fields of communication studies. Yet, assessing such news article frames remains a challenge due to the…

计算与语言 · 计算机科学 2024-05-24 Xi Chen , Mattia Samory , Scott Hale , David Jurgens , Przemyslaw A. Grabowicz

What are the limits of automated Twitter sentiment classification? We analyze a large set of manually labeled tweets in different languages, use them as training data, and construct automated classification models. It turns out that the…

计算与语言 · 计算机科学 2021-08-31 Igor Mozetic , Miha Grcar , Jasmina Smailovic

Many users reading online articles in various magazines may suffer considerable difficulty in distinguishing the implicit intents in texts. In this work, we focus on automatically recognizing the political intents of a given online…

计算与语言 · 计算机科学 2023-11-06 Beomjune Kim , Eunsun Lee , Dongbin Na

With the rapid growth in the number of scientific publications, year after year, it is becoming increasingly difficult to identify quality authoritative work on a single topic. Though there is an availability of scientometric measures which…

计算与语言 · 计算机科学 2019-10-09 Dominique Mercier , Akansha Bhardwaj , Andreas Dengel , Sheraz Ahmed

Even though hate speech (HS) online has been an important object of research in the last decade, most HS-related corpora over-simplify the phenomenon of hate by attempting to label user comments as "hate" or "neutral". This ignores the…