In recent years, online education has been given more and more attention with the widespread use of the internet. The teaching procedure divides space and makes time for online learning; though teachers cannot control the learners accurately, the state of education calculates learners' learning situation. This paper explains that the discourse…

Anticipatory "it" pattern, which encodes interpersonal stance, plays a crucial role in academic writing. While previous studies have been explored the overuse and the underuse of this pattern among English as a Foreign Language (EFL) learners and published writers, there has been limited exploration of how EFL learners use the…

Heightened concerns about the health of the teaching profession highlight the importance of studying the early teacher pipeline. This exploratory, descriptive article examines preservice teachers' expressed motivation for pursuing a teaching career. Using data from a large teacher education program in Texas, we use a natural language processing…

In conversation, "uptake" happens when a speaker builds on the contribution of their interlocutor by, for example, acknowledging, repeating or reformulating what they have said. In education, teachers' uptake of student contributions has been linked to higher student achievement. Yet measuring and improving teachers' uptake at scale is…

Multi-word sequences are important components of language because they are building blocks that can be used to create long stretches of discourse. They are word combinations that have particular importance because of their co-occurrence and function in discourse that suggest that they are stored and retrieved from memory as a whole rather than as…

We propose that machine-learned computational models (MLCMs), in which the model parameters and perhaps even structure are learned from data, can complement extant approaches to the study of text and discourse. Such models are particularly useful when theoretical understanding is insufficient, when the data are rife with nonlinearities and…

This paper attempts to shed some light on the problem of correlation of such ontological categories as quality, quantity and relation in similes. The matter in question is significant since it relates to the problem of anthropocentrism in language. It shows the speaker's attitude to the information encoded in a simile by consciously choosing a…

Colleges and universities use language (i.e., talk and text) to represent diversity and inclusion in community engagement. Diversity refers to individual and social or group differences (e.g., race, ethnicity, national origin, social class, gender identity and expression, sexual orientation, ability), while inclusion is the intentional and ongoing…

Automatic assessment of dialogic properties of classroom discourse would benefit several widespread classroom observation protocols. However, in classrooms with low incidences of dialogic discourse, assessment can be highly biased against detecting dialogic properties. In this paper, we present an approach to addressing this imbalanced class…

With more individuals obtaining undergraduate and graduate degrees and the job market still recovering from the 2008 recession, the instances of college graduate underemployment (CGU) have increased throughout the United States. College graduate underemployment is an employment condition that is characterized by subjective and objective factors,…

It has previously been shown that the effective use of dialogic instruction has a positive impact on student achievement. In this study, we investigate whether linguistic features used to classify properties of classroom discourse generalize across different subpopulations. Results showed that the machine learned models perform equally well when…

The discourse of aid--its language, structures and practice--powerfully ascribes roles and attributes to those involved in aid relationships such as developed/developing, partner, recipient/donor etcetera. This discourse is driven by a complex system of diverse and often competing ideas, values, actors and relationships, within which individuals…

This article posits that "passing" is a manipulation of ambiguously embodied characteristics, linguistic practice, and ratification by other speakers. I explore discourses and practices of "passing" by post-migrant generation, diasporically-resident Moroccans who seek to be unmarked by migration when bargaining in Moroccan…

Corpus studies suggest that verb tense is a differentiating feature between, on the one hand, text pertaining to experimental results (involving methods and results) and on the other hand, text pertaining to more abstract concepts (i.e. regarding background knowledge in a field, hypotheses, problems or claims). In this paper, we describe a user…

This article examines web comments written by Chinese learners on online open courses that are originally produced by leading universities in the United States and United Kingdom and are later introduced to China with Chinese translation. It applies the thematic discourse analysis strategy to classify the comments into themes to explore the…