Are online news comments like face-to-face conversation?
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract This article focuses on the question of whether online news comments are like face-to-face conversation or not. It is a widespread view that online comments are like “dialogue”, with comments often being referred to as “conversations”. These assumptions, however, lack empirical back-up. In order to answer this question, we systematically explore register-relevant properties of online news comments using multi-dimensional analysis (MDA) techniques. Specifically, we apply MDA to establish what online comments are like by describing their linguistic features and comparing them to traditional registers (e.g. face-to-face conversation, academic writing). Thus, we tap the SFU Opinion and Comments Corpus and the Canadian component of the International Corpus of English . We show that online comments are not like spontaneous conversation but rather closer to opinion articles or exams, and clearly constitute a written register. Furthermore, they should be described as instances of argumentative evaluative language.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it