21 research outputs found

    Basque and Spanish Counter Narrative Generation: Data Creation and Evaluation

    No full text
    Counter Narratives (CNs) are non-negative textual responses to Hate Speech (HS) aiming at defusing online hatred and mitigating its spreading across media. Despite the recent increase in HS content posted online, research on automatic CN generation has been relatively scarce and predominantly focused on English. In this paper, we present CONAN-EUS, a new Basque and Spanish dataset for CN generation developed by means of Machine Translation (MT) and professional post-edition. Being a parallel corpus, also with respect to the original English CONAN, it allows to perform novel research on multilingual and crosslingual automatic generation of CNs. Our experiments on CN generation with mT5, a multilingual encoder-decoder model, shows that generation greatly benefits from training on post-edited data, as opposed to relying on silver MT data only. These results are confirmed by their correlation with a qualitative manual evaluation, demonstrating that manually revised training data remains crucial for the quality of the generated CNs. Furthermore, multilingual data augmentation improves results over monolingual settings for structurally similar languages such as English and Spanish, while being detrimental for Basque, a language isolate. Similar findings occur in zero-shot crosslingual evaluations, where model transfer (fine-tuning in English and generating in a different target language) outperforms fine-tuning mT5 on machine translated data for Spanish but not for Basque. This provides an interesting insight into the asymmetry in the multilinguality of generative models, a challenging topic which is still open to research. Data and code will be made publicly available upon publication

    Considerations on the nature of metaphorical meaning arising from a computational treatment of metaphor interpetation

    No full text
    This paper argues that there need not be a full correspondence between source and target domains when interpreting metaphors. Instead, inference is performed in the source domain, and conclusions transferred to the target. A description of a computer system, ATT-Meta, that partially implements these ideas is provided.</p

    Considerations on the nature of metaphorical meaning arising from a computational treatment of metaphor interpetation

    No full text
    This paper argues that there need not be a full correspondence between source and target domains when interpreting metaphors. Instead, inference is performed in the source domain, and conclusions transferred to the target. A description of a computer system, ATT-Meta, that partially implements these ideas is provided.</p

    Role of Steric Hindrance in the Crystal Packing of <i>Z</i>′ = 4 Superstructure of Trimethyltin Hydroxide

    No full text
    The room-temperature crystal structure of trimethyltin hydroxide, (CH<sub>3</sub>)<sub>3</sub>SnOH, has been described by Anderson et al. [<i>Cryst. Growth Des.</i> <b>2011</b>, <i>11</i>, 820–826] as a 2<b>a</b> × 2<b>b</b> × 8<b>c</b>, 32-fold superstructure. We report a <b>a</b> × <b>b</b> × 8<b>c</b>, eight-fold superstructure with orthorhombic <i>P</i>2<sub>1</sub><i>cn</i> symmetry and <i>Z</i>′ = 4. Structured diffuse scattering observed at the positions of presumed superlattice reflections along <b>a</b>* and <b>b</b>* might have appeared as Bragg reflections in the experiment by Anderson et al. Alternatively, Anderson et al. and the present work might have studied different polymorphs of (CH<sub>3</sub>)<sub>3</sub>SnOH. Crystalline (CH<sub>3</sub>)<sub>3</sub>SnOH constitutes polymeric chains arranged parallel to <b>c</b>. In the eight-fold superstructure at 220 K, the polymeric chains possess a distorted zigzag arrangement of linked linear O–Sn–O units with bent angle at oxygen of ∼139.2°. This structure is essentially different from the 8<sub>3</sub>-helical arrangement in the published 32-fold superstructure model. The origin of the distorted zigzag structure is explained by steric hindrance between hydrogen atoms of adjacent hydroxy groups and (CH<sub>3</sub>)<sub>3</sub>Sn groups. Frustration in the packing of the chains is determined by steric hindrance between methyl groups of neighboring chains, which prevents the formation of interchain C–H···O hydrogen bonds
    corecore