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41
Uncovering Constraint-Based Behavior in Neural Models via Targeted Fine-Tuning ...
Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.93 Abstract: A growing body of literature has focused on detailing the linguistic knowledge embedded in large, pretrained language models. Existing work has shown that non-linguistic biases in models can drive model behavior away from linguistic generalizations. We hypothesized that competing linguistic processes within a language, rather than just non-linguistic model biases, could obscure underlying linguistic knowledge. We tested this claim by exploring a single phenomenon in four languages: English, Chinese, Spanish, and Italian. While human behavior has been found to be similar across languages, we find cross-linguistic variation in model behavior. We show that competing processes in a language act as constraints on model behavior and demonstrate that targeted fine-tuning can re-weight the learned constraints, uncovering otherwise dormant linguistic knowledge in models. Our results suggest that models need to learn both the linguistic constraints in ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics
URL: https://dx.doi.org/10.48448/6bwj-pt28
https://underline.io/lecture/25977-uncovering-constraint-based-behavior-in-neural-models-via-targeted-fine-tuning
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42
Pretraining the Noisy Channel Model for Task-Oriented Dialogue ...
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43
Phonetic forms of children’s target words in German: Consonant place of articulation ...
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44
Predictive Neural Computations Support Spoken Word Recognition: Evidence from MEG and Competitor Priming. ...
Wang, Yingcan Carol; Sohoglu, Ediz; Gilbert, Becky. - : Apollo - University of Cambridge Repository, 2021
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45
Sustained neural rhythms reveal endogenous oscillations supporting speech perception. ...
Van Bree, Sander; Sohoglu, Ediz; Davis, Matt. - : Apollo - University of Cambridge Repository, 2021
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46
Sustained neural rhythms reveal endogenous oscillations supporting speech perception ...
Van Bree, Sander; Sohoglu, Ediz; Davis, Matthew H.. - : Apollo - University of Cambridge Repository, 2021
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47
Improving communication outcomes for children with hearing loss in their early years: tracking progress and guiding intervention
Davis, Aleisha Claire. - : Sydney, Australia : Macquarie University, 2021
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48
Dental Students’ Knowledge and Attitudes about Human Papillomavirus Prevention
In: Vaccines ; Volume 9 ; Issue 8 (2021)
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49
Functional Hyperconnectivity during a Stories Listening Task in Magnetoencephalography Is Associated with Language Gains for Children Born Extremely Preterm
In: Brain Sciences ; Volume 11 ; Issue 10 (2021)
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50
The relationship between sentence comprehension and lexical-semantic retuning
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51
The nature and role of the lexicon in HPSG ...
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52
Argument structure and linking ...
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53
The nature and role of the lexicon in HPSG ...
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54
Argument structure and linking ...
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55
Why Aren't Regular Expressions a Lingua Franca? An Empirical Study on the Re-use and Portability of Regular Expressions ...
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56
Bend Like Bamboo: Resilience and Tools for Teaching in an Unstable World
In: South East Coastal Conference on Languages & Literatures (SECCLL) (2021)
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57
Collaboration between child play therapy and speech-language pathology (Loeb et al., 2021) ...
Loeb, Diane Frome; Davis, Eric S.; Lee, Tara. - : ASHA journals, 2021
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58
Collaboration between child play therapy and speech-language pathology (Loeb et al., 2021) ...
Loeb, Diane Frome; Davis, Eric S.; Lee, Tara. - : ASHA journals, 2021
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59
The relationship between sentence comprehension and lexical-semantic retuning ...
Gilbert, Becky; Davis, Matt; Gaskell, M Gareth. - : Apollo - University of Cambridge Repository, 2021
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60
Weewale okacoolo wa Kovidi (COVID-19) ; Avoid Covid-19!
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