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41
KOAS: Korean Text Offensiveness Analysis System ...
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42
Contrastive Code Representation Learning ...
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43
Does Putting a Linguist in the Loop Improve NLU Data Collection ...
Abstract: Many crowdsourced NLP datasets contain systematic artifacts that are identified only after data collection is complete. Earlier identification of these issues should make it easier to create high-quality training and evaluation data. We attempt this by evaluating protocols in which expert linguists work 'in the loop' during data collection to identify and address these issues by adjusting task instructions and incentives. Using natural language inference as a test case, we compare three data collection protocols: (i) a baseline protocol with no linguist involvement, (ii) a linguist-in-the-loop intervention with iteratively-updated constraints on the annotation task, and (iii) an extension that adds direct interaction between linguists and crowdworkers via a chatroom. We find that linguist involvement does not lead to increased accuracy on out-of-domain test sets compared to baseline, and adding a chatroom has no effect on the data. Linguist involvement does, however, lead to more challenging evaluation data ...
URL: https://underline.io/lecture/38540-does-putting-a-linguist-in-the-loop-improve-nlu-data-collection
https://dx.doi.org/10.48448/xq86-q893
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44
What are we learning from language? ...
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45
Machine Translation Decoding beyond Beam Search ...
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46
Say `YES' to Positivity: Detecting Toxic Language in Workplace Communications ...
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47
Unsupervised Multi-View Post-OCR Error Correction With Language Models ...
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48
AttentionRank: Unsupervised Keyphrase Extraction using Self and Cross Attentions ...
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49
ProtoInfoMax: Prototypical Networks with Mutual Information Maximization for Out-of-Domain Detection ...
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50
Multi-granularity Textual Adversarial Attack with Behavior Cloning ...
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51
Automatic Fact-Checking with Document-level Annotations using BERT and Multiple Instance Learning ...
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52
Towards the Early Detection of Child Predators in Chat Rooms: A BERT-based Approach ...
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53
TSDAE: Using Transformer-based Sequential Denoising Auto-Encoder for Unsupervised Sentence Embedding Learning ...
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54
WebSRC: A Dataset for Web-Based Structural Reading Comprehension ...
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55
Improving Math Word Problems with Pre-trained Knowledge and Hierarchical Reasoning ...
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56
Semantic Categorization of Social Knowledge for Commonsense Question Answering ...
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57
Adversarial Examples for Evaluating Math Word Problem Solvers ...
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58
Pre-train or Annotate? Domain Adaptation with a Constrained Budget ...
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59
Corpus-based Open-Domain Event Type Induction ...
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60
Learning with Different Amounts of Annotation: From Zero to Many Labels ...
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