Papers by Boaz Shmueli
Beyond Fair Pay: Ethical Implications of NLP Crowdsourcing (2021.naacl-main)
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| Challenge: | Ethical considerations regarding the use of crowdworkers are limited to labor conditions . the Final Rule did not anticipate the use online crowdsourcing platforms for data collection . |
| Approach: | They propose to reopen discussion regarding ethical use of crowdworkers in NLP research . they propose to use online crowdsourcing platforms to evaluate risk of harm . |
| Outcome: | The proposed study identifies common scenarios where crowdworkers performing NLP tasks are at risk of harm. |
Reactive Supervision: A New Method for Collecting Sarcasm Data (2020.emnlp-main)
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| Challenge: | sarcasm detection requires large amounts of labeled data, with a high cost and noisy labels. |
| Approach: | They propose a method that uses the dynamics of online conversations to collect sarcasm data. |
| Outcome: | The proposed method can be adapted to other affective computing domains, opening up new research opportunities. |
Happy Dance, Slow Clap: Using Reaction GIFs to Predict Induced Affect on Twitter (2021.acl-short)
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| Challenge: | Existing methods for labeling emotions in text are limited, but they can be useful for many tasks. |
| Approach: | They propose a method to collect texts with induced emotion and induced sentiment labels. |
| Outcome: | The proposed method can augment the data with induced emotion and induced sentiment labels. |