Papers with transferability prediction
Offensive Language Detection on Video Live Streaming Chat (2020.coling-main)
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| Challenge: | a prototype of a live chat room that detects offensive expressions in live streaming chats is presented . offensive expression detection on social media platforms can provide more protection for users . |
| Approach: | They propose a live chat room that detects offensive expressions in live streaming chats in real time . they used a dataset from Twitch to analyze offensive expression patterns . |
| Outcome: | The proposed chat room detects offensive expressions in live streaming chats in real time. |
Efficiently Tuned Parameters Are Task Embeddings (2022.emnlp-main)
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| Challenge: | Existing methods for intermediate-task transfer are computationally infeasible to experiment with all intermediate combinations. |
| Approach: | They propose to use task-specific parameters updated in parameter-efficient tuning methods to predict inter-task transferability. |
| Outcome: | The proposed approach outperforms existing methods while being conceptually simple and computationally efficient. |