Improving sentence compression by learning to predict gaze
2016-04-12NAACL 2016Unverified0· sign in to hype
Sigrid Klerke, Yoav Goldberg, Anders Søgaard
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ReproduceAbstract
We show how eye-tracking corpora can be used to improve sentence compression models, presenting a novel multi-task learning algorithm based on multi-layer LSTMs. We obtain performance competitive with or better than state-of-the-art approaches.
Tasks
Benchmark Results
| Dataset | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| Google Dataset | LSTMs + eye-movement | F1 | 0.81 | — | Unverified |