Papers with offline model
CAVE: Controllable Authorship Verification Explanations (2025.naacl-long)
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| Challenge: | Authorship Verification (AV) is used for tasks such as plagiarism detection, forensic analysis, analysis of the spread of misinformation. |
| Approach: | They propose to train an offline authorship verification model that is accessible and easy to use. |
| Outcome: | The proposed model generates high quality explanations and competitive task accuracy on three difficult AV datasets. |
Towards Online Continuous Sign Language Recognition and Translation (2024.emnlp-main)
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| Challenge: | Existing studies on continuous sign language recognition (CSLR) use offline models with high latency and memory usage. |
| Approach: | They develop a sign dictionary and train an isolated sign language recognition model on the dictionary. |
| Outcome: | The proposed model achieves state-of-the-art on three popular benchmarks across task settings. |
Adapting Offline Speech Translation Models for Streaming with Future-Aware Distillation and Inference (2023.emnlp-main)
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| Challenge: | Existing approaches to streaming speech translation use an offline model with a wait-k policy . however, there is a mismatch problem with an offline inference model trained with complete utterances . |
| Approach: | They propose an offline streaming speech translation model with wait-k policy to support different latency requirements. |
| Outcome: | The proposed model achieves better trade-offs between translation quality and latency than baselines. |