Papers with TIARA
TIARA: Multi-grained Retrieval for Robust Question Answering over Large Knowledge Base (2022.emnlp-main)
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| Challenge: | KBQA is a challenging area for pre-trained language models due to its extensive space and complexity. |
| Approach: | They propose a model that uses multi-grained retrieval to focus on most relevant KB contexts . constrained decoding is used to control output space and reduce generation errors . |
| Outcome: | The proposed model outperforms existing models on GrailQA and WebQuestionsSP. |
TIARA: A Tool for Annotating Discourse Relations and Sentence Reordering (2020.lrec-1)
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| Challenge: | Existing tools for discourse relations and sentence reordering are difficult to use and clutter the display. |
| Approach: | They propose to use TIARA to simplify the annotation process by offering interactive visualisation, including coloured links, indentation, and dual-view. |
| Outcome: | The proposed tool simplifies the annotation process and offers visualisations including coloured links, indentation, and dual-view. |