Noisy-Channel Minimum Bayes Risk Decoding
Yusuke Sakai · Hidetaka Kamigaito · Taro Watanabe
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Yusuke Sakai · Hidetaka Kamigaito · Taro Watanabe
Hiroyuki Deguchi · Katsuki Chousa · Yusuke Sakai
The hubness problem, in which hub embeddings are close to many unrelated examples, occurs often in high-dimensional embedding spaces and may pose a practical threat for purposes such as information retrieval and automatic evaluation metrics.In particular, since cross-modal similarity between text...
Yusuke Sakai · Hidetaka Kamigaito · Taro Watanabe
Recently, we have often observed hallucinated citations or references that do not correspond to any existing work in papers under review, preprints, or published papers. Such hallucinated citations pose a serious concern to scientific reliability. When they appear in accepted papers, they may als...
Daiki Yoshida · Hiroyuki Deguchi · Yusuke Sakai · Hidetaka Kamigaito · Taro Watanabe
The text-to-table task aims to generate structured data in tabular formats from unstructured text. While the integration of large language models (LLMs) has significantly enhanced the comprehensiveness and flexibility of generation, challenges regarding inconsistent output quality persist, such a...
Riza Setiawan Soetedjo · Yusuke Sakai · Hidetaka Kamigaito · Jingun Kwon · Manabu Okumura · Taro Watanabe
Improving the quality of model-generated summaries, especially factuality, the accuracy of a summary with respect to its source content, remains a challenge. While reranking could select the optimal output from multiple generated candidates, it is limited to only using the source as guidance, res...
Eunike Andriani Kardinata · Yusuke Sakai · Taro Watanabe
Acceptability judgments provide a crucial basis for understanding how sentences are perceived as natural or well-formed, and they are increasingly used to assess the linguistic capability of large language models (LLMs). Unlike grammaticality, acceptability depends not only on structural form but...
Kosuke Doi · Mana Makinae · Yusuke Sakai · Hidetaka Kamigaito · Taro Watanabe
In simultaneous interpretation (SI), interpreters perform real-time translation by segmenting the source speech into chunks and translating them in the order they appear.Since surface-matching metrics such as BLEU correlate poorly with human evaluations, translation quality is often evaluated usi...