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Rubric Spans are Label Representations: Joint LLM Encoding for Short Answer Scoring
Zhifan Sun, Sebastian Gombert, Fabian Zehner +3
Automatic Short Answer Scoring (ASAS) requires models that can score student responses against question-specific criteria while remaining efficient and transferable across rubric s…
DuplexCascade: Full-Duplex Speech-to-Speech Dialogue with VAD-Free Cascaded ASR-LLM-TTS Pipeline and Micro-Turn Optimization
Jianing Yang, Yusuke Fujita, Yui Sudo
Spoken dialog systems with cascaded ASR-LLM-TTS modules retain strong LLM intelligence, but VAD segmentation often forces half-duplex turns and brittle control. On the other hand,…
Streaming Translation and Transcription Through Speech-to-Text Causal Alignment
Roman Koshkin, Jeon Haesung, Lianbo Liu +4
Simultaneous machine translation (SiMT) has traditionally relied on offline machine translation models coupled with human-engineered heuristics or learned policies. We propose Hika…
Serialized Output Prompting for Large Language Model-based Multi-Talker Speech Recognition
Hao Shi, Yusuke Fujita, Tomoya Mizumoto +3
Prompts are crucial for task definition and for improving the performance of large language models (LLM)-based systems. However, existing LLM-based multi-talker (MT) automatic spee…