Papers by Arushi Goel
Speech-Hands: A Self-Reflection Voice Agentic Approach to Speech Recognition and Audio Reasoning with Omni Perception (2026.acl-long)
Copied to clipboard
Zhen Wan, Chao-Han Huck Yang, Jinchuan Tian, Hanrong Ye, Ankita Pasad, Szu-Wei Fu, Arushi Goel, Ryo Hachiuma, Shizhe Diao, Kunal Dhawan, Sreyan Ghosh, Yusuke Hirota, Zhehuai Chen, Rafael Valle, Chenhui Chu, Shinji Watanabe, Boris Ginsburg, Yu-Chiang Frank Wang
| Challenge: | naively fine-tuning an omni-model on speech recognition and external sound understanding tasks often degrades performance . Xie and Wu's framework, Speech-Hands, recasts the problem as an explicit self-reflection decision. |
| Approach: | They propose a voice-agentic framework that learns one critical omni-understanding skill: trusting itself versus external audio perception. |
| Outcome: | The proposed framework outperforms baseline models on the OpenASR leaderboard by 12.1% WER and high F1 on audio QA decisions. |
Semi-supervised multimodal coreference resolution in image narrations (2023.emnlp-main)
Copied to clipboard
| Challenge: | a semi-supervised approach is used to resolve multimodal coreferences and narrative grounding in a multimodal context. |
| Approach: | They propose a semi-supervised approach that utilizes image-narration pairs to resolve coreferences and narrative grounding in a multimodal context. |
| Outcome: | The proposed approach outperforms baselines quantitatively and qualitatively for coreference resolution and narrative grounding in a multimodal context. |