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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 5 of 5 1 Cross-stitched Multi-modal Encoders ... Singla, Karan; Pressel, Daniel; Price, Ryan; Chinnari, Bhargav Srinivas; Kim, Yeon-Jun; Bangalore, Srinivas. - : arXiv, 2022 Abstract: In this paper, we propose a novel architecture for multi-modal speech and text input. We combine pretrained speech and text encoders using multi-headed cross-modal attention and jointly fine-tune on the target problem. The resultant architecture can be used for continuous token-level classification or utterance-level prediction acting on simultaneous text and speech. The resultant encoder efficiently captures both acoustic-prosodic and lexical information. We compare the benefits of multi-headed attention-based fusion for multi-modal utterance-level classification against a simple concatenation of pre-pooled, modality-specific representations. Our model architecture is compact, resource efficient, and can be trained on a single consumer GPU card. ... Keyword: Audio and Speech Processing eess.AS; Computation and Language cs.CL; FOS Computer and information sciences; FOS Electrical engineering, electronic engineering, information engineering; Sound cs.SD URL: https://dx.doi.org/10.48550/arxiv.2204.09227 https://arxiv.org/abs/2204.09227 BASE Hide details 2 An Automated Quality Evaluation Framework of Psychotherapy Conversations with Local Quality Estimates ... Chen, Zhuohao; Flemotomos, Nikolaos; Singla, Karan. - : arXiv, 2021 BASE Show details 3 Using Prosodic and Lexical Information for Learning Utterance-level Behaviors in Psychotherapy Singla, Karan; Chen, Zhuohao; Flemotomos, Nikolaos... In: Interspeech (2018) BASE Show details 4 Can Distributed Word Embeddings be an alternative to costly linguistic features: A Study on Parsing Hindi ... Aniruddha Tammewar; Singla, Karan; Bhasha Agrawal. - : Unpublished, 2015 BASE Show details 5 Methods for Leveraging Lexical Information in SMT ... Singla, Karan. - : Unpublished, 2015 BASE Show details

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