Papers by Manjunath K E
SpeechLLMs for Large-scale Contextualized Zero-shot Slot Filling (2025.emnlp-industry)
Copied to clipboard
| Challenge: | Slot filling is a key subtask in spoken language understanding (SLU) . recent advent of speech-based large language models has opened new avenues for speech understanding . |
| Approach: | They propose to improve slot-filling task by creating an empirical upper bound for the task . they propose to use a speech-based large language model to integrate speech and text modalities . |
| Outcome: | The proposed model improves slot filling performance while reducing generalization gaps. |