Akshat Shrivastava
15 papers · 2020–2024 · 7 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (56) π Keyword Champion (3)
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Century Club Β· Bronze
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Research topics
Artificial Intelligence
(11)
Deep Learning
(11)
Machine Learning
(11)
Core AI
(11)
Natural Language Processing
(10)
Learning Types Β· Deep Learning
(8)
Application Areas
(7)
Applications
(6)
Speech & Audio
(4)
Learning Types Β· Machine Learning
(4)
Understanding
(4)
Architectures
(3)
Core Methods
(3)
Generation
(3)
Recognition
(3)
Keywords
semantic parsing
(7)
spoken language understanding
(4)
task-oriented dialogue
(3)
large language model
(3)
sequence-to-sequence model
(3)
non-autoregressive decoding
(3)
speech recognition
(3)
intent classification
(2)
automatic speech recognition
(2)
non-autoregressive parsing
(2)
end-to-end model
(2)
end-to-end learning
(2)
task-oriented parsing
(2)
knowledge distillation
(1)
coreference resolution
(1)
self-supervised learning
(1)
sample efficiency
(1)
text representation
(1)
span prediction
(1)
transfer learning
(1)
Papers
LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding
ACL 2024
PrE-Text: Training Language Models on Private Federated Data in the Age of LLMs
ICML 2024
PRoDeliberation: Parallel Robust Deliberation for End-to-End Spoken Language Understanding
EMNLP 2024
Small But Funny: A Feedback-Driven Approach to Humor Distillation
ACL 2024
Introducing Semantics into Speech Encoders
ACL 2023
Modality Confidence Aware Training for Robust End-to-End Spoken Language Understanding
Interspeech 2023
Retrieve-and-Fill for Scenario-based Task-Oriented Semantic Parsing
EACL 2023
Treepiece: Faster Semantic Parsing via Tree Tokenization
EMNLP 2023
Deliberation Model for On-Device Spoken Language Understanding
Interspeech 2022
RetroNLU: Retrieval Augmented Task-Oriented Semantic Parsing
ACL 2022
Better Fine-Tuning by Reducing Representational Collapse
ICLR 2021
Muppet: Massive Multi-task Representations with Pre-Finetuning
EMNLP 2021
Non-Autoregressive Semantic Parsing for Compositional Task-Oriented Dialog
NAACL 2021
Span Pointer Networks for Non-Autoregressive Task-Oriented Semantic Parsing
EMNLP 2021
Conversational Semantic Parsing
EMNLP 2020