Sonal Kumar
25 papers · 2021–2026 · 9 venues · across top CS/AI venues
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audio understanding
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Papers
MMAU-Pro: A Challenging and Comprehensive Benchmark for Holistic Evaluation of Audio General Intelligence
AAAI 2026
Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities
ICML 2025
Do Audio-Language Models Understand Linguistic Variations?
NAACL 2025
EGOILLUSION: Benchmarking Hallucinations in Egocentric Video Understanding
EMNLP 2025
MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark
ICLR 2025
MULTIVOX: A Benchmark for Evaluating Voice Assistants for Multimodal Interactions
EMNLP 2025
PAT: Parameter-Free Audio-Text Aligner to Boost Zero-Shot Audio Classification
NAACL 2025
ProSE: Diffusion Priors for Speech Enhancement
NAACL 2025
Synthio: Augmenting Small-Scale Audio Classification Datasets with Synthetic Data
ICLR 2025
Visual Description Grounding Reduces Hallucinations and Boosts Reasoning in LVLMs
ICLR 2025
ABEX: Data Augmentation for Low-Resource NLU via Expanding Abstract Descriptions
ACL 2024
A Closer Look at the Limitations of Instruction Tuning
ICML 2024
ASPIRE: Language-Guided Data Augmentation for Improving Robustness Against Spurious Correlations
ACL 2024
AV-RIR: Audio-Visual Room Impulse Response Estimation
CVPR 2024
CoDa: Constrained Generation based Data Augmentation for Low-Resource NLP
NAACL 2024
CompA: Addressing the Gap in Compositional Reasoning in Audio-Language Models
ICLR 2024
Do Vision-Language Models Understand Compound Nouns?
NAACL 2024
EH-MAM: Easy-to-Hard Masked Acoustic Modeling for Self-Supervised Speech Representation Learning
EMNLP 2024
GAMA: A Large Audio-Language Model with Advanced Audio Understanding and Complex Reasoning Abilities
EMNLP 2024
LipGER: Visually-Conditioned Generative Error Correction for Robust Automatic Speech Recognition
Interspeech 2024
ACLM: A Selective-Denoising based Generative Data Augmentation Approach for Low-Resource Complex NER
ACL 2023
CoSyn: Detecting Implicit Hate Speech in Online Conversations Using a Context Synergized Hyperbolic Network
EMNLP 2023
DALE: Generative Data Augmentation for Low-Resource Legal NLP
EMNLP 2023
Span Classification with Structured Information for Disfluency Detection in Spoken Utterances
Interspeech 2022
Cisco at SemEval-2021 Task 5: Whatβs Toxic?: Leveraging Transformers for Multiple Toxic Span Extraction from Online Comments
SemEval 2021