Search Results for author: Darshan Deshpande

Found 6 papers, 4 papers with code

GNOME: Generating Negotiations through Open-Domain Mapping of Exchanges

no code implementations16 Jun 2024 Darshan Deshpande, Shambhavi Sinha, Anirudh Ravi Kumar, Debaditya Pal, Jonathan May

Our results show that models trained on our dataset not only perform better than previous state of the art models on domain specific strategy prediction, but also generalize better to previously unseen domains.

Decoder

Robust Text Classification: Analyzing Prototype-Based Networks

1 code implementation11 Nov 2023 Zhivar Sourati, Darshan Deshpande, Filip Ilievski, Kiril Gashteovski, Sascha Saralajew

In this paper, we study whether the robustness properties of PBNs transfer to text classification tasks under both targeted and static adversarial attack settings.

Adversarial Attack Clustering +3

Contextualizing Argument Quality Assessment with Relevant Knowledge

1 code implementation20 May 2023 Darshan Deshpande, Zhivar Sourati, Filip Ilievski, Fred Morstatter

Automatic assessment of the quality of arguments has been recognized as a challenging task with significant implications for misinformation and targeted speech.

Misinformation

Robust and Explainable Identification of Logical Fallacies in Natural Language Arguments

1 code implementation12 Dec 2022 Zhivar Sourati, Vishnu Priya Prasanna Venkatesh, Darshan Deshpande, Himanshu Rawlani, Filip Ilievski, Hông-Ân Sandlin, Alain Mermoud

Our three-stage framework natively consolidates prior datasets and methods from existing tasks, like propaganda detection, serving as an overarching evaluation testbed.

Data Augmentation Logical Fallacies +2

Audio Spectral Enhancement: Leveraging Autoencoders for Low Latency Reconstruction of Long, Lossy Audio Sequences

1 code implementation8 Aug 2021 Darshan Deshpande, Harshavardhan Abichandani

With active research in audio compression techniques yielding substantial breakthroughs, spectral reconstruction of low-quality audio waves remains a less indulged topic.

Audio Compression Quantization +1

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