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Shwetha Somasundaram

3 accepted papers

2025

Deep Submodular Optimization and LLM for Multimodal Content Extraction and Automatic Poster Generation from Long Document

AAAI 2025technical

A poster from a long input document can be considered as a one-page easy-to-read multimodal (text and images) summary presented on a nice template with good design elements. Automatic transformation of a long document into a poster is a very less studied but challenging task. It involves content sum…

2025

PLD+: Accelerating LLM Inference by Leveraging Language Model Artifacts

NAACL 2025findings

To reduce the latency associated with autoretrogressive LLM inference, speculative decoding has emerged as a novel decoding paradigm, where future tokens are drafted and verified in parallel. However, the practical deployment of speculative decoding is hindered by its requirements for additional com…

Cited by 1SourcePDFScholar
2024

Peering into the Mind of Language Models: An Approach for Attribution in Contextual Question Answering

ACL 2024findings

With the enhancement in the field of generative artificial intelligence (AI), contextual question answering has become extremely relevant. Attributing model generations to the input source document is essential to ensure trustworthiness and reliability. We observe that when large language models (LL…