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Ishaan Singh Rawal

3 accepted papers

2025

How do Transformer Embeddings Represent Compositions? A Functional Analysis

ACL 2025finding

Compositionality is a key aspect of human intelligence, essential for reasoning and generalization. While transformer-based models have become the de facto standard for many language modeling tasks, little is known about how they represent compound words, and whether these representations are compos…

Cited by 0SourcePDFScholar
2024

Dissecting Multimodality in VideoQA Transformer Models by Impairing Modality Fusion

ICML 2024poster

While VideoQA Transformer models demonstrate competitive performance on standard benchmarks, the reasons behind their success are not fully understood. Do these models capture the rich multimodal structures and dynamics from video and text jointly? Or are they achieving high scores by exploiting bia…

Cited by 1SourcePDFScholar
2024

LLM-Based Multi-Hop Question Answering with Knowledge Graph Integration in Evolving Environments

EMNLP 2024finding

The important challenge of keeping knowledge in Large Language Models (LLMs) up-to-date has led to the development of various methods for incorporating new facts. However, existing methods for such knowledge editing still face difficulties with multi-hop questions that require accurate fact identifi…

Cited by 4SourcePDFScholar