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Kashob Kumar Roy

2 accepted papers

2024

ConTReGen: Context-driven Tree-structured Retrieval for Open-domain Long-form Text Generation

EMNLP 2024finding

Open-domain long-form text generation requires generating coherent, comprehensive responses that address complex queries with both breadth and depth. This task is challenging due to the need to accurately capture diverse facets of input queries. Existing iterative retrieval-augmented generation (RAG…

Cited by 1SourcePDFScholar
2024

Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs

ACL 2024findings

Large language models (LLMs), while exhibiting exceptional performance, suffer from hallucinations, especially on knowledge-intensive tasks. Existing works propose to augment LLMs with individual text units retrieved from external knowledge corpora to alleviate the issue. However, in many domains, t…