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20242026
most citedA Survey on Large Language Models for Critical Societal Domains: Finance, Healthcare, and Law

18 citations · 22 across the 15 of their papers we have counts for

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cs.CL2025

Input Order Shapes LLM Semantic Alignment in Multi-Document Summarization

Jing Ma

Large language models (LLMs) are now used in settings such as Google's AI Overviews, where it summarizes multiple long documents. However, it remains unclear whether they weight al…

cs.CL2025

CausalRAG: Integrating Causal Graphs into Retrieval-Augmented Generation

Nengbo Wang, Xiaotian Han, Jagdip Singh +2

Large language models (LLMs) have revolutionized natural language processing (NLP), particularly through Retrieval-Augmented Generation (RAG), which enhances LLM capabilities by in…

cs.CL2024★ 2 cited

Causal Inference with Large Language Model: A Survey

Jing Ma

Causal inference has been a pivotal challenge across diverse domains such as medicine and economics, demanding a complicated integration of human knowledge, mathematical reasoning,…

cs.CL2024★ 1 cited

MASSW: A New Dataset and Benchmark Tasks for AI-Assisted Scientific Workflows

Xingjian Zhang, Yutong Xie, Jin Huang +8

Scientific innovation relies on detailed workflows, which include critical steps such as analyzing literature, generating ideas, validating these ideas, interpreting results, and i…

cs.CL2024★ 18 cited

A Survey on Large Language Models for Critical Societal Domains: Finance, Healthcare, and Law

Zhiyu Zoey Chen, Jing Ma, Xinlu Zhang +7

In the fast-evolving domain of artificial intelligence, large language models (LLMs) such as GPT-3 and GPT-4 are revolutionizing the landscapes of finance, healthcare, and law: dom…