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Tiansheng Hu

3 accepted papers

2025

FinLFQA: Evaluating Attributed Text Generation of LLMs in Financial Long-Form Question Answering

EMNLP 2025

Large Language Models (LLMs) frequently hallucinate to long-form questions, producing plausible yet factually incorrect answers. A common mitigation strategy is to provide attribution to LLM outputs. However, existing benchmarks primarily focus on simple attribution that retrieves supporting textual

2025

FinTrust: A Comprehensive Benchmark of Trustworthiness Evaluation in Finance Domain

EMNLP 2025

Recent LLMs have demonstrated promising ability in solving finance related problems. However, applying LLMs in real-world finance application remains challenging due to its high risk and high stakes property. This paper introduces FinTrust, a comprehensive benchmark specifically designed for evaluat

2025

SciArena: An Open Evaluation Platform for Non-Verifiable Scientific Literature-Grounded Tasks

NeurIPS 2025spotlight

We present SciArena, an open and collaborative platform for evaluating foundation models on scientific literature-grounded tasks. Unlike traditional benchmarks for scientific literature understanding and synthesis, SciArena engages the research community directly, following the Chatbot Arena evalua…

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