activity
20242026
most citedFino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

2 citations · 5 across the 19 of their papers we have counts for

collaborators
Showing 2025 · cs.CLShow all

7 papers · 2 filters

cs.CL2025

When Agents Trade: Live Multi-Market Trading Benchmark for LLM Agents

Lingfei Qian, Xueqing Peng, Yan Wang +14

Although Large Language Model (LLM)-based agents are increasingly used in financial trading, it remains unclear whether they can reason and adapt in live markets, as most studies t…

cs.CL2025

FinAuditing: A Financial Taxonomy-Structured Multi-Document Benchmark for Evaluating LLMs

Yan Wang, Keyi Wang, Shanshan Yang +12

Going beyond simple text processing, financial auditing requires detecting semantic, structural, and numerical inconsistencies across large-scale disclosures. As financial reports…

cs.CL2025

RKEFino1: A Regulation Knowledge-Enhanced Large Language Model

Yan Wang, Yueru He, Ruoyu Xiang +1

Recent advances in large language models (LLMs) hold great promise for financial applications but introduce critical accuracy and compliance challenges in Digital Regulatory Report…

cs.CL2025

MultiFinBen: Benchmarking Large Language Models for Multilingual and Multimodal Financial Application

Xueqing Peng, Lingfei Qian, Yan Wang +44

Real-world financial analysis involves information across multiple languages and modalities, from reports and news to scanned filings and meeting recordings. Yet most existing eval…

cs.CL2025★ 1 cited

FinTagging: Benchmarking LLMs for Extracting and Structuring Financial Information

Yan Wang, Lingfei Qian, Xueqing Peng +18

Accurate interpretation of numerical data in financial reports is critical for markets and regulators. Although XBRL (eXtensible Business Reporting Language) provides a standard fo…

cs.CL2025

Plutus: Benchmarking Large Language Models in Low-Resource Greek Finance

Xueqing Peng, Triantafillos Papadopoulos, Efstathia Soufleri +7

Despite Greece's pivotal role in the global economy, large language models (LLMs) remain underexplored for Greek financial context due to the linguistic complexity of Greek and the…

cs.CL2025★ 2 cited

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Lingfei Qian, Weipeng Zhou, Yan Wang +6

As the fundamental capability behind decision-making in finance, financial reasoning poses distinct challenges for LLMs. Although reinforcement learning (RL) have boosted generic r…