1 citations · 1 across the 6 of their papers we have counts for
4 papers · 1 filter
Integrating Domain Knowledge for Financial QA: A Multi-Retriever RAG Approach with LLMs
Yukun Zhang, Stefan Elbl Droguett, Samyak Jain
This research project addresses the errors of financial numerical reasoning Question Answering (QA) tasks due to the lack of domain knowledge in finance. Despite recent advances in…
Where to Add PDE Diffusion in Transformers
Yukun Zhang, Xueqing Zhou
Transformers enable powerful content-based global routing via self-attention, but they lack an explicit local geometric prior along the sequence axis. As a result, the placement of…
Continuous-Time Attention: PDE-Guided Mechanisms for Long-Sequence Transformers
Yukun Zhang, Xueqing Zhou
We propose a novel framework, Continuous_Time Attention, which infuses partial differential equations (PDEs) into the Transformer's attention mechanism to address the challenges of…
PHYBench: Holistic Evaluation of Physical Perception and Reasoning in Large Language Models
Shi Qiu, Shaoyang Guo, Zhuo-Yang Song +51
Current benchmarks for evaluating the reasoning capabilities of Large Language Models (LLMs) face significant limitations: task oversimplification, data contamination, and flawed e…