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cs.CL2026★ 2 cited
A Comparative Study of Evaluation Metrics for Long-Document Financial Narrative Summarization with Transformers
Nadhem Zmandar, Mo El-Haj, Paul Rayson
There are more than 2,000 listed companies on the UK's London Stock Exchange, divided into 11 sectors who are required to communicate their financial results at least twice in a si…
cs.CL2026
How well can off-the-shelf LLMs elucidate molecular structures from mass spectra using chain-of-thought reasoning?
Yufeng Wang, Lu Wei, Lin Liu +2
Mass spectrometry (MS) is a powerful analytical technique for identifying small molecules, yet determining complete molecular structures directly from tandem mass spectra (MS/MS) r…
cs.CL2025
Retrieval as a Decision: Training-Free Adaptive Gating for Efficient RAG
Yufeng Wang, Lu wei, Haibin Ling
Retrieval-Augmented Generation (RAG) improves factuality but retrieving for every query often hurts quality while inflating tokens and latency. We propose Training-free Adaptive Re…