document filtering 1grounded alignment 1large language models 1query reformulation 1retrieval-augmented generation 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.LG2026
CGSTA: Cross-Scale Graph Contrast with Stability-Aware Alignment for Multivariate Time-Series Anomaly Detection
Zhongpeng Qi, Jun Zhang, Wei Li +1
Multivariate time-series anomaly detection is essential for reliable industrial control, telemetry, and service monitoring. However, the evolving inter-variable dependencies and in…
cs.AI2025
Cognitive-Aligned Document Selection for Retrieval-augmented Generation
Bingyu Wan, Fuxi Zhang, Zhongpeng Qi +5
The paper introduces GGatrieval, a method that uses a large language model to iteratively rewrite queries and filter retrieved documents through fine‑grained grounded alignment, im…