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cs.CL2026
Revisiting a Pain in the Neck: A Semantic Reasoning Benchmark for Language Models
Yang Liu, Hongming Li, Melissa Xiaohui Qin +2
We present SemanticQA, an evaluation suite designed to assess language models (LMs) in semantic phrase processing tasks. The benchmark consolidates existing multiword expression (M…
cs.CV2026
Reference-based Category Discovery: Unsupervised Object Detection with Category Awareness
Yichen Li, Qiankun Liu, Ying Fu
Traditional one-shot detection methods have addressed the closed-set problem in object detection, but the high cost of data annotation remains a critical challenge. General unsuper…