2 papers
cs.LG2026
Verdict Instability of OOD Scores under Reference Resampling
Donghoon Lee, Shinjin Kang
Post-hoc out-of-distribution detectors are fitted on a finite reference set, so every score they produce is an estimate. If we had chosen a different set, some verdicts would have…
cs.CL2026
CoCoA: Context-Conditional Cultural Alignment for Large Language Models
Kyungdon Lee, Wei Xu, Alan Ritter +2
Large Language Models (LLMs) often favor Western-associated entities across cultural contexts. Conventional debiasing methods aim for uniform neutrality, but cultural bias mitigati…