Author

Junhong Liang

3 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Oct 2026

Mixture-of-Memories: Low-Overhead Language Modeling with Modular Knowledge Injection

Large language models store substantial factual knowledge in their parameters, yet this knowledge is difficult to control, update, and reliably elicit at inference time. Existing memory-augmented approaches typically rely on a single auxiliary mechanism, such as retrieval, parameter updates, or neural memory, and there...

Yifan Lu, Ru-Bin Wei, Zi-Yun Zou et al. · 0 citations

Cultural Benchmarking of LLMs in MSA and Arabic Dialectal Dialogue

ArabCulture-Dialogue is introduced, a culturally grounded conversational dataset covering 13 Arabic-speaking countries, in both MSA and each country’s respective dialect, spanning 12 daily-life topics and 54 fine-grained subtopics, to address the performance gap between MSA and Arabic dialects.

M. Dehan, Aldry Kautsar, SaeedAlmheiri et al. · 0 citations

#natural language process... Jun 2026

When Similar Means Different: Evaluating LLMs on Arabic-Hebrew Cognates

This work introduces SemCog Bench, a curated benchmark of 1,858 Arabic--Hebrew word pairs with sentence-level annotations for cognate identification and semantic disambiguation and finds that context and scale yield model-dependent gains, while original-script inputs generally perform best.

Junhong Liang, Noor Abo Mokh, Bashar Alhafni · arXiv.org · 0 citations