5 papers · 1 filter
Solar Open 2 Technical Report
Sungrae Park, Sanghoon Kim, Gyoungjin Gim +50
We present Solar Open 2, a 250B-A15B Mixture-of-Experts language model built for long-horizon agentic tasks, scaled up from Solar Open 1 (Solar Open 100B). To hold entire agent tra…
Layer-wise Swapping for Generalizable Multilingual Safety
Hyunseo Shin, Wonseok Hwang
Despite the rapid advancements of Large Language Models (LLMs), safety risks remain a critical challenge for low-resource languages. Existing safety datasets are predominantly Engl…
Causal Retrieval with Semantic Consideration
Hyunseo Shin, Wonseok Hwang
Recent advancements in large language models (LLMs) have significantly enhanced the performance of conversational AI systems. To extend their capabilities to knowledge-intensive do…
Does Alignment Tuning Really Break LLMs' Internal Confidence?
Hongseok Oh, Wonseok Hwang
Large Language Models (LLMs) have shown remarkable progress, but their real-world application necessitates reliable calibration. This study conducts a comprehensive analysis of cal…
On the Consideration of AI Openness: Can Good Intent Be Abused?
Yeeun Kim, Hyunseo Shin, Eunkyung Choi +3
Open source is a driving force behind scientific advancement.However, this openness is also a double-edged sword, with the inherent risk that innovative technologies can be misused…