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MT-OSC: Path for LLMs that Get Lost in Multi-Turn Conversation
arXiv:2604.08782v3 Announce Type: replace Abstract: Large language models (LLMs) suffer significant performance degradation when user instructions and context are distributed over multiple conversational turns, yet multi-turn (MT) interactions dominate chat interfaces. The routine approach of appending full chat history to prompts rapidly exhausts context windows, leading to increased latency, higher computational costs, and diminishing returns as conversations extend. We introduce MT-OSC, a...
Experimental Tests of Radio-Frequency Heating Saturation in Ultracold Neutral Plasmas
arXiv:2606.02821v1 Announce Type: new Abstract: For non-resonant radio-frequency (RF) fields, electron heating in sufficiently collisional plasmas can be driven primarily by inverse bremsstrahlung absorption. When the quiver velocity v_osc approaches the electron thermal velocity v_th, theory often predicts sublinear scaling of the heating rate with RF power, indicating saturation.
Hunger in Oleshky: Ukraine asks for evacuation
Hunger in Oleshky: Ukraine asks for evacuation June 6, 2026The situation is critical in Oleshky, a city in southern Ukraine. When the nearby Kakhovka dam was destroyed in 2023, Oleshky was first flooded and then bombed. Today, it is practically cut off from the outside world.
Baichuan-M4: A Clinical-Grade Medical Agent System for Continuous Care
Announce Type: new Abstract: Baichuan-M4 is Baichuan Intelligence's clinical-grade medical large model, designed for \emph{continuous care} rather than single-turn medical question answering. It is built as a coordinated medical agent system around three pillars: \textbf{Baichuan-Harness}, a unified runtime that keeps reinforcement-learning training and real-world deployment consistent while enforcing action constraints, tool use, long-term patient memory, and multi-agent coordination; a...
Armenia polls open in test of prime minister's pivot away from Russia
Armenia polls open in test of prime minister's pivot away from Russia Polls open in Armenia on Sunday in a vote that is set to test the former Soviet republic's ties with Russia. As Prime Minister Nikol Pashinyan has sought to loosen dependence on Moscow, the Kremlin has been accused of seeking to sway the vote and Armenia's EU ambitions to the same path it claims triggered its 2022 invasion of Ukraine. Armenians began voting Sunday in a parliamentary election set to test Prime Minister...