most citedBeyond Single Embeddings: Capturing Diverse Targets with Multi-Query Retrieval

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cs.AI2026

Training Continuous Chain of Thought Models: A Tale of Two Regimes

Varun Yerram, He He, Eunsol Choi

Continuous Chain-of-Thought methods replace verbose reasoning traces with a short sequence of dense latent representations. Earlier continuous CoT methods indirectly supervise the…

cs.AI2026

Are Dilemmas and Conflicts in LLM Alignment Solvable? A View from Priority Graph

Zhenheng Tang, Xiang Liu, Qian Wang +3

As Large Language Models (LLMs) become more powerful and autonomous, they increasingly face conflicts and dilemmas in many scenarios. We first summarize and taxonomize these divers…