Model Detail
cohere-transcribe-03-2026
▲ 5.6%Discourse Coherence and Response-Guided Context Rewriting for Multi-Party Dialogue Generation
arXiv:2604.06784v1 Announce Type: new Abstract: Previous research on multi-party dialogue generation has predominantly leveraged structural information inherent in dialogues to directly inform the generation process. However, the prevalence of colloquial expressions and incomplete utterances in dial
Graph-PiT: Enhancing Structural Coherence in Part-Based Image Synthesis via Graph Priors
arXiv:2604.06074v1 Announce Type: cross Abstract: Achieving fine-grained and structurally sound controllability is a cornerstone of advanced visual generation. Existing part-based frameworks treat user-provided parts as an unordered set and therefore ignore their intrinsic spatial and semantic relat
A Unified Stability Analysis of SAM vs SGD: Role of Data Coherence and Emergence of Simplicity Bias
arXiv:2511.17378v2 Announce Type: replace Abstract: Understanding the dynamics of optimization in deep learning is increasingly important as models scale. While stochastic gradient descent (SGD) and its variants reliably find solutions that generalize well, the mechanisms driving this generalization
Skeleton-based Coherence Modeling in Narratives
arXiv:2604.02451v1 Announce Type: cross Abstract: Modeling coherence in text has been a task that has excited NLP researchers since a long time. It has applications in detecting incoherent structures and helping the author fix them. There has been recent work in using neural networks to extract a sk
Incoherence in Goal-Conditioned Autoregressive Models
arXiv:2510.06545v2 Announce Type: replace-cross Abstract: We investigate mathematically the notion of incoherence: a structural issue with reinforcement learning policies derived by naive goal-conditioning of autoregressive models. We focus on the process of re-training models on their own actions,
Quantum Fuzzy Sets Revisited: Density Matrices, Decoherence, and the Q-Matrix Framework
arXiv:2603.26739v1 Announce Type: cross Abstract: In 2006 we proposed Quantum Fuzzy Sets, observing that states of a quantum register could serve as characteristic functions of fuzzy subsets, embedding Zadeh's unit interval into the Bloch sphere. That paper was deliberately preliminary. In the two d
