Every paper checked — nothing hidden

All papers

Every paper checked in the week of 12–18 Oct 2026 · Multimodal models — nothing is hidden. Brief papers first.

PaperTopicRelevanceFeedback
Inject a Turn, Not a Token: Learning Where to Redirect LLM Reasoning for Self-Correction
Introduces UPTURN, a framework that trains a small classifier to inject redirection prompts as new user turns during reasoning failures.
Preprint
Multimodal models
via arxiv · 12 Oct, 16:28
Not relevant
Operates entirely on text-based reasoning tasks without multimodal inputs or outputs.
Adaptive DHiSparse: Speculative Decoding over a Load-Adaptive KV Hierarchy
Combines load-adaptive hierarchical key-value caching with speculative decoding to accelerate long-context language model serving.
Preprint
Multimodal models
via arxiv · 12 Oct, 16:28
Not relevant
Evaluates text LLMs on context serving without multimodal document, vision, or audio components.
A Privileged Teacher That Only Scores Cannot Search: Critique-Conditioned On-Policy Self-Distillation for Reasoning
Examines error localization and credit assignment failures in critique-conditioned on-policy self-distillation for mathematical reasoning.
Preprint
Multimodal models
via arxiv · 12 Oct, 16:28
Not relevant
Focuses strictly on language-based reasoning traces without multimodal inputs.
Task Context Shapes Component Roles in Language Models
Investigates how changing tasks redistributes attention head influence and alters internal activations in open-weight large language models.
Preprint
Multimodal models
via arxiv · 12 Oct, 16:28
Not relevant
Focuses solely on text-based language models without multimodal inputs or outputs.
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