Arithmetic Reasoning
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Papers
Shared-Prefix KV Reuse Across Standard LoRA Adapters: Quality and Serving Tradeoffs
A common small-model deployment runs one shared backbone with several LoRA specialists that answer over the same context. Serving them naively re-prefills that shared context once per specialist. We study a narrow, pract…
Arithmetic ReasoningDual-Manifold Geometry Guided Representation Learning: Adaptive Coupling between Kernel and Data Spaces
Deep representation learning has primarily focused on how features evolve across network layers, while largely overlooking the structured geometry embedded in network parameters. We introduce a dual-manifold perspective …
Representation LearningArithmetic ReasoningImage ClassificationThink Short, Defer Smart, Act, and Repeat: Calibrated Reasoning and Uncertainty-Aware Deferral for Edge LLM Agents
LLM agents following the ReAct paradigm are promising enablers of complex multi-step tasks, including multi-hop question answering, code generation, and control of physical AI systems. Yet, when deployed at the edge, the…
Multi-hop Question AnsweringArithmetic ReasoningCode GenerationLogit-Contribution Scoring Identifies Non-Literal Retrieval Heads
In long-context use, large language models frequently synthesize answers from the meaning of a relevant context span rather than literally copy-pasting them. Identifying which attention heads perform this synthesis matte…
Arithmetic ReasoningNeuReasoner: Theory-grounded Mapping of Reasoning Elicitation Boundaries
A growing body of work suggests that the reasoning capabilities of large language models are largely latent in their base form, with post-training primarily amplifying rather than introducing them. However, this evidence…
Arithmetic ReasoningCode GenerationDecision MakingArithmetic Pedagogy for Language Models
We investigate whether methods of human mathematics pedagogy can guide the training of language models toward arithmetic reasoning. Building on the GASING method -- an Indonesian pedagogy that solves basic arithmetic thr…
Reinforcement LearningArithmetic Reasoning