Arithmetic Reasoning
5개 벤치마크 · 논문 214편 · 이 태스크의 논문 보기 →
Benchmarks
Most implemented
LLaMA: Open and Efficient Foundation Language Models
Llama 2: Open Foundation and Fine-Tuned Chat Models
GPT-4 Technical Report
Qwen2 Technical Report
Mistral 7B
Tree of Thoughts: Deliberate Problem Solving with Large Language Models
Papers
Dual-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 ReasoningTesting LLM Arithmetic Reasoning Generalization with Automatic Numeric-Remapping Attacks
Large language models achieve strong performance on arithmetic reasoning benchmarks, and one common response to arithmetic brittleness is to delegate computation to code. Yet models are still often used in settings where…
Arithmetic Reasoning