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| The NCTE Transcripts: A Dataset of Elementary Math Classroom Transcripts | Nov 21, 2022 | Elementary MathematicsMath | CodeCode Available | 1 |
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| Broken Neural Scaling Laws | Oct 26, 2022 | Adversarial RobustnessContinual Learning | CodeCode Available | 1 |
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| Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Solvers for Math Word Problems | Apr 23, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| HALO: Hierarchical Autonomous Logic-Oriented Orchestration for Multi-Agent LLM Systems | May 17, 2025 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
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| Escape Sky-high Cost: Early-stopping Self-Consistency for Multi-step Reasoning | Jan 19, 2024 | GSM8KMath | CodeCode Available | 1 |
| Hierarchical Prompting Taxonomy: A Universal Evaluation Framework for Large Language Models Aligned with Human Cognitive Principles | Jun 18, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
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| Evaluating and Improving Tool-Augmented Computation-Intensive Math Reasoning | Jun 4, 2023 | Math | CodeCode Available | 1 |
| Implicit Chain of Thought Reasoning via Knowledge Distillation | Nov 2, 2023 | Knowledge DistillationMath | CodeCode Available | 1 |
| Are NLP Models really able to Solve Simple Math Word Problems? | Mar 12, 2021 | MathMath Word Problem Solving | CodeCode Available | 1 |
| Case-Based or Rule-Based: How Do Transformers Do the Math? | Feb 27, 2024 | MathSystematic Generalization | CodeCode Available | 1 |
| Graph-to-Tree Neural Networks for Learning Structured Input-Output Translation with Applications to Semantic Parsing and Math Word Problem | Apr 7, 2020 | DecoderMachine Translation | CodeCode Available | 1 |
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