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Papers
Exploring Equation as a Better Intermediate Meaning Representation for Numerical Reasoning of Large Language Models
AAAI 2024
Exploring Mathematical Extrapolation of Large Language Models with Synthetic Data
ACL 2024
Exploring Reversal Mathematical Reasoning Ability for Large Language Models
ACL 2024
Exploring the Compositional Deficiency of Large Language Models in Mathematical Reasoning Through Trap Problems
EMNLP 2024
Exploring the Limits of Fine-grained LLM-based Physics Inference via Premise Removal Interventions
EMNLP 2024
Fewer is More: Boosting Math Reasoning with Reinforced Context Pruning
EMNLP 2024
FinanceMATH: Knowledge-Intensive Math Reasoning in Finance Domains
ACL 2024
Forward-Backward Reasoning in Large Language Models for Mathematical Verification
ACL 2024
FRoG: Evaluating Fuzzy Reasoning of Generalized Quantifiers in LLMs
EMNLP 2024
From Good to Great: Improving Math Reasoning with Tool-Augmented Interleaf Prompting
ACL 2024
Generation of Visual Representations for Multi-Modal Mathematical Knowledge
AAAI 2024
GeoEval: Benchmark for Evaluating LLMs and Multi-Modal Models on Geometry Problem-Solving
ACL 2024
Global Lyapunov functions: a long-standing open problem in mathematics, with symbolic transformers
NeurIPS 2024
GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers
ACL 2024
How Does Quantization Affect Multilingual LLMs?
EMNLP 2024
How Do Humans Write Code? Large Models Do It the Same Way Too
EMNLP 2024
Iterative Reasoning Preference Optimization
NeurIPS 2024
JiuZhang3.0: Efficiently Improving Mathematical Reasoning by Training Small Data Synthesis Models
NeurIPS 2024
LANS: A Layout-Aware Neural Solver for Plane Geometry Problem
ACL 2024
Large Language Models for Mathematical Reasoning: Progresses and Challenges
EACL 2024
Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning
EMNLP 2024
Let's Verify Step by Step
ICLR 2024
Llemma: An Open Language Model for Mathematics
ICLR 2024
LLMs Can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought
IJCAI 2024
MACM: Utilizing a Multi-Agent System for Condition Mining in Solving Complex Mathematical Problems
NeurIPS 2024