mathematical reasoning

355 papers

Explore in graph

Also known as

MWP

Co-occurring keywords

large language model (12755) chain-of-thought reasoning (469) benchmark evaluation (1539) reinforcement learning (4122) language model (4573) chain of thought (274) math word problem (103) multimodal learning (4622) chain-of-thought prompting (306) question answering (2904)

Papers

A Novel Instruction Tuning Method for Vietnamese Mathematical Reasoning using Trainable Open-Source Large Language Models CONLL 2024

Calc-CMU at SemEval-2024 Task 7: Pre-Calc - Learning to Use the Calculator Improves Numeracy in Language Models SEMEVAL 2024

Over-Reasoning and Redundant Calculation of Large Language Models EACL 2024

Large Language Models for Mathematical Reasoning: Progresses and Challenges EACL 2024

MATHSENSEI: A Tool-Augmented Large Language Model for Mathematical Reasoning NAACL 2024

Paraphrase and Solve: Exploring and Exploiting the Impact of Surface Form on Mathematical Reasoning in Large Language Models NAACL 2024

MuMath: Multi-perspective Data Augmentation for Mathematical Reasoning in Large Language Models NAACL 2024

ATG: Benchmarking Automated Theorem Generation for Generative Language Models NAACL 2024

LLMs Can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought IJCAI 2024

When is Tree Search Useful for LLM Planning? It Depends on the Discriminator ACL 2024

Pride and Prejudice: LLM Amplifies Self-Bias in Self-Refinement ACL 2024

MARIO: MAth Reasoning with code Interpreter Output - A Reproducible Pipeline ACL 2024

Exploring Mathematical Extrapolation of Large Language Models with Synthetic Data ACL 2024

Evaluating LLMs’ Mathematical Reasoning in Financial Document Question Answering ACL 2024

From Good to Great: Improving Math Reasoning with Tool-Augmented Interleaf Prompting ACL 2024

Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations ACL 2024

SEGO: Sequential Subgoal Optimization for Mathematical Problem-Solving ACL 2024

MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning ACL 2024

Self-Training with Direct Preference Optimization Improves Chain-of-Thought Reasoning ACL 2024

LANS: A Layout-Aware Neural Solver for Plane Geometry Problem ACL 2024

Fewer is More: Boosting Math Reasoning with Reinforced Context Pruning EMNLP 2024

Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning EMNLP 2024

Exploring the Compositional Deficiency of Large Language Models in Mathematical Reasoning Through Trap Problems EMNLP 2024

Mathador-LM: A Dynamic Benchmark for Mathematical Reasoning on Large Language Models EMNLP 2024

SAAS: Solving Ability Amplification Strategy for Enhanced Mathematical Reasoning in Large Language Models EMNLP 2024