Mathematical Question Answering
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Benchmarks
Geometry3K
GeoS
Most implemented
Analysing Mathematical Reasoning Abilities of Neural Models
MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn Interactions
GOLD: Geometry Problem Solver with Natural Language Description
Mining Mathematical Documents for Question Answering via Unsupervised Formula Labeling
Plane Geometry Diagram Parsing
Papers
Efficient Chain-of-Modality Reasoning via Progressive Compression for Spoken Language Models
Spoken language models (SLMs) enable natural human-computer interaction, but their reasoning ability still lags behind that of text-based large language models, especially on spoken mathematical question answering tasks.…
Mathematical Question AnsweringTask Competence Is Not Instruction Following: Evaluating Instruction-Conflicting Behavior in Small Language Models
Instruction tuning is meant to make language models follow user requests, yet it is unclear whether small models comply when an instruction conflicts with their usual task behavior. We study this across three tasks - mul…
Mathematical Question AnsweringInstruction FollowingMore Agents Improve Math Problem Solving but Adversarial Robustness Gap Persists
When LLM agents work together, they seem to be more powerful than a single LLM in mathematical question answering. However, are they also more robust to adversarial inputs? We investigate this question using adversariall…
Mathematical Question AnsweringAdversarial RobustnessMathematical Information Retrieval: Search and Question Answering
Mathematical information is essential for technical work, but its creation, interpretation, and search are challenging. To help address these challenges, researchers have developed multimodal search engines and mathemati…
Information RetrievalMathMathematical Question AnsweringQuestion Answering+1MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn Interactions
Large language models (LLMs) have demonstrated impressive capabilities in mathematical problem solving, particularly in single turn question answering formats. However, real world scenarios often involve mathematical que…
BenchmarkingDialogue UnderstandingInstruction FollowingMath+4GOLD: Geometry Problem Solver with Natural Language Description
Addressing the challenge of automated geometry math problem-solving in artificial intelligence (AI) involves understanding multi-modal information and mathematics. Current methods struggle with accurately interpreting ge…
MathMathematical Question AnsweringMathematical Reasoning