numerical reasoning

Achieving Multi-Hop Calculation and Safe Abstention in Financial Numerical Reasoning by Metric Graph Constrained LLMs ACL 2026 Anchoring Depends on Confidence and Post-Training in Language Models ACL 2026 Beyond Timestamps: Bridging Forward and Backward Reasoning in Temporal Numerical and Relational Understanding ACL 2026 Collaborative LLM Numerical Reasoning with Local Data Protection AAAI 2026 Knowing the Facts but Choosing the Shortcut: Understanding How Large Language Models Compare Entities EACL 2026 LLMs Know More About Numbers than They Can Say EACL 2026 NumCoKE: Ordinal-Aware Numerical Reasoning over Knowledge Graphs with Mixture-of-Experts and Contrastive Learning AAAI 2026 RNED: Rotary Number Encoding and Decoding for Medical VLMs CVPR 2026 Accurate and Regret-Aware Numerical Problem Solver for Tabular Question Answering AAAI 2025 Addition in Four Movements: Mapping Layer-wise Information Trajectories in LLMs EMNLP 2025 Agent Trading Arena: A Study on Numerical Understanding in LLM-Based Agents EMNLP 2025 AveniBench: Accessible and Versatile Evaluation of Finance Intelligence COLING 2025 BenNumEval: A Benchmark to Assess LLMs’ Numerical Reasoning Capabilities in Bengali ACL 2025 Complex Numerical Reasoning with Numerical Semantic Pre-training Framework EMNLP 2025 Exposing Numeracy Gaps: A Benchmark to Evaluate Fundamental Numerical Abilities in Large Language Models ACL 2025 FinanceReasoning: Benchmarking Financial Numerical Reasoning More Credible, Comprehensive and Challenging ACL 2025 FinMMR: Make Financial Numerical Reasoning More Multimodal, Comprehensive, and Challenging ICCV 2025 How to Leverage Digit Embeddings to Represent Numbers? COLING 2025 Interpreting Multi-Attribute Confounding through Numerical Attributes in Large Language Models IJCNLP 2025 Investigating the effectiveness of length based rewards in DPO for building Conversational Financial Question Answering Systems COLING 2025 Language Models Encode Numbers Using Digit Representations in Base 10 NAACL 2025 Large Language Model Agents in Finance: A Survey Bridging Research, Practice, and Real-World Deployment EMNLP 2025 Mind the (Language) Gap: Towards Probing Numerical and Cross-Lingual Limits of LVLMs EMNLP 2025 Number Cookbook: Number Understanding of Language Models and How to Improve It ICLR 2025 NUMINA: A Natural Understanding Benchmark for Multi-dimensional Intelligence and Numerical Reasoning Abilities EMNLP 2025