Papers2

#tool-augmented reasoning

TSRBench: A Comprehensive Multi-task Multi-modal Time Series Reasoning Benchmark for Generalist Models

Fangxu Yu, Xingang Guo et al.Jan 26arXiv

TSRBench is a giant test that checks if AI models can understand and reason about data that changes over time, like heartbeats, stock prices, and weather.

#time series reasoning#multimodal benchmark#perception

MAXS: Meta-Adaptive Exploration with LLM Agents

Intermediate

Jian Zhang, Zhiyuan Wang et al.Jan 14arXiv

MAXS is a new way for AI agents to think a few steps ahead while using tools like search and code, so they make smarter choices.

#LLM agents#tool-augmented reasoning#lookahead