Tagged articles

tool augmentation

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Jun 29, 2026 · Artificial Intelligence

Mapping LLM Reasoning: Paradigms, Methods, and Failure Modes in a Periodic Table

This 103‑page survey of over 300 recent papers organizes large language model reasoning into a periodic‑table framework, explains where reasoning emerges, categorizes 36 method families across six dimensions, critiques accuracy‑only evaluation, and outlines key open challenges such as fidelity, robustness, calibration, generalization, efficiency, and safety.

AI safetyLLM reasoningMeta-reasoning

0 likes · 13 min read

Mapping LLM Reasoning: Paradigms, Methods, and Failure Modes in a Periodic Table

Bighead's Algorithm Notes

Jun 22, 2026 · Artificial Intelligence

Paper Reading: TimeART – Tool‑Augmented Autonomous Time‑Series Reasoning

The article reviews the TimeART framework, which equips large language models with 21 ready‑to‑use time‑series analysis tools and a four‑stage training regime on the 100k‑trajectory TimeToolBench corpus, enabling an 8B Qwen‑3 model to act as a fully autonomous data scientist and achieve state‑of‑the‑art performance on multiple TSQA, prediction, and reasoning benchmarks.

LLMTSRMTimeART

0 likes · 15 min read

Paper Reading: TimeART – Tool‑Augmented Autonomous Time‑Series Reasoning