#tool-reasoning News & Analysis

2 articles tagged with #tool-reasoning. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 236/10

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StatABench: Dataset and Framework for Evaluating Statistical Analysis Capabilities of LLMs

Researchers introduced StatABench, a comprehensive benchmark for evaluating LLMs' statistical analysis capabilities across 434 questions and tasks. Evaluations reveal significant performance gaps, with GPT-5.1 achieving only 68.6% accuracy on closed-ended questions and top agent frameworks scoring 61.86% on complex modeling tasks, exposing persistent weaknesses in tool-grounded reasoning and methodological decision-making.

🧠 GPT-5

AIBullisharXiv – CS AI · Apr 146/10

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TInR: Exploring Tool-Internalized Reasoning in Large Language Models

Researchers propose Tool-Internalized Reasoning (TInR), a framework that embeds tool knowledge directly into Large Language Models rather than relying on external tool documentation during reasoning. The TInR-U model uses a three-phase training pipeline combining knowledge alignment, supervised fine-tuning, and reinforcement learning to improve reasoning efficiency and performance across various tasks.