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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Graham Neubig

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#artificial intelligence Nov 2025

Oolong: Evaluating Long Context Reasoning and Aggregation Capabilities

The data and evaluation harness for Oolong is released, a benchmark of long-context reasoning tasks that require analyzing individual chunks of text on an atomic level, and then aggregating these analyses to answer distributional questions.

Amanda Bertsch, Adithya Pratapa, Teruko Mitamura et al. · 39 citations · ⚡11
Preprint Aug 2026

Amplified Does Not Mean Predictive: Reasoning Behaviors in Thinking Models

It is found that reasoning-oriented training does not preferentially amplify the highest-Lift behaviors, motivating process-level objectives that reward calibrated and grounded reasoning rather than surface form alone.

Jean de Dieu Nyandwi, Leena Mathur, Yonatan Bisk et al. · 1 citation

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