Towards a Reliable and Practical Eval Pipeline

arXiv:2609.00805 · cs.AI, cs.SE · Submitted 2026-09-01 · Read on arXiv

cs.AI, cs.SE

Submitted: 2026-09-01

Updated: 2026-09-01

Terminology

• Consistency — 22× in this paper · explained in 3 episodes
• Accuracy — 10× in this paper · explained in 1 episode
• Self-consistency — 10× in this paper · explained in 2 episodes
• Alignment — 5× in this paper · explained in 1 episode
• Conformal Prediction — 5× in this paper · explained in 5 episodes
• Trace — 5× in this paper · explained in 2 episodes
• Aggregation — 3× in this paper · explained in 1 episode
• Gradient Boosted Decision Trees — 2× in this paper
• Knowledge Graph — 2× in this paper · explained in 7 episodes
• Calibration — 1× in this paper · explained in 7 episodes
• Chain-of-Thought Prompting — 1× in this paper · explained in 2 episodes
• EMMA — 1× in this paper · explained in 2 episodes
• Empirical Coverage — 1× in this paper · explained in 2 episodes
• Explainability — 1× in this paper · explained in 3 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Graph Construction — 1× in this paper · explained in 3 episodes
• Information Gain — 1× in this paper · explained in 2 episodes
• Knowledge graphs — 1× in this paper · explained in 2 episodes
• LLM-as-a-Judge — 1× in this paper · explained in 3 episodes
• Large Language Models — 1× in this paper
• Model-Agnostic — 1× in this paper · explained in 2 episodes

Sources

• Reasoning Models Don't Always Say What They Think
• Consistent Individualized Feature Attribution for Tree Ensembles

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