Evaluating and Benchmarking the System One Model Jev

arXiv:2609.37647 · cs.CL, cs.AI · Submitted 2026-09-29 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-09-29

Updated: 2026-09-29

Comments: Code available at github.com/AppliedMachineLearning-Lab/jev-benchmarking, model responses at doi.org/10.5281/zenodo.23039006

Code: https://github.com/AppliedMachineLearning-Lab/jev-benchmarking

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 39× in this paper · explained in 1 episode
• Benchmarking — 23× in this paper · explained in 4 episodes
• Benchmark — 17× in this paper · explained in 2 episodes
• Calibration — 16× in this paper · explained in 9 episodes
• Grounding — 11× in this paper · explained in 3 episodes
• AUROC — 7× in this paper · explained in 3 episodes
• Adam — 3× in this paper · explained in 2 episodes
• Transformer — 3× in this paper · explained in 2 episodes
• Consistency — 2× in this paper · explained in 3 episodes
• Low-Resource Languages — 2× in this paper · explained in 4 episodes
• Alignment — 1× in this paper
• Failure Modes — 1× in this paper · explained in 3 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Instruction Tuning — 1× in this paper · explained in 3 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 8 episodes
• Tokenization — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations
• Measuring Massive Multitask Language Understanding
• Lessons from the Trenches on Reproducible Evaluation of Language Models
• Language Models (Mostly) Know What They Know
• FinBERT: Financial Sentiment Analysis with Pre-trained Language Models
• Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Related papers

• Exploring Solution Divergence and Its Effect on Large Language Model Problem Solving
• Ishigaki-IDS-Bench: A Benchmark for Generating Information Delivery Specification from BIM Information Requirements
• Subliminal Steering: Stronger Encoding of Hidden Signals
• MedStruct-S: A Benchmark for Key Discovery, Key-Conditioned QA and Semi-Structured Extraction from OCR Clinical Reports
• The End of Transformers? On Challenging Attention and the Rise of Sub-Quadratic Architectures
• Untangling the Mechanisms of Misleading Context in Medical Question Answering