JET: Justification Evaluation in Transformer

arXiv:2609.33874 · cs.LG, cs.PF · Submitted 2026-09-27 · Read on arXiv

cs.LG, cs.PF

Submitted: 2026-09-27

Updated: 2026-09-29

Code: https://github.com/deepseek-ai/DeepSeek-V3

Terminology

• Transformer — 1× in this paper · explained in 2 episodes

Sources

• Attention Is All You Need
• Efficient Memory Management for Large Language Model Serving with PagedAttention
• BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions
• Measuring Massive Multitask Language Understanding
• LoRA: Low-Rank Adaptation of Large Language Models
• Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
• On Calibration of Modern Neural Networks

Related papers

• Polynomial-Augmented Neural Networks (PANNs) with Weak Orthogonality Constraints for Enhanced Function and PDE Approximation
• AIRL-S: Unifying Reinforcement Learning and Search-Based Test-Time Scaling via Adversarial Inverse Reinforcement Learning
• Transformers as Bayesian In-Context Experimenters: Smoothness-Adaptive Efficient ATE Estimation
• Convergence issues in Relational Concept Analysis based on AOC-posets
• Beliefs Beyond Posteriors: The Predictive Cost of ELBO Binding
• Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks