XQDT: eXplainable and Quantitative Data-Text Alignment Metric with Feedback Signals

arXiv:2608.29948 · cs.CL · Submitted 2026-08-30 · Read on arXiv

cs.CL

Submitted: 2026-08-30

Updated: 2026-09-01

Code: https://github.com/guihuzhang/xqdt

Terminology

• Verifier — 40× in this paper · explained in 2 episodes
• Alignment — 28× in this paper · explained in 1 episode
• F1 Score — 25× in this paper · explained in 3 episodes
• Verification — 15× in this paper · explained in 2 episodes
• Consistency — 13× in this paper · explained in 3 episodes
• Benchmark — 8× in this paper · explained in 2 episodes
• Accuracy — 4× in this paper · explained in 1 episode
• Knowledge Graph — 4× in this paper · explained in 7 episodes
• Adam — 3× in this paper · explained in 2 episodes
• Annotator Agreement — 3× in this paper · explained in 1 episode
• Distillation — 3× in this paper · explained in 2 episodes
• Adaptation — 2× in this paper · explained in 1 episode
• Calibration — 2× in this paper · explained in 7 episodes
• Cosine Similarity — 2× in this paper · explained in 3 episodes
• Embeddings — 2× in this paper · explained in 2 episodes
• Initial Data — 2× in this paper · explained in 2 episodes
• Iterative Refinement — 2× in this paper · explained in 3 episodes
• Knowledge Distillation — 2× in this paper · explained in 11 episodes
• Pruning — 2× in this paper · explained in 4 episodes
• Transformer — 2× in this paper · explained in 2 episodes
• Clustering — 1× in this paper · explained in 2 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Hallucination — 1× in this paper · explained in 3 episodes
• Knowledge graphs — 1× in this paper · explained in 2 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Robustness — 1× in this paper · explained in 5 episodes

Sources

• The Llama 3 Herd of Models
• GPT-4 Technical Report
• OpenAI GPT-5 System Card
• Gemma 3 Technical Report
• Qwen3 Technical Report

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