Value Over Language Model: Detecting Original Contribution in Writing

arXiv:2609.00700 · cs.AI, cs.CL · Submitted 2026-09-01 · Read on arXiv

cs.AI, cs.CL

Submitted: 2026-09-01

Updated: 2026-09-01

Comments: 39 pages

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

Terminology

• Adaptation — 10× in this paper · explained in 1 episode
• Core — 5× in this paper · explained in 2 episodes
• Value Over Language Model — 5× in this paper
• Robustness — 4× in this paper · explained in 5 episodes
• AUC — 3× in this paper · explained in 2 episodes
• Actor — 3× in this paper · explained in 3 episodes
• Adam — 3× in this paper · explained in 2 episodes
• Commentary — 3× in this paper · explained in 2 episodes
• Perplexity — 2× in this paper · explained in 3 episodes
• Adaptability — 1× in this paper · explained in 1 episode
• Consistency — 1× in this paper · explained in 3 episodes
• Emotional Resonance — 1× in this paper · explained in 2 episodes
• Value Over Replacement Player — 1× in this paper

Sources

• Which Contributions Deserve Credit? Perceptions of Attribution in Human-AI Co-Creation
• "I Didn't Make the Micro Decisions": Measuring, Inducing, and Exposing Goal-Level AI Contributions in Collaboration
• Paraphrasing evades detectors of AI-generated text, but retrieval is an effective defense
• Mapping the Increasing Use of LLMs in Scientific Papers
• DetectGPT: Zero-Shot Machine-Generated Text Detection using Probability Curvature
• GPT-4o System Card
• Rethinking LLM Memorization through the Lens of Adversarial Compression
• EditLens: Quantifying the Extent of AI Editing in Text
• Measuring Human Contribution in AI-Assisted Content Generation

Related papers

• MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
• Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
• The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing
• MindHelper: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention
• Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems
• VSAL: A Vision Solver with Adaptive Layouts for Graph Property Detection