Peer Review as Structured Commentary: Immutable Identity, Public Dialogue, and Reproducible Scholarship

arXiv:2506.22497 · cs.CY, cs.AI, cs.DL, cs.SI, physics.hist-ph · Submitted 2025-06-25 · Read on arXiv

cs.CY, cs.AI, cs.DL, cs.SI, physics.hist-ph

Submitted: 2025-06-25

Updated: 2026-09-24

Terminology

Commentary — 208× in this paper · explained in 2 episodes
Trace — 38× in this paper · explained in 2 episodes
Accountability — 27× in this paper · explained in 2 episodes
AI Agents — 18× in this paper · explained in 2 episodes
Provenance — 12× in this paper · explained in 4 episodes
Core — 10× in this paper · explained in 2 episodes
Knowledge Graph — 10× in this paper · explained in 7 episodes
Verification — 10× in this paper · explained in 2 episodes
Accuracy — 6× in this paper · explained in 1 episode
Ontology — 6× in this paper · explained in 2 episodes
Alignment — 5× in this paper · explained in 1 episode
Embeddings — 5× in this paper · explained in 2 episodes
Redundancy — 5× in this paper · explained in 2 episodes
Actor — 4× in this paper · explained in 3 episodes
Scaffolding — 4× in this paper · explained in 3 episodes
Transformer — 4× in this paper · explained in 2 episodes
Verifiability — 4× in this paper · explained in 2 episodes
Aggregation — 3× in this paper · explained in 1 episode
Arbiter — 3× in this paper · explained in 1 episode
Knowledge graphs — 3× in this paper · explained in 2 episodes
Robustness — 3× in this paper · explained in 5 episodes
Adaptation — 2× in this paper · explained in 1 episode
Directed Acyclic Graph — 2× in this paper
General Data Protection Regulation — 2× in this paper
AI Integration — 1× in this paper · explained in 1 episode
Adam — 1× in this paper · explained in 2 episodes
Affordance — 1× in this paper · explained in 1 episode
Clustering — 1× in this paper · explained in 2 episodes
Computational Biology — 1× in this paper · explained in 2 episodes
Consistency — 1× in this paper · explained in 3 episodes
Cosine Similarity — 1× in this paper · explained in 3 episodes
Credit assignment — 1× in this paper · explained in 3 episodes
Data Provenance — 1× in this paper · explained in 2 episodes
Deferral — 1× in this paper · explained in 2 episodes
Downstream Tasks — 1× in this paper · explained in 2 episodes
Elias — 1× in this paper · explained in 2 episodes
Feature Selection — 1× in this paper · explained in 4 episodes
Fidelity — 1× in this paper · explained in 2 episodes
Hallucination — 1× in this paper · explained in 3 episodes
Iterative Refinement — 1× in this paper · explained in 3 episodes
Latent Space — 1× in this paper · explained in 7 episodes
Memory Decay — 1× in this paper · explained in 3 episodes
Methodological Rigor — 1× in this paper · explained in 2 episodes
Modularity — 1× in this paper · explained in 9 episodes
Semantic Similarity — 1× in this paper · explained in 2 episodes

Sources

SciBERT: A Pretrained Language Model for Scientific Text

Terminology

Sources

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