Procedural Pretraining Scale Effects on CodeT5 Robustness Under Adversarial Attacks

Abstract

Abstract: This report synthesises findings from 10 peer-reviewed papers addressing the following research question: How does the scaling of procedural pretraining data size (e.g., 10M vs. 1B tokens) impact CodeT5's robustness on MBPP under adversarial attacks compared to web-scale pretraining. 6 claims were extracted from source literature; 6 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 8.3/10. This report is a machine-generated literature synthesis and does not constitute original research.

Research Question

How does the scaling of procedural pretraining data size (e.g., 10M vs. 1B tokens) impact CodeT5's robustness on MBPP under adversarial attacks compared to web-scale pretraining?

Verification Level

Descriptive public verification status only; aggregate claim counts are public, but individual claim records are not exposed here.

Quality Tier

Descriptive public triage only; this tier does not alter current publication or DOI behavior.

Quality Dimensions

Automated triage signals derived from public fields; not human peer review or independent validation.

Correction Record

Public corrections are additive records. Current status does not claim the synthesis is error-free.

Provenance