Faithfulness Constraints Reduce Throughput and Accuracy in Phi-3-Mini and Mistral-7B on Low-Resource Tasks

Abstract

Abstract: This report synthesises findings from 12 peer-reviewed papers addressing the following research question: What is the comparative performance degradation in throughput and answer accuracy for Phi-3-mini and Mistral-7B-v0.1 when enforcing strict faithfulness constraints during retrieval-augmented. 0 claims were extracted from source literature; 0 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 3.3/10. This report is a machine-generated literature synthesis and does not constitute original research.

Research Question

What is the comparative performance degradation in throughput and answer accuracy for Phi-3-mini and Mistral-7B-v0.1 when enforcing strict faithfulness constraints during retrieval-augmented generation on low-resource tasks?

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