Gemma-2-7B vs. Mistral-7B and Llama-2-7B in Mathematical Reasoning on BIG-Bench

Abstract

Abstract: This report synthesises findings from 11 peer-reviewed papers addressing the following research question: How does the mathematical reasoning performance of Gemma-2-7B compare to Mistral-7B and Llama-2-7B on BIG-Bench subsets when controlling for instruction finetuning scale. 8 claims were extracted from source literature; 7 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 8.1/10. This report is a machine-generated literature synthesis and does not constitute original research.

Research Question

How does the mathematical reasoning performance of Gemma-2-7B compare to Mistral-7B and Llama-2-7B on BIG-Bench subsets when controlling for instruction finetuning scale?

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