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SRCH:2B9C4B76

How does the zero-shot instruction following capability of Code Llama - Instruct compare to the base Code Llam

Submitted: 29 May 2026
Review score: 6.83/10
Verification: L1, Literature synthesis
Quality tier: Watchlist

Abstract

Abstract: We release Code Llama, a family of large language models for code based on Llama 2 providing state-of-the-art performance among open models, infilling capabilities, support for large input contexts, and zero-shot instruction following ability for programming tasks. We provide multiple flavors to cover a wide range of applications: foundation models (Code Llama), Python specializations (Code Llama - Python), and instruction-following models (Code Llama - Instruct) with 7B, 13B, 34B and 70B parameters each. All models are trained on sequences of 16k tokens and show improvements on inputs with up

Research Question

How does the zero-shot instruction following capability of Code Llama - Instruct compare to the base Code Llama model on the MBPP benchmark across different parameter scales (7B, 13B, 34B)?

Verification Level

Paper levelL1, Literature synthesis
Source-grounded claims0
Claim record sourcenot publicly specified

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

Quality Tier

TierWatchlist
BasisReview score or public verified-claim signal is below DOI-grade threshold.

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

Quality Dimensions

Evidence strength LOW
Uncertainty disclosure MEDIUM
Reproducibility status MEDIUM

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

Correction Record

StatusCURRENT
Correction count0
Manifest contractpaper-manifest-v1.1
Correction contractcorrection-record-v1

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

Provenance

PublisherAssignee Research
Public provenanceL2, Public artifact record
Report artifactAvailable
External recordNot registered
Claim lineage0 aggregate source-grounded claims
Review methodAutomated multi-reviewer assessment
Quality guideHow to read scores, claims, manifests, and evidence links
Provenance contractsource-provenance-v1
NoteMachine-generated synthesis of existing literature. Not primary research.