SRCH:817AAC38
Sliding Window Attention Degradation in Mistral 7B on LongCodeEval Beyond 32k Tokens
Abstract
Abstract: This report synthesises findings from 7 peer-reviewed papers addressing the following research question: How does the accuracy of Mistral 7B with sliding window attention degrade on the LongCodeEval benchmark compared to full attention baselines when context length exceeds 32k tokens. 8 claims were extracted from source literature; 6 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 7.5/10. This report is a machine-generated literature synthesis and does not constitute original research.
Research Question
How does the accuracy of Mistral 7B with sliding window attention degrade on the LongCodeEval benchmark compared to full attention baselines when context length exceeds 32k tokens?
Verification Level
| Paper level | L2, Source-grounded claims | |
| Source-grounded claims | 8 | |
| Claim record source | not publicly specified |
Descriptive public verification status only; aggregate claim counts are public, but individual claim records are not exposed here.
Quality Tier
| Tier | DOI grade | |
| Basis | Review score and verified-claim count meet DOI-grade public quality thresholds. |
Descriptive public triage only; this tier does not alter current publication or DOI behavior.
Quality Dimensions
| Evidence strength | MEDIUM | |
| Citation grounding | MEDIUM | |
| Uncertainty disclosure | MEDIUM | |
| Reproducibility status | HIGH |
Automated triage signals derived from public fields; not human peer review or independent validation.
Correction Record
| Status | CURRENT |
| Correction count | 0 |
| Manifest contract | paper-manifest-v1.1 |
| Correction contract | correction-record-v1 |
Public corrections are additive records. Current status does not claim the synthesis is error-free.
Provenance
| Publisher | Assignee Research |
| Public provenance | L4, External archival record |
| Report artifact | Available |
| External record | Registered |
| Claim lineage | 8 aggregate source-grounded claims |
| Review method | Automated multi-reviewer assessment |
| Quality guide | How to read scores, claims, manifests, and evidence links |
| Provenance contract | source-provenance-v1 |
| Note | Machine-generated synthesis of existing literature. Not primary research. |