Model Profile
Meta-Llama-3.1-8B
Use this page to decide where this model is a strong fit. Rankings below are benchmark-backed by use case, with explicit confidence and contributor metrics.
Identity
ID: pefontana/Meta-Llama-3.1-8B
Author: pefontana
Origin: huggingface_catalog
Arch: unknown
Benchmark Coverage
Scored use cases: 6
Avg confidence: 14.9%
Evidence points: 12
Raw rows: 19
Weighted rows: 3
Catalog Metadata
Parameters: unknown
Context window: 4096
Downloads: 34
Intelligence Profile
Scoring in progressDimension scores will appear once benchmark scoring is complete for IQ, EQ, Accuracy, Creativity, and Based dimensions.
Benchmark Signals
Click through to the benchmark source behind this model profile.
DuckDB NSQL Leaderboard
all_execution_accuracy
Normalized value 48.0% · confidence 100.0%
Strongest impact in Metric definition workshop
duckdb_nsql_leaderboard.all_execution_accuracy · Apr 1, 2026
DuckDB NSQL Leaderboard
hard_execution_accuracy
Normalized value 50.0% · confidence 100.0%
Strongest impact in SQL debugging
duckdb_nsql_leaderboard.hard_execution_accuracy · Apr 1, 2026
Some fit rows have limited benchmark evidence.
6 of 6 scored use cases have low confidence or thin contributor coverage.
Coverage Diagnostics
actively scoredUse-Case Scores
6
Total Measurements
19
Weighted Measurements
3
Weighted Sources
2
Raw Source Coverage
Weighted Source Coverage
Best Use Cases for This Model
| Use Case | Score |
|---|---|
| Metric definition workshop use_case.data.metric_definition_workshop | 9.1% |
| SQL debugging use_case.data.sql_debugging | 8.4% |
| Data quality assistant use_case.data.data_quality_assistant | 7.0% |
| Text-to-SQL analyst assistant use_case.data.text_to_sql | 6.6% |
| Executive brief from metrics use_case.data.exec_brief_from_metrics | 6.3% |
| Insight mining from text corpora use_case.data.insight_mining | 6.0% |