Model Profile
DeepSeek-Coder-V2-Lite-Instruct
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: deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct
Author: deepseek-ai
Origin: huggingface_catalog
Arch: unknown
Benchmark Coverage
Scored use cases: 8
Avg confidence: 13.8%
Evidence points: 20
Raw rows: 35
Weighted rows: 5
Catalog Metadata
Parameters: unknown
Context window: 4096
Downloads: 252,072
Intelligence Profile
Dimension Breakdown
No eq benchmarks found
No accuracy benchmarks found
No creativity benchmarks found
No based benchmarks found
* Low confidence — limited benchmark evidence for this dimension
1/5 dimensions scored · Last updated Apr 25, 2026
Benchmark Signals
Click through to the benchmark source behind this model profile.
DuckDB NSQL Leaderboard
all_execution_accuracy
Normalized value 34.6% · confidence 100.0%
Strongest impact in Metric definition workshop
duckdb_nsql_leaderboard.all_execution_accuracy · Apr 1, 2026
BigCodeBench Official
bigcodebench_complete_pct
Normalized value 72.8% · confidence 100.0%
Strongest impact in Verilog/VHDL generation
bigcodebench_official.bigcodebench_complete_pct · Apr 1, 2026
DuckDB NSQL Leaderboard
hard_execution_accuracy
Normalized value 25.1% · confidence 100.0%
Strongest impact in SQL debugging
duckdb_nsql_leaderboard.hard_execution_accuracy · Apr 1, 2026
BigCodeBench Official
bigcodebench_instruct_pct
Normalized value 67.6% · confidence 100.0%
Strongest impact in Integration test generation
bigcodebench_official.bigcodebench_instruct_pct · Apr 1, 2026
BigCodeBench Official
bigcodebench_hard_complete_pct
Normalized value 43.0% · confidence 100.0%
Strongest impact in Verilog/VHDL generation
bigcodebench_official.bigcodebench_hard_complete_pct · Apr 1, 2026
Some fit rows have limited benchmark evidence.
8 of 8 scored use cases have low confidence or thin contributor coverage.
Coverage Diagnostics
actively scoredUse-Case Scores
8
Total Measurements
35
Weighted Measurements
5
Weighted Sources
2
Raw Source Coverage
Weighted Source Coverage
Best Use Cases for This Model
| Use Case | Score |
|---|---|
| Verilog/VHDL generation use_case.eda.verilog_generation | 6.6% |
| Integration test generation use_case.dev.integration_tests | 6.4% |
| Metric definition workshop use_case.data.metric_definition_workshop | 5.9% |
| SQL debugging use_case.data.sql_debugging | 5.3% |
| Data quality assistant use_case.data.data_quality_assistant | 4.6% |
| Text-to-SQL analyst assistant use_case.data.text_to_sql | 4.2% |
| Executive brief from metrics use_case.data.exec_brief_from_metrics | 4.1% |
| Insight mining from text corpora use_case.data.insight_mining | 4.0% |