Model Profile
deepseek-v3
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: external/deepseek-ai/deepseek-v3
Author: deepseek-ai
Origin: external_benchmark_shadow
Arch: unknown
Benchmark Coverage
Scored use cases: 12
Avg confidence: 20.5%
Evidence points: 124
Raw rows: 124
Weighted rows: 34
Catalog Metadata
Parameters: unknown
Context window: 4096
Downloads: 0
Intelligence Profile
Dimension Breakdown
No eq benchmarks found
No creativity benchmarks found
* Low confidence — limited benchmark evidence for this dimension
3/5 dimensions scored · Last updated Apr 21, 2026
Benchmark Signals
Click through to the benchmark source behind this model profile.
Vectara HHEM Leaderboard
overall_hallucination_error_pct
Normalized value 80.2% · confidence 100.0%
Strongest impact in Knowledge base Q&A (fast, no citations)
vectara_hhem_leaderboard.overall_hallucination_error_pct · Apr 1, 2026
LiveSQLBench
success_rate_pct
Normalized value 53.5% · confidence 100.0%
Strongest impact in Text-to-SQL analyst assistant
livesqlbench.success_rate_pct · Apr 1, 2026
BigCodeBench Official
bigcodebench_complete_pct
Normalized value 99.6% · confidence 100.0%
Strongest impact in Verilog/VHDL generation
bigcodebench_official.bigcodebench_complete_pct · Apr 1, 2026
Galileo Agent Leaderboard v2
Avg AC
Normalized value 52.2% · confidence 100.0%
Strongest impact in Runbook step assistant
galileo_agent_v2.avg_ac · Apr 1, 2026
SYCON Bench (Table 2)
sycon_unethical_tof_pct
Normalized value 63.5% · confidence 100.0%
Strongest impact in Knowledge base Q&A (with citations)
sycon_bench_paper.sycon_unethical_tof_pct · Apr 1, 2026
Vectara HHEM Leaderboard
overall_answer_rate_pct
Normalized value 93.3% · confidence 100.0%
Strongest impact in Runbook step assistant
vectara_hhem_leaderboard.overall_answer_rate_pct · Apr 1, 2026
Some fit rows have limited benchmark evidence.
11 of 12 scored use cases have low confidence or thin contributor coverage.
Coverage Diagnostics
actively scoredUse-Case Scores
135
Total Measurements
124
Weighted Measurements
34
Weighted Sources
12
Raw Source Coverage
Weighted Source Coverage
Best Use Cases for This Model
| Use Case | Score |
|---|---|
| Simulation setup assistant use_case.eng.simulation_setup_assistant | 14.6% |
| Component selection assistant use_case.eng.component_selection | 14.4% |
| Verilog/VHDL generation use_case.eda.verilog_generation | 13.8% |
| Integration test generation use_case.dev.integration_tests | 13.7% |
| Litigation risk memo use_case.ins.litigation_risk_memo | 13.4% |
| Thesis red teaming use_case.fin.thesis_red_team | 13.2% |
| Text-to-SQL analyst assistant use_case.data.text_to_sql | 12.9% |
| Contract Q&A (RAG grounded) use_case.legal.contract_qna | 12.6% |
| Knowledge base Q&A (fast, no citations) use_case.business.kb_qna_fast | 12.4% |
| Regulatory summary use_case.legal.regulatory_summary | 12.3% |
| Runbook step assistant use_case.sre.runbook_steps | 12.2% |
| Knowledge base Q&A (with citations) use_case.business.kb_qna_with_citations | 12.0% |