Model Profile

deepseek/deepseek-r1

Name: deepseek/deepseek-r1
Author: deepseek

External Benchmark Shadowexternal_benchmark_shadowpublic

4,096 ctx

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/deepseek-r1

Author: deepseek

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 30.6%

Evidence points: 206

Raw rows: 120

Weighted rows: 36

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Coverage Diagnostics

actively scored

Use-Case Scores

117

Total Measurements

120

Weighted Measurements

Weighted Sources

Raw Source Coverage

duckdb_nsql_leaderboard 12medhelm_leaderboard 12artifactsbenchmark_leaderboard 11crmarena_leaderboard 10languagebench 10baxbench_leaderboard 9

Weighted Source Coverage

crmarena_leaderboard 4medhelm_leaderboard 4sonar_java_quality 4languagebench 3languagebench_translation_official 3lexam_leaderboard 3

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Metric definition workshop use_case.data.metric_definition_workshop	data_analytics	21.5%	37.6%	17	DuckDB NSQL Leaderboard: all_execution_accuracy
Verilog/VHDL generation use_case.eda.verilog_generation	engineering	21.3%	30.6%	17	Aider Polyglot Leaderboard: percent_correct_pct
SQL debugging use_case.data.sql_debugging	data_analytics	19.6%	37.4%	17	DuckDB NSQL Leaderboard: all_execution_accuracy
Integration test generation use_case.dev.integration_tests	developer_tools	18.8%	26.4%	16	Aider Polyglot Leaderboard: percent_correct_pct
Data quality assistant use_case.data.data_quality_assistant	data_analytics	18.4%	32.3%	17	DuckDB NSQL Leaderboard: all_execution_accuracy
Refactoring assistant use_case.dev.refactoring	developer_tools	18.2%	26.7%	17	Sonar Java Quality Leaderboard: functional_skill_pct
Executive brief from metrics use_case.data.exec_brief_from_metrics	data_analytics	17.6%	31.1%	17	DuckDB NSQL Leaderboard: all_execution_accuracy
Debugging assistant use_case.dev.debugging	developer_tools	17.2%	25.3%	17	Sonar Java Quality Leaderboard: functional_skill_pct
Legal translation use_case.legal.legal_translation	legal	17.2%	34.4%	19	LanguageBench Translation Official (Split): translation_to:bleu
Text-to-SQL analyst assistant use_case.data.text_to_sql	data_analytics	16.4%	30.5%	17	DuckDB NSQL Leaderboard: all_execution_accuracy
Insight mining from text corpora use_case.data.insight_mining	data_analytics	16.3%	27.7%	17	DuckDB NSQL Leaderboard: all_execution_accuracy
Clause playbook check use_case.legal.playbook_clause_check	legal	15.8%	27.1%	18	LEXam Leaderboard: average_score_pct

Deployment Fit Calculator

Model

deepseek/deepseek-r1

external/deepseek/deepseek-r1

Hardware

Quantization: 4-bit

2-bit8-bit

Insufficient

Unknown parameter count. Cannot estimate deployment fit.

Required VRAM

~0.0GB

Est. Throughput

0.00 tok/s

Deployment Fit Matrix

GPU	4-bit	6-bit	8-bit
RTX 3060 12GB	Insufficient	Insufficient	Insufficient
RTX 3090 24GB	Insufficient	Insufficient	Insufficient
RTX 4090 24GB	Insufficient	Insufficient	Insufficient
Mac Studio M2 Ultra 192GB	Insufficient	Insufficient	Insufficient