Interview question bank

Generate structured interview questions and rubrics for a role.

task.brainstorm_ideastask.outline_generation

Evidence quality is currently limited for this use case. Rankings below are useful for exploration, not a strong winner claim.

Provisional leader

claude-sonnet-4

Current leader based on limited benchmark evidence. Treat this ranking as directional until coverage improves.

18.3%

Best benchmark score

23.8%

Confidence

All ranked models — top 3

🥇

claude-sonnet-4

18.3%

🥈

gpt-4.1-20250414

18.1%

🥉

gpt-5-2025-08-07

16.6%

Ranked Models

Evidence Quality

79%

Evidence Points

Top Signal

Galileo Agent Leaderboard v2: Avg TSQ

All Ranked Models

30 of 30 models

Rank	Model	Score	Confidence	Price / 1M	Evidence sources
🥇	claude-sonnet-4 Strong on Galileo Agent Leaderboard v2 Avg TSQ and LanguageBench overall:mean	18.3%	24%	$6.00	Galileo Agent Leaderboard v2LanguageBench
🥈	gpt-4.1-20250414 Strong on MMLongBench-Doc Leaderboard acc_score_pct and Galileo Agent Leaderboard v2 Avg TSQ	18.1%	26%	—	MMLongBench-Doc LeaderboardGalileo Agent Leaderboard v2
🥉	gpt-5-2025-08-07 Strong on ExtractBench Paper Baselines credit_pass_rate_pct and Aider Polyglot Leaderboard percent_correct_pct	16.6%	28%	—	ExtractBench Paper BaselinesAider Polyglot Leaderboard
#4	gemini-2.5-pro Strong on Galileo Agent Leaderboard v2 Avg TSQ and Galileo Agent Leaderboard v2 Avg AC	15.3%	25%	$3.44	Galileo Agent Leaderboard v2Galileo Agent Leaderboard v2
#5	Grok-4-0709 Strong on Galileo Agent Leaderboard v2 Avg TSQ and Galileo Agent Leaderboard v2 Avg AC	14.3%	20%	—	Galileo Agent Leaderboard v2Galileo Agent Leaderboard v2
#6	gemini-2.5-flash Strong on Galileo Agent Leaderboard v2 Avg TSQ and LanguageBench overall:mean	13.9%	18%	$0.17	Galileo Agent Leaderboard v2LanguageBench
#9	qwen-2.5-72b-instruct Strong on Galileo Agent Leaderboard v2 Avg TSQ and DuckDB NSQL Leaderboard all_execution_accuracy	12.9%	18%	—	Galileo Agent Leaderboard v2DuckDB NSQL Leaderboard
#14	gemini-3.1-pro-preview Strong on FACTS Benchmark Suite average_score_pct and Vals Mortgage Tax overall_accuracy_pct	12.4%	14%	$4.50	FACTS Benchmark SuiteVals Mortgage Tax
#19	gpt-4o-20241120 Strong on MMLongBench-Doc Leaderboard acc_score_pct and DuckDB NSQL Leaderboard all_execution_accuracy	11.2%	18%	—	MMLongBench-Doc LeaderboardDuckDB NSQL Leaderboard
#20	gpt-5-mini-2025-08-07 Strong on Vals MedQA overall_accuracy_pct and Vals LiveCodeBench overall_accuracy_pct	11.1%	16%	—	Vals MedQAVals LiveCodeBench
#23	o3-20250416 Strong on Aider Polyglot Leaderboard percent_correct_pct and Vals MedQA overall_accuracy_pct	10.3%	14%	$3.50	Aider Polyglot LeaderboardVals MedQA
#24	gpt-4o Strong on JSONSchemaBench Leaderboard medium_schema_compliance_pct and DuckDB NSQL Leaderboard all_execution_accuracy	10.1%	13%	$0.26	JSONSchemaBench LeaderboardDuckDB NSQL Leaderboard
#25	gemini-3-flash-preview Strong on Vals Legal Bench overall_accuracy_pct and Vals MedQA overall_accuracy_pct	10.0%	13%	$1.13	Vals Legal BenchVals MedQA
#26	gpt-5.2-2025-12-11 Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vals Tax Eval v2 overall_accuracy_pct	9.9%	12%	—	FACTS Benchmark SuiteVals Tax Eval v2
#27	gemini-3-pro-preview Strong on Vals Mortgage Tax overall_accuracy_pct and Vals Legal Bench overall_accuracy_pct	9.7%	13%	$4.50	Vals Mortgage TaxVals Legal Bench
#30	gpt-5.4-2026-03-05 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals MedQA overall_accuracy_pct	9.5%	11%	—	Vectara HHEM LeaderboardVals MedQA
#31	gpt-5.1-2025-11-13 Strong on Vals MedScribe overall_accuracy_pct and Vals Case Law v2 overall_accuracy_pct	9.2%	12%	—	Vals MedScribeVals Case Law v2
#32	gpt-4.1-mini-20250414 Strong on Galileo Agent Leaderboard v2 Avg TSQ and Galileo Agent Leaderboard v2 Avg AC	9.1%	13%	—	Galileo Agent Leaderboard v2Galileo Agent Leaderboard v2
#33	claude-sonnet-4.6 Strong on Vals Finance Agent overall_accuracy_pct and Vals Tax Eval v2 overall_accuracy_pct	9.1%	11%	$6.00	Vals Finance AgentVals Tax Eval v2
#36	gpt-4.1 Strong on DuckDB NSQL Leaderboard all_execution_accuracy and LanguageBench overall:mean	8.7%	11%	$3.50	DuckDB NSQL LeaderboardLanguageBench
#39	claude-opus-4-5-20251101 Strong on Vals Mortgage Tax overall_accuracy_pct and Vals MedQA overall_accuracy_pct	8.4%	11%	—	Vals Mortgage TaxVals MedQA
#40	gemini-3.1-flash-lite-preview Strong on Vals Mortgage Tax overall_accuracy_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct	8.4%	12%	$0.56	Vals Mortgage TaxVectara HHEM Leaderboard
#41	deepseek-r1 Strong on DuckDB NSQL Leaderboard all_execution_accuracy and Aider Polyglot Leaderboard percent_correct_pct	8.3%	14%	$0.27	DuckDB NSQL LeaderboardAider Polyglot Leaderboard
#43	gpt-4o-mini-2024-07-18 Strong on DuckDB NSQL Leaderboard all_execution_accuracy and LLM Trustworthy Leaderboard privacy	7.9%	17%	—	DuckDB NSQL LeaderboardLLM Trustworthy Leaderboard
#44	kimi-k2.5-thinking Strong on Vals CorpFin v2 overall_accuracy_pct and Vals MedQA overall_accuracy_pct	7.9%	11%	—	Vals CorpFin v2Vals MedQA
#45	grok-4-fast-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Tax Eval v2 overall_accuracy_pct	7.7%	13%	$0.28	Vals CorpFin v2Vals Tax Eval v2
#46	o4-mini Strong on Aider Polyglot Leaderboard percent_correct_pct and Vals MedQA overall_accuracy_pct	7.6%	12%	$1.93	Aider Polyglot LeaderboardVals MedQA
#47	gemini-2.0-flash-001 Strong on LanguageBench overall:mean and DuckDB NSQL Leaderboard all_execution_accuracy	7.5%	11%	—	LanguageBenchDuckDB NSQL Leaderboard
#48	gemini-2.5-flash-lite Strong on Galileo Agent Leaderboard v2 Avg TSQ and Galileo Agent Leaderboard v2 Avg AC	7.3%	11%	$0.17	Galileo Agent Leaderboard v2Galileo Agent Leaderboard v2
#49	gpt-4o-2024-08-06 Strong on DuckDB NSQL Leaderboard all_execution_accuracy and Vectara HHEM Leaderboard overall_hallucination_error_pct	7.1%	11%	—	DuckDB NSQL LeaderboardVectara HHEM Leaderboard

Compare Models

Select two different models above to compare their evidence side by side.

▶Ranking diagnostics & missing models

Source lift

Ranked

Sources

Quality

Low

Vals Legal Bench

24 rows · 0.5% avg lift

Vals Tax Eval v2

24 rows · 0.5% avg lift

Vals Mortgage Tax

24 rows · 0.5% avg lift

Vals CorpFin v2

24 rows · 0.4% avg lift

Missing frontier models

grok-4-1-fast-non-reasoning

Thin evidence after weighting

Rank #15

14.9%

▶Taxonomy & task details

Core tasks

task.brainstorm_ideastask.outline_generation

Required modes

none

Domains

domain.hr_recruiting

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Answer HR policy questions grounded in authoritative text.

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Summarize a candidate profile into strengths, gaps, and questions.

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Extract structured candidate profiles from resumes.