Job description drafting

Draft job descriptions that match role requirements and tone.

task.write_reporttask.rewrite_tone_style

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

Provisional leader

gpt-4.1-20250414

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

24.2%

Best benchmark score

37.0%

Confidence

All ranked models — top 3

🥇

gpt-4.1-20250414

24.2%

🥈

claude-sonnet-4

22.2%

🥉

gemini-2.5-flash

18.7%

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
🥇	gpt-4.1-20250414 Strong on Galileo Agent Leaderboard v2 Avg TSQ and MMLongBench-Doc Leaderboard acc_score_pct	24.2%	37%	—	Galileo Agent Leaderboard v2MMLongBench-Doc Leaderboard
🥈	claude-sonnet-4 Strong on Galileo Agent Leaderboard v2 Avg TSQ and LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct	22.2%	28%	$6.00	Galileo Agent Leaderboard v2LanguageBench Grammar/Clarity Official (Split)
🥉	gemini-2.5-flash Strong on Galileo Agent Leaderboard v2 Avg TSQ and LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct	18.7%	23%	$0.17	Galileo Agent Leaderboard v2LanguageBench Grammar/Clarity Official (Split)
#4	gemini-2.5-pro Strong on Galileo Agent Leaderboard v2 Avg TSQ and OpenVLM OCRBench Official ocrbench_score_pct	18.1%	32%	$3.44	Galileo Agent Leaderboard v2OpenVLM OCRBench Official
#5	gpt-4.1-mini-20250414 Strong on Galileo Agent Leaderboard v2 Avg TSQ and OpenVLM OCRBench Official ocrbench_score_pct	18.0%	27%	—	Galileo Agent Leaderboard v2OpenVLM OCRBench Official
#6	gpt-5-2025-08-07 Strong on OpenVLM OCRBench Official ocrbench_score_pct and Aider Polyglot Leaderboard percent_correct_pct	15.5%	22%	—	OpenVLM OCRBench OfficialAider Polyglot Leaderboard
#10	Grok-4-0709 Strong on Galileo Agent Leaderboard v2 Avg TSQ and Galileo Agent Leaderboard v2 Avg AC	13.7%	19%	—	Galileo Agent Leaderboard v2Galileo Agent Leaderboard v2
#13	gpt-5-mini-2025-08-07 Strong on OpenVLM OCRBench Official ocrbench_score_pct and Vals MedQA overall_accuracy_pct	13.4%	19%	—	OpenVLM OCRBench OfficialVals MedQA
#14	Claude-3.5-Sonnet Strong on OpenVLM OCRBench Official ocrbench_score_pct and LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct	13.0%	16%	$6.00	OpenVLM OCRBench OfficialLanguageBench Grammar/Clarity Official (Split)
#20	gemini-3.1-pro-preview Strong on Vals Mortgage Tax overall_accuracy_pct and Vals GPQA overall_accuracy_pct	11.8%	13%	$4.50	Vals Mortgage TaxVals GPQA
#21	gpt-4o Strong on OpenVLM OCRBench Official ocrbench_score_pct and EQ-Bench Leaderboard judgemark_score	11.7%	16%	$0.26	OpenVLM OCRBench OfficialEQ-Bench Leaderboard
#22	gpt-4.1 Strong on LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct and LanguageBench overall:mean	11.5%	14%	$3.50	LanguageBench Grammar/Clarity Official (Split)LanguageBench
#24	gemini-2.0-flash-001 Strong on LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct and LanguageBench overall:mean	11.4%	15%	—	LanguageBench Grammar/Clarity Official (Split)LanguageBench
#40	Qwen3-Embedding-4B Strong on MTEB Classification Official classification_score_pct and MTEB STS & Summarization Proxy Official sts_score_pct	10.1%	11%	—	MTEB Classification OfficialMTEB STS & Summarization Proxy Official
#48	o3-20250416 Strong on Aider Polyglot Leaderboard percent_correct_pct and Vals MedQA overall_accuracy_pct	9.8%	13%	$3.50	Aider Polyglot LeaderboardVals MedQA
#53	gemini-3-flash-preview Strong on Vals Legal Bench overall_accuracy_pct and Vals MedQA overall_accuracy_pct	9.6%	12%	$1.13	Vals Legal BenchVals MedQA
#60	gpt-5.2-2025-12-11 Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vals Tax Eval v2 overall_accuracy_pct	9.4%	11%	—	FACTS Benchmark SuiteVals Tax Eval v2
#61	qwen-2.5-72b-instruct Strong on Galileo Agent Leaderboard v2 Avg TSQ and EQ-Bench Leaderboard judgemark_score	9.4%	15%	—	Galileo Agent Leaderboard v2EQ-Bench Leaderboard
#64	gemini-3-pro-preview Strong on Vals Mortgage Tax overall_accuracy_pct and Vals Legal Bench overall_accuracy_pct	9.2%	12%	$4.50	Vals Mortgage TaxVals Legal Bench
#73	gpt-5.4-2026-03-05 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals MedQA overall_accuracy_pct	9.0%	11%	—	Vectara HHEM LeaderboardVals MedQA
#79	gpt-5.1-2025-11-13 Strong on Vals Case Law v2 overall_accuracy_pct and Vals MedScribe overall_accuracy_pct	8.8%	11%	—	Vals Case Law v2Vals MedScribe
#85	claude-sonnet-4.6 Strong on Vals Tax Eval v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	8.7%	11%	$6.00	Vals Tax Eval v2Vals Finance Agent
#91	GPT-4.1-nano-2025-04-14 Strong on OpenVLM OCRBench Official ocrbench_score_pct and OpenVLM MTVQA Official mtvqa_score_pct	8.4%	18%	—	OpenVLM OCRBench OfficialOpenVLM MTVQA Official
#112	deepseek-r1 Strong on LanguageBench Translation Official (Split) translation_to:bleu and DuckDB NSQL Leaderboard all_execution_accuracy	8.1%	17%	$0.27	LanguageBench Translation Official (Split)DuckDB NSQL Leaderboard
#114	claude-opus-4-5-20251101 Strong on Vals Mortgage Tax overall_accuracy_pct and Vals MedQA overall_accuracy_pct	8.0%	10%	—	Vals Mortgage TaxVals MedQA
#116	gemini-3.1-flash-lite-preview Strong on Vals Mortgage Tax overall_accuracy_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct	8.0%	12%	$0.56	Vals Mortgage TaxVectara HHEM Leaderboard
#118	Qwen-VL-Chat Strong on OpenVLM OCRVQA Education & Teaching Official ocrvqa_education_teaching_score_pct and OpenVLM TextVQA Official textvqa_score_pct	7.9%	15%	—	OpenVLM OCRVQA Education & Teaching OfficialOpenVLM TextVQA Official
#136	kimi-k2.5-thinking Strong on Vals CorpFin v2 overall_accuracy_pct and Vals MedQA overall_accuracy_pct	7.5%	10%	—	Vals CorpFin v2Vals MedQA
#147	grok-4-fast-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Tax Eval v2 overall_accuracy_pct	7.3%	12%	$0.28	Vals CorpFin v2Vals Tax Eval v2
#151	o4-mini Strong on Aider Polyglot Leaderboard percent_correct_pct and Vals MedQA overall_accuracy_pct	7.3%	11%	$1.93	Aider Polyglot LeaderboardVals MedQA

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

23 rows · 0.5% avg lift

Vals Mortgage Tax

23 rows · 0.5% avg lift

Vals MedQA

22 rows · 0.5% avg lift

Vals Tax Eval v2

22 rows · 0.5% 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.write_reporttask.rewrite_tone_style

Required modes

none

Domains

domain.hr_recruiting

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