education

Grading and feedback assistant

Provide rubric-tagged feedback drafts for educator review.

#1 Recommendation

gpt-4.1-20250414

Strong on OpenVLM TextVQA Official textvqa_score_pct (77%) and OpenVLM OCRBench Official ocrbench_score_pct (88%)

external/openai/gpt-4-1-20250414

21.2%

Score

32.8%

Confidence

Runners-up:#2 gpt-4.1-mini-20250414 (17.6%)#3 gpt-4o (16.6%)#4 gemini-2.5-flash (14.7%)

Limited benchmark evidence for this use case.

24 ranked models with average evidence of 13.6 points. Rankings may shift as more benchmark data is ingested.

Ranked Models

Evidence Quality

80%

Scoring

Benchmark-backed

Top Signal

OpenVLM TextVQA Official: textvqa_score_pct

All Ranked Models

Open weights only

Max params:

Min confidence:

24 of 24

Rank	Model	Score	Confidence	Evidence	Top Benchmarks
#1	gpt-4.1-20250414 Strong on OpenVLM TextVQA Official textvqa_score_pct (77%) and OpenVLM OCRBench Official ocrbench_score_pct (88%)	21.2%	32.8%	23	OpenVLM TextVQA Official textvqa_score_pct (Mar 12, 2026) OpenVLM OCRBench Official ocrbench_score_pct (Mar 12, 2026)
#7	gpt-4.1-mini-20250414	17.6%	27.5%	15	OpenVLM OCRBench Official ocrbench_score_pct (Mar 12, 2026) OpenVLM TextVQA Official textvqa_score_pct (Mar 12, 2026)
#10	gpt-4o	16.6%	20.1%	15	OpenVLM OCRBench Official ocrbench_score_pct (Mar 12, 2026) Creative Writing Official (EQ-Bench Slice) creative_writing_score (Mar 12, 2026)
#16	gemini-2.5-flash	14.7%	17.4%	17	LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct (Mar 12, 2026) LanguageBench Translation Official (Split) translation_to:bleu (Mar 12, 2026)
#26	google/gemini-2.0-flash-001	13.6%	17.4%	13	LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct (Mar 12, 2026) LanguageBench Translation Official (Split) translation_to:bleu (Mar 12, 2026)
#38	qwen-2.5-72b-instruct	12.1%	20.2%	14	Creative Writing Official (EQ-Bench Slice) creative_writing_score (Mar 12, 2026) Multilingual MMLU Benchmark mmlu (Mar 12, 2026)
#53	Llama-3.1-70B-Instruct	11.2%	19.6%	10	LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct (Mar 12, 2026) LanguageBench Translation Official (Split) translation_to:bleu (Mar 12, 2026)
#54	gemini-2.5-pro	11.2%	24.4%	25	OpenVLM OCRBench Official ocrbench_score_pct (Mar 12, 2026) Galileo Agent Leaderboard v2 Avg AC (Mar 12, 2026)
#57	gpt-5-2025-08-07	10.8%	12.9%	17	OpenVLM OCRBench Official ocrbench_score_pct (Mar 12, 2026) Vals GPQA overall_accuracy_pct (Mar 12, 2026)
#58	google/gemini-3.1-pro-preview	10.8%	12.1%	16	MathArena Models average_score_pct (Mar 12, 2026) Vals GPQA overall_accuracy_pct (Mar 12, 2026)
#66	Qwen-VL-Chat	10.4%	19.6%	5	OpenVLM TextVQA Official textvqa_score_pct (Mar 12, 2026) OpenVLM OCRVQA Education & Teaching Official ocrvqa_education_teaching_score_pct (Mar 12, 2026)
#68	gpt-5-mini-2025-08-07	10.3%	13.4%	18	OpenVLM OCRBench Official ocrbench_score_pct (Mar 12, 2026) Vals GPQA overall_accuracy_pct (Mar 12, 2026)
#83	Llama-3.3-70B-Instruct	9.3%	12.3%	5	LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct (Mar 12, 2026) LanguageBench Translation Official (Split) translation_to:bleu (Mar 12, 2026)
#94	gemini-3-pro-preview	8.7%	10.9%	21	Vals GPQA overall_accuracy_pct (Mar 12, 2026) FACTS Benchmark Suite average_score_pct (Mar 12, 2026)
#101	Grok-4-0709	8.3%	11.5%	18	Vals GPQA overall_accuracy_pct (Mar 12, 2026) Galileo Agent Leaderboard v2 Avg TSQ (Mar 12, 2026)
#102	GPT-4.1-nano-2025-04-14	8.2%	14.6%	11	OpenVLM OCRBench Official ocrbench_score_pct (Mar 12, 2026) OpenVLM MTVQA Official mtvqa_score_pct (Mar 12, 2026)
#115	kimi/kimi-k2.5-thinking	7.7%	11.5%	15	MathArena Models average_score_pct (Mar 12, 2026) Vals GPQA overall_accuracy_pct (Mar 12, 2026)
#120	claude-sonnet-4-20250514	7.5%	11.0%	17	Galileo Agent Leaderboard v2 Avg AC (Mar 12, 2026) Vals GPQA overall_accuracy_pct (Mar 12, 2026)
#135	phi-4	6.9%	13.2%	7	LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct (Mar 12, 2026) DuckDB NSQL Leaderboard all_execution_accuracy (Mar 12, 2026)
#138	deepseek/deepseek-r1	6.7%	16.2%	16	DuckDB NSQL Leaderboard all_execution_accuracy (Mar 12, 2026) LanguageBench Translation Official (Split) translation_to:bleu (Mar 12, 2026)
#152	openai/gpt-4o-mini-2024-07-18	5.0%	10.4%	11	DuckDB NSQL Leaderboard all_execution_accuracy (Mar 12, 2026) LLM Trustworthy Leaderboard privacy (Mar 12, 2026)
#154	Meta-Llama-3-8B-Instruct	4.6%	11.7%	7	Multilingual MMLU Benchmark mmlu (Mar 12, 2026) LLM Trustworthy Leaderboard fairness (Mar 12, 2026)
#158	Phi-4-multimodal-instruct	3.1%	10.4%	4	LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct (Mar 12, 2026) LanguageBench mmlu:accuracy (Mar 12, 2026)
#163	Qwen3-30B-A3B	1.7%	12.6%	6	DuckDB NSQL Leaderboard all_execution_accuracy (Mar 12, 2026) LanguageBench Translation Official (Split) translation_to:bleu (Mar 12, 2026)

Compare Models

Model A leads by +3.6%

Shareable Link →

Model A

gpt-4.1-20250414

external/openai/gpt-4-1-20250414

21.2%

Rank #1

Confidence 32.8%23 evidence pts

OpenVLM TextVQA Official: textvqa_score_pct

Value 76.8% · Conf 100.0% · Weight 2.9%

openvlm_textvqa_official.textvqa_score_pct (Mar 12, 2026)

OpenVLM OCRBench Official: ocrbench_score_pct

Value 87.7% · Conf 100.0% · Weight 2.9%

openvlm_ocrbench_official.ocrbench_score_pct (Mar 12, 2026)

OpenVLM MTVQA Official: mtvqa_score_pct

Value 92.4% · Conf 100.0% · Weight 2.3%

openvlm_mtvqa_official.mtvqa_score_pct (Mar 12, 2026)

MMLongBench-Doc Leaderboard: acc_score_pct

Value 74.6% · Conf 100.0% · Weight 1.3%

mmlongbench_doc_leaderboard.acc_score_pct (Mar 12, 2026)

Model B

gpt-4.1-mini-20250414

external/openai/gpt-4-1-mini-20250414

17.6%

Rank #7

Confidence 27.5%15 evidence pts

OpenVLM OCRBench Official: ocrbench_score_pct

Value 88.4% · Conf 100.0% · Weight 2.9%

openvlm_ocrbench_official.ocrbench_score_pct (Mar 12, 2026)

OpenVLM TextVQA Official: textvqa_score_pct

Value 70.2% · Conf 100.0% · Weight 2.6%

openvlm_textvqa_official.textvqa_score_pct (Mar 12, 2026)

OpenVLM MTVQA Official: mtvqa_score_pct

Value 100.0% · Conf 100.0% · Weight 2.5%

openvlm_mtvqa_official.mtvqa_score_pct (Mar 12, 2026)

OpenVLM ChartQA Human Official: chartqa_human_score_pct

Value 46.9% · Conf 100.0% · Weight 1.2%

openvlm_chartqa_human_official.chartqa_human_score_pct (Mar 12, 2026)

▶Ranking Diagnostics & Missing Models

Source Lift

Ranked

Sources

Quality

Insufficient

Vals GPQA

vals_gpqa

12 rows

1.1% avg lift

Vals Mortgage Tax

vals_mortgage_tax

12 rows

0.3% avg lift

Vals Tax Eval v2

vals_tax_eval_v2

12 rows

0.3% avg lift

Vals MedQA

vals_medqa

11 rows

0.3% avg lift

Missing Strong Models

anthropic/claude-sonnet-4.6

external/anthropic/claude-sonnet-4-6

Rank #4

21.1%

Thin evidence after weighting

openai/gpt-5.4-2026-03-05

external/openai/gpt-5-4-2026-03-05

Rank #10

18.9%

Thin evidence after weighting

claude-opus-4-5-20251101

external/anthropic/claude-opus-4-5-20251101

Rank #13

17.0%

Thin evidence after weighting

gpt-5.1-2025-11-13

external/openai/gpt-5-1-2025-11-13

Rank #14

17.0%

Thin evidence after weighting

▶Taxonomy Details

Core Tasks

task.topic_taggingtask.write_report

Required Modes

mode.json_schema

Domains

domain.education_tutoring

Related Use Cases

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Correct grammar and explain fixes at the learner's level.

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Socratic tutor

Teach concepts by guiding with questions and stepwise hints.

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Language conversation partner

Conversational practice with gentle corrections and explanations.

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