Education

Language conversation partner

Conversational practice with gentle corrections and explanations.

task.casual_conversationtask.translate_general

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

Provisional leader

gemini-2.5-flash

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

27.5%

Best benchmark score

38.6%

Confidence

All ranked models — top 3

🥇

gemini-2.5-flash

27.5%

🥈

gpt-4.1-20250414

24.2%

🥉

gemini-3-pro-preview

21.3%

Ranked Models

Evidence Quality

82%

Evidence Points

Top Signal

LanguageBench Translation Official (Split): translation_to:bleu

All Ranked Models

30 of 30 models

Rank	Model	Score	Confidence	Price / 1M	Evidence sources
🥇	gemini-2.5-flash Strong on LanguageBench Translation Official (Split) translation_to:bleu and BFCL Memory Official Memory Acc	27.5%	39%	$0.17	LanguageBench Translation Official (Split)BFCL Memory Official
🥈	gpt-4.1-20250414 Strong on BFCL Relevance Detection Official Relevance Detection and OpenVLM TextVQA Official textvqa_score_pct	24.2%	41%	—	BFCL Relevance Detection OfficialOpenVLM TextVQA Official
🥉	gemini-3-pro-preview Strong on BFCL Memory Official Memory Acc and BFCL Multi-turn Official Multi Turn Acc	21.3%	26%	$4.50	BFCL Memory OfficialBFCL Multi-turn Official
#5	claude-sonnet-4 Strong on LanguageBench Translation Official (Split) translation_to:bleu and LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct	20.3%	28%	$6.00	LanguageBench Translation Official (Split)LanguageBench Grammar/Clarity Official (Split)
#7	Grok-4-0709 Strong on BFCL Memory Official Memory Acc and BFCL Relevance Detection Official Relevance Detection	19.2%	25%	—	BFCL Memory OfficialBFCL Relevance Detection Official
#8	Claude-3.5-Sonnet Strong on LanguageBench Translation Official (Split) translation_to:bleu and LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct	18.9%	30%	$6.00	LanguageBench Translation Official (Split)LanguageBench Grammar/Clarity Official (Split)
#9	o3-20250416 Strong on BFCL Memory Official Memory Acc and BFCL Relevance Detection Official Relevance Detection	17.9%	27%	$3.50	BFCL Memory OfficialBFCL Relevance Detection Official
#10	grok-4-1-fast-reasoning Strong on BFCL Memory Official Memory Acc and BFCL Multi-turn Official Multi Turn Acc	17.8%	22%	$0.28	BFCL Memory OfficialBFCL Multi-turn Official
#11	gemini-2.0-flash-001 Strong on LanguageBench Translation Official (Split) translation_to:bleu and LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct	16.3%	19%	—	LanguageBench Translation Official (Split)LanguageBench Grammar/Clarity Official (Split)
#12	GLM-4.6 Strong on BFCL Memory Official Memory Acc and BFCL Multi-turn Official Multi Turn Acc	15.9%	19%	—	BFCL Memory OfficialBFCL Multi-turn Official
#16	gpt-4.1 Strong on LanguageBench Translation Official (Split) translation_to:bleu and LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct	15.2%	20%	$3.50	LanguageBench Translation Official (Split)LanguageBench Grammar/Clarity Official (Split)
#17	gpt-4.1-mini-20250414 Strong on OpenVLM OCRBench Official ocrbench_score_pct and OpenVLM TextVQA Official textvqa_score_pct	15.2%	23%	—	OpenVLM OCRBench OfficialOpenVLM TextVQA Official
#18	o4-mini Strong on BFCL Memory Official Memory Acc and BFCL Relevance Detection Official Relevance Detection	15.1%	26%	$1.93	BFCL Memory OfficialBFCL Relevance Detection Official
#20	gpt-5.2-2025-12-11 Strong on BFCL Relevance Detection Official Relevance Detection and BFCL Multi-turn Official Multi Turn Acc	14.5%	25%	—	BFCL Relevance Detection OfficialBFCL Multi-turn Official
#21	gpt-5-2025-08-07 Strong on OpenVLM OCRBench Official ocrbench_score_pct and MathArena Models average_score_pct	14.3%	19%	—	OpenVLM OCRBench OfficialMathArena Models
#33	grok-4-1-fast-non-reasoning Strong on BFCL Relevance Detection Official Relevance Detection and BFCL Memory Official Memory Acc	12.4%	22%	$0.28	BFCL Relevance Detection OfficialBFCL Memory Official
#38	gemini-2.5-pro Strong on OpenVLM OCRBench Official ocrbench_score_pct and MathArena Models average_score_pct	12.3%	31%	$3.44	OpenVLM OCRBench OfficialMathArena Models
#42	Llama-3.1-70B-Instruct Strong on LanguageBench Translation Official (Split) translation_to:bleu and LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct	12.1%	22%	—	LanguageBench Translation Official (Split)LanguageBench Grammar/Clarity Official (Split)
#44	deepseek-r1 Strong on SYCON Bench (Table 2) sycon_unethical_tof_pct and LanguageBench Translation Official (Split) translation_to:bleu	12.0%	25%	$0.27	SYCON Bench (Table 2)LanguageBench Translation Official (Split)
#45	Kimi-K2-Instruct Strong on BFCL Memory Official Memory Acc and BFCL Multi-turn Official Multi Turn Acc	11.9%	18%	—	BFCL Memory OfficialBFCL Multi-turn Official
#47	gpt-5-mini-2025-08-07 Strong on OpenVLM OCRBench Official ocrbench_score_pct and MathArena Models average_score_pct	11.7%	17%	—	OpenVLM OCRBench OfficialMathArena Models
#62	Llama-3.3-70B-Instruct Strong on LanguageBench Translation Official (Split) translation_to:bleu and LanguageBench Grammar/Clarity Official (Split) grammar_clarity_score_pct	10.6%	15%	—	LanguageBench Translation Official (Split)LanguageBench Grammar/Clarity Official (Split)
#64	gemini-3.1-pro-preview Strong on MathArena Models average_score_pct and Vals GPQA overall_accuracy_pct	10.5%	12%	$4.50	MathArena ModelsVals GPQA
#73	claude-opus-4-5-20251101 Strong on BFCL Relevance Detection Official Relevance Detection and Vals GPQA overall_accuracy_pct	10.1%	22%	—	BFCL Relevance Detection OfficialVals GPQA
#98	Qwen-VL-Chat Strong on OpenVLM TextVQA Official textvqa_score_pct and OpenVLM OCRVQA Education & Teaching Official ocrvqa_education_teaching_score_pct	9.0%	17%	—	OpenVLM TextVQA OfficialOpenVLM OCRVQA Education & Teaching Official
#100	gpt-4o Strong on OpenVLM OCRBench Official ocrbench_score_pct and OpenVLM MTVQA Official mtvqa_score_pct	8.8%	16%	$0.26	OpenVLM OCRBench OfficialOpenVLM MTVQA Official
#106	Arch-Agent-32B Strong on BFCL Multi-turn Official Multi Turn Acc and BFCL Relevance Detection Official Relevance Detection	8.5%	15%	—	BFCL Multi-turn OfficialBFCL Relevance Detection Official
#111	kimi-k2.5-thinking Strong on MathArena Models average_score_pct and Vals GPQA overall_accuracy_pct	8.3%	12%	—	MathArena ModelsVals GPQA
#119	Llama 3.3 70B Instruct Strong on BFCL Relevance Detection Official Relevance Detection and BFCL Multi-turn Official Multi Turn Acc	8.1%	22%	—	BFCL Relevance Detection OfficialBFCL Multi-turn Official
#131	Llama-4-Scout-17B-16E-Instruct Strong on BFCL Relevance Detection Official Relevance Detection and BFCL Memory Official Memory Acc	7.7%	20%	—	BFCL Relevance Detection OfficialBFCL Memory Official

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 GPQA

19 rows · 1.1% avg lift

BFCL Relevance Detection Official

18 rows · 1.5% avg lift

BFCL Multi-turn Official

18 rows · 1.7% avg lift

BFCL Memory Official

17 rows · 2.6% avg lift

Missing frontier models

claude-sonnet-4.6

Thin evidence after weighting

Rank #11

20.0%

▶Taxonomy & task details

Core tasks

task.casual_conversationtask.translate_general

Required modes

mode.multilingual

Domains

domain.language_learning

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