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healthcare

Best LLM for Patient Education

Ranked models for rewriting technical medical notes into clear, accessible language.

#1 Recommendation

gemini-2.5-flash

Strong on LanguageBench Translation Official (Split) translation_to:bleu (92%) and BRIDGE Medical Leaderboard average_performance_pct (100%)

external/google/gemini-2-5-flash

29.2%

Score

35.9%

Confidence

22

Evidence

Ranked Models

30

Evidence Quality

80%

Scoring

Benchmark-backed

Top Signal

LanguageBench Translation Official (Split): translation_to:bleu

All Ranked Models

Max params:
Min confidence:
30 of 30
RankModelScore
#1gemini-2.5-flash

Strong on LanguageBench Translation Official (Split) translation_to:bleu (92%) and BRIDGE Medical Leaderboard average_performance_pct (100%)

29.2%
#2gpt-4.1-20250414

Strong on Galileo Agent Leaderboard v2 Healthcare AC (100%) and Vals MedQA overall_accuracy_pct (90%)

23.8%
#3gemini-2.5-pro

Strong on Vectara HHEM Leaderboard medicine_hallucination_error_pct (93%) and OpenVLM OCRBench Official ocrbench_score_pct (91%)

22.0%
#6claude-sonnet-4-20250514
19.4%
#7google/gemini-2.0-flash-001
18.6%
#9gpt-4.1-mini-20250414
17.8%
#10gpt-4o
16.3%
#11gemini-3-pro-preview
16.1%
#12gpt-5-mini-2025-08-07
16.0%
#13Grok-4-0709
15.6%
#14google/gemini-3.1-pro-preview
15.2%
#15gpt-5-2025-08-07
15.0%
#16claude-opus-4-5-20251101
14.7%
#17openai/gpt-5.4-2026-03-05
13.8%
#18qwen-2.5-72b-instruct
13.6%
#19gemini-3-flash-preview
13.2%
#20gpt-5.1-2025-11-13
12.8%
#22deepseek/deepseek-r1
12.0%
#24xai-org/grok-4-fast-reasoning
11.5%
#25Llama-3.1-70B-Instruct
11.5%
#26anthropic/claude-opus-4-6-thinking
11.5%
#28anthropic/claude-opus-4-1-20250805
11.3%
#29anthropic/claude-opus-4-5-20251101-thinking
11.3%
#30gpt-5.2-2025-12-11
11.2%
#31anthropic/claude-sonnet-4.6
11.2%
#34xai-org/grok-4-1-fast-reasoning
10.6%
#35anthropic/claude-sonnet-4-5-20250929-thinking
10.4%
#37o3-20250416
10.1%
#38kimi/kimi-k2.5-thinking
9.8%
#47google/gemini-3.1-flash-lite-preview
8.9%

Head-to-Head: #1 vs #2

#1

Top Pick

gemini-2.5-flash

Strong on LanguageBench Translation Official (Split) translation_to:bleu (92%) and BRIDGE Medical Leaderboard average_performance_pct (100%)

29.2%

Conf 35.9%

#2

gpt-4.1-20250414

Strong on Galileo Agent Leaderboard v2 Healthcare AC (100%) and Vals MedQA overall_accuracy_pct (90%)

23.8%

Conf 32.9%

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