Patient-friendly explanations
Rewrite technical notes into clear, accessible patient language.
Provisional leader
claude-sonnet-4
Current leader based on limited benchmark evidence. Treat this ranking as directional until coverage improves.
29.2%
Best benchmark score
37.8%
Confidence
All ranked models — top 3
Ranked Models
30
Evidence Quality
81%
Evidence Points
29
Top Signal
LanguageBench Translation Official (Split): translation_to:bleu
All Ranked Models
| Rank | Model | Score |
|---|---|---|
| 🥇 | claude-sonnet-4 Strong on LanguageBench Translation Official (Split) translation_to:bleu and Galileo Agent Leaderboard v2 Healthcare AC | 29.2% |
| 🥈 | gemini-2.5-flash Strong on LanguageBench Translation Official (Split) translation_to:bleu and BRIDGE Medical Leaderboard average_performance_pct | 29.2% |
| 🥉 | gpt-4.1-20250414 Strong on Galileo Agent Leaderboard v2 Healthcare AC and Vals MedQA overall_accuracy_pct | 23.0% |
| #4 | gemini-2.5-pro Strong on Vectara HHEM Leaderboard medicine_hallucination_error_pct and OpenVLM OCRBench Official ocrbench_score_pct | 22.6% |
| #6 | Claude-3.5-Sonnet Strong on LanguageBench Translation Official (Split) translation_to:bleu and MedHELM average_score_pct | 21.0% |
| #7 | gpt-5-mini-2025-08-07 Strong on Vals MedQA overall_accuracy_pct and Vals MedScribe overall_accuracy_pct | 21.0% |
| #8 | gpt-5-2025-08-07 Strong on Vals MedQA overall_accuracy_pct and Vals MedScribe overall_accuracy_pct | 20.1% |
| #9 | gemini-3.1-pro-preview Strong on Vals MedQA overall_accuracy_pct and Vectara HHEM Leaderboard medicine_hallucination_error_pct | 18.6% |
| #11 | gemini-2.0-flash-001 Strong on LanguageBench Translation Official (Split) translation_to:bleu and BRIDGE Medical Leaderboard average_performance_pct | 18.2% |
| #12 | gpt-4.1-mini-20250414 Strong on Galileo Agent Leaderboard v2 Healthcare AC and Vals MedQA overall_accuracy_pct | 17.3% |
| #13 | Grok-4-0709 Strong on Vals MedQA overall_accuracy_pct and Vals MedScribe overall_accuracy_pct | 16.6% |
| #14 | gpt-4o Strong on MedHELM average_score_pct and MedHELM clinical_note_generation_win_rate_pct | 16.0% |
| #15 | gemini-3-pro-preview Strong on Vals MedQA overall_accuracy_pct and Vectara HHEM Leaderboard medicine_hallucination_error_pct | 15.0% |
| #16 | claude-opus-4-5-20251101 Strong on Vals MedQA overall_accuracy_pct and Vals MedScribe overall_accuracy_pct | 14.7% |
| #17 | gemini-3-flash-preview Strong on Vals MedQA overall_accuracy_pct and Vectara HHEM Leaderboard medicine_hallucination_error_pct | 14.6% |
| #18 | gpt-5.4-2026-03-05 Strong on Vals MedQA overall_accuracy_pct and Vectara HHEM Leaderboard medicine_hallucination_error_pct | 14.0% |
| #19 | qwen-2.5-72b-instruct Strong on BRIDGE Medical Leaderboard average_performance_pct and Galileo Agent Leaderboard v2 Healthcare AC | 13.3% |
| #20 | gpt-5.1-2025-11-13 Strong on Vals MedQA overall_accuracy_pct and Vals MedScribe overall_accuracy_pct | 13.1% |
| #21 | gpt-5.2-2025-12-11 Strong on Vals MedQA overall_accuracy_pct and Vals MedScribe overall_accuracy_pct | 13.1% |
| #22 | o3-20250416 Strong on Vals MedQA overall_accuracy_pct and Vals MedScribe overall_accuracy_pct | 12.8% |
| #23 | deepseek-r1 Strong on BRIDGE Medical Leaderboard average_performance_pct and LanguageBench Translation Official (Split) translation_to:bleu | 12.6% |
| #24 | grok-4-fast-reasoning Strong on Vals MedQA overall_accuracy_pct and Vals MedScribe overall_accuracy_pct | 12.1% |
| #25 | gpt-4.1 Strong on LanguageBench Translation Official (Split) translation_to:bleu and LanguageBench overall:mean | 12.0% |
| #26 | gemini-2.5-flash-lite Strong on Galileo Agent Leaderboard v2 Healthcare AC and Vectara HHEM Leaderboard medicine_hallucination_error_pct | 11.8% |
| #27 | claude-opus-4-1-20250805 Strong on Vals MedQA overall_accuracy_pct and Vectara HHEM Leaderboard medicine_hallucination_error_pct | 11.6% |
| #30 | claude-opus-4-6-thinking Strong on Vals MedQA overall_accuracy_pct and Vals MedScribe overall_accuracy_pct | 11.2% |
| #31 | claude-opus-4-5-20251101-thinking Strong on Vals MedQA overall_accuracy_pct and Vals MedScribe overall_accuracy_pct | 11.0% |
| #32 | claude-sonnet-4.6 Strong on Vals MedQA overall_accuracy_pct and Vectara HHEM Leaderboard medicine_hallucination_error_pct | 11.0% |
| #34 | gemini-3.1-flash-lite-preview Strong on Vectara HHEM Leaderboard medicine_hallucination_error_pct and FACTS Benchmark Suite facts_grounding_score_pct | 10.5% |
| #35 | grok-4-1-fast-reasoning Strong on Vals MedQA overall_accuracy_pct and Vals MedScribe overall_accuracy_pct | 10.2% |
Compare Models
▶Ranking diagnostics & missing models
Source lift
Ranked
57
Sources
8
Quality
Low
Vals MedQA
Vals LiveCodeBench
Vals Legal Bench
Vals Tax Eval v2
Missing frontier models
No obvious gaps right now.
▶Taxonomy & task details
Core tasks
Required modes
Domains
Related in Healthcare
Patient education bot (RAG grounded)
Answer patient FAQ using trusted sources with cautious wording.
Medical coding support (suggestions)
Extract coding-relevant facts and suggest codes for human review.
Clinical note drafting
Summarize encounters into structured notes for clinician review.
Medical chart summary
Summarize a patient's chart into timeline, problems, and meds for review.