healthcare
Patient education bot (RAG grounded)
Answer patient FAQ using trusted sources with cautious wording.
#1 Recommendation
gemini-2.5-pro
Strong on FACTS Benchmark Suite facts_grounding_score_pct (100%) and Vectara HHEM Leaderboard overall_hallucination_error_pct (76%)
external/google/gemini-2-5-pro
27.2%
Score
51.1%
Confidence
Limited benchmark evidence for this use case.
53 ranked models with average evidence of 16.2 points. Rankings may shift as more benchmark data is ingested.
Ranked Models
30
Evidence Quality
82%
Scoring
Benchmark-backed
Top Signal
FACTS Benchmark Suite: facts_grounding_score_pct
All Ranked Models
Compare Models
Model A leads by +0.1%
Shareable Link →Model A
gemini-2.5-pro
external/google/gemini-2-5-pro
Rank #1
FACTS Benchmark Suite: facts_grounding_score_pct
Value 100.0% · Conf 100.0% · Weight 3.1%
facts_benchmark_suite.facts_grounding_score_pct (Mar 12, 2026)
Vectara HHEM Leaderboard: overall_hallucination_error_pct
Value 76.0% · Conf 100.0% · Weight 1.8%
vectara_hhem_leaderboard.overall_hallucination_error_pct (Mar 12, 2026)
Vals CorpFin v2: overall_accuracy_pct
Value 78.4% · Conf 100.0% · Weight 1.4%
vals_corp_fin_v2.overall_accuracy_pct (Mar 12, 2026)
Vectara HHEM Leaderboard: medicine_hallucination_error_pct
Value 92.8% · Conf 100.0% · Weight 1.4%
vectara_hhem_leaderboard.medicine_hallucination_error_pct (Mar 12, 2026)
Model B
gemini-2.5-flash
external/google/gemini-2-5-flash
Rank #2
FACTS Benchmark Suite: facts_grounding_score_pct
Value 90.4% · Conf 100.0% · Weight 2.8%
facts_benchmark_suite.facts_grounding_score_pct (Mar 12, 2026)
LanguageBench Translation Official (Split): translation_to:bleu
Value 92.0% · Conf 100.0% · Weight 2.7%
languagebench_translation_official.translation_to_bleu (Mar 12, 2026)
BRIDGE Medical Leaderboard: average_performance_pct
Value 100.0% · Conf 100.0% · Weight 2.3%
bridge_medical_leaderboard.average_performance_pct (Mar 12, 2026)
Vectara HHEM Leaderboard: overall_hallucination_error_pct
Value 72.4% · Conf 100.0% · Weight 1.7%
vectara_hhem_leaderboard.overall_hallucination_error_pct (Mar 12, 2026)
▶Ranking Diagnostics & Missing Models
Source Lift
Ranked
53
Sources
8
Quality
Insufficient
Vals CorpFin v2
vals_corp_fin_v2
40 rows
1.1% avg lift
Vals MedQA
vals_medqa
39 rows
1.9% avg lift
Vals Finance Agent
vals_finance_agent
29 rows
1.1% avg lift
Vals MedScribe
vals_medscribe
28 rows
1.3% avg lift
Missing Strong Models
gpt-4o-20241120
external/openai/gpt-4o-20241120
Rank #49
10.7%
▶Taxonomy Details
Core Tasks
Required Modes
Domains
Related Use Cases
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Extract coding-relevant facts and suggest codes for human review.
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Rewrite technical notes into clear, accessible patient language.
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Clinical note drafting
Summarize encounters into structured notes for clinician review.
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Medical chart summary
Summarize a patient's chart into timeline, problems, and meds for review.
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