biomed_science
Cross-paper contradiction analysis
Identify contradictions and uncertainty across papers with citations.
#1 Recommendation
gemini-3-pro-preview
Strong on FACTS Benchmark Suite facts_grounding_score_pct (88%) and Vals GPQA overall_accuracy_pct (94%)
external/google/gemini-3-pro-preview
35.6%
Score
46.1%
Confidence
Limited benchmark evidence for this use case.
52 ranked models with average evidence of 14.8 points. Rankings may shift as more benchmark data is ingested.
Ranked Models
30
Evidence Quality
85%
Scoring
Benchmark-backed
Top Signal
FACTS Benchmark Suite: facts_grounding_score_pct
All Ranked Models
Compare Models
Model A leads by +5.7%
Shareable Link →Model A
gemini-3-pro-preview
external/google/gemini-3-pro-preview
Rank #1
FACTS Benchmark Suite: facts_grounding_score_pct
Value 88.3% · Conf 100.0% · Weight 3.6%
facts_benchmark_suite.facts_grounding_score_pct (Mar 12, 2026)
Vals GPQA: overall_accuracy_pct
Value 94.1% · Conf 100.0% · Weight 2.5%
vals_gpqa.overall_accuracy_pct (Mar 12, 2026)
FACTS Benchmark Suite: facts_search_score_pct
Value 100.0% · Conf 100.0% · Weight 2.3%
facts_benchmark_suite.facts_search_score_pct (Mar 12, 2026)
FACTS Benchmark Suite: average_score_pct
Value 100.0% · Conf 100.0% · Weight 2.1%
facts_benchmark_suite.average_score_pct (Mar 12, 2026)
Model B
gemini-2.5-pro
external/google/gemini-2-5-pro
Rank #2
FACTS Benchmark Suite: facts_grounding_score_pct
Value 100.0% · Conf 100.0% · Weight 4.1%
facts_benchmark_suite.facts_grounding_score_pct (Mar 12, 2026)
Vectara HHEM Leaderboard: overall_hallucination_error_pct
Value 76.0% · Conf 100.0% · Weight 2.4%
vectara_hhem_leaderboard.overall_hallucination_error_pct (Mar 12, 2026)
Vals CorpFin v2: overall_accuracy_pct
Value 78.4% · Conf 100.0% · Weight 1.9%
vals_corp_fin_v2.overall_accuracy_pct (Mar 12, 2026)
Vals MedCode: overall_accuracy_pct
Value 73.5% · Conf 100.0% · Weight 1.8%
vals_medcode.overall_accuracy_pct (Mar 12, 2026)
▶Ranking Diagnostics & Missing Models
Source Lift
Ranked
52
Sources
8
Quality
Insufficient
Vals CorpFin v2
vals_corp_fin_v2
42 rows
1.5% avg lift
Vals GPQA
vals_gpqa
42 rows
1.8% avg lift
Vals Legal Bench
vals_legal_bench
30 rows
0.4% avg lift
Vals MedQA
vals_medqa
30 rows
0.4% avg lift
Missing Strong Models
gpt-4o
external/openai/gpt-4o
Rank #22
15.2%
qwen-2.5-72b-instruct
external/qwen/qwen-2-5-72b-instruct
Rank #27
14.2%
deepseek/deepseek-r1
external/deepseek/deepseek-r1
Rank #54
10.5%