business_productivity
Cross-lingual summary
Summarize a document in one language into another language.
#1 Recommendation
gemini-2.5-flash
Strong on LanguageBench overall:mean (100%) and Galileo Agent Leaderboard v2 Avg TSQ (100%)
external/google/gemini-2-5-flash
25.1%
Score
32.6%
Confidence
Limited benchmark evidence for this use case.
53 ranked models with average evidence of 14.4 points. Rankings may shift as more benchmark data is ingested.
Ranked Models
30
Evidence Quality
81%
Scoring
Benchmark-backed
Top Signal
LanguageBench: overall:mean
All Ranked Models
Compare Models
Model A leads by +2.1%
Shareable Link →Model A
gemini-2.5-flash
external/google/gemini-2-5-flash
Rank #1
LanguageBench: overall:mean
Value 100.0% · Conf 100.0% · Weight 2.8%
languagebench.overall_mean (Mar 12, 2026)
Galileo Agent Leaderboard v2: Avg TSQ
Value 100.0% · Conf 100.0% · Weight 2.8%
galileo_agent_v2.avg_tsq (Mar 12, 2026)
LanguageBench Translation Official (Split): translation_to:bleu
Value 92.0% · Conf 100.0% · Weight 2.2%
languagebench_translation_official.translation_to_bleu (Mar 12, 2026)
LanguageBench Grammar/Clarity Official (Split): grammar_clarity_score_pct
Value 100.0% · Conf 100.0% · Weight 2.1%
languagebench_grammar_clarity_official.grammar_clarity_score_pct (Mar 12, 2026)
Model B
gemini-2.5-pro
external/google/gemini-2-5-pro
Rank #2
Galileo Agent Leaderboard v2: Avg TSQ
Value 79.5% · Conf 100.0% · Weight 2.3%
galileo_agent_v2.avg_tsq (Mar 12, 2026)
FACTS Benchmark Suite: facts_grounding_score_pct
Value 100.0% · Conf 100.0% · Weight 1.9%
facts_benchmark_suite.facts_grounding_score_pct (Mar 12, 2026)
Vals Mortgage Tax: overall_accuracy_pct
Value 99.0% · Conf 100.0% · Weight 1.6%
vals_mortgage_tax.overall_accuracy_pct (Mar 12, 2026)
Vectara HHEM Leaderboard: overall_hallucination_error_pct
Value 76.0% · Conf 100.0% · Weight 1.6%
vectara_hhem_leaderboard.overall_hallucination_error_pct (Mar 12, 2026)
▶Ranking Diagnostics & Missing Models
Source Lift
Ranked
53
Sources
8
Quality
Insufficient
Vals Legal Bench
vals_legal_bench
38 rows
0.4% avg lift
Vals MedQA
vals_medqa
37 rows
0.4% avg lift
Vals Tax Eval v2
vals_tax_eval_v2
37 rows
0.4% avg lift
Vals Mortgage Tax
vals_mortgage_tax
34 rows
1.4% avg lift
Missing Strong Models
gpt-4o
external/openai/gpt-4o
Rank #22
15.2%
▶Taxonomy Details
Core Tasks
Required Modes
Domains
Related Use Cases
business_productivity
Knowledge base Q&A (fast, no citations)
Answer KB questions grounded in retrieved text without citations.
Top: gemini-3-pro-preview
business_productivity
Knowledge base Q&A (with citations)
Answer questions grounded in an internal KB, with evidence.
Top: gemini-3-pro-preview
business_productivity
Decision memo
Recommend a decision with options, constraints, and risks.
Top: gemini-2.5-pro
business_productivity
Executive briefing
Turn raw notes into a short executive brief with risks and actions.
Top: gemini-2.5-pro