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data_analytics

Chart & Data Visualization Interpretation

Reading charts, graphs, and dashboards to extract insights and answer questions.

#1 Recommendation

gemini-2.5-pro

Strong on MWS Vision Bench validation_overall_score (93%) and FACTS Benchmark Suite facts_grounding_score_pct (100%)

external/google/gemini-2-5-pro

22.2%

Score

32.1%

Confidence

Limited benchmark evidence for this use case.

52 ranked models with average evidence of 15.2 points. Rankings may shift as more benchmark data is ingested.

Ranked Models

30

Evidence Quality

80%

Scoring

Benchmark-backed

Top Signal

MWS Vision Bench: validation_overall_score

All Ranked Models

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

Strong on MWS Vision Bench validation_overall_score (93%) and FACTS Benchmark Suite facts_grounding_score_pct (100%)

22.2%
#2gemini-3-pro-preview

Strong on FACTS Benchmark Suite facts_grounding_score_pct (88%) and FACTS Benchmark Suite facts_search_score_pct (100%)

21.8%
#3gpt-4.1-20250414

Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct (82%) and Vals CorpFin v2 overall_accuracy_pct (85%)

16.7%
#4anthropic/claude-sonnet-4.6
15.7%
#5gpt-5-2025-08-07
15.6%
#6gpt-5-mini-2025-08-07
15.4%
#7Grok-4-0709
15.3%
#8gemini-3-flash-preview
15.1%
#9google/gemini-3.1-pro-preview
14.4%
#10gemini-2.5-flash
14.4%
#11openai/gpt-5.4-2026-03-05
14.2%
#12claude-opus-4-5-20251101
13.7%
#13qwen-2.5-72b-instruct
13.0%
#15gpt-5.1-2025-11-13
12.6%
#16claude-sonnet-4-20250514
12.5%
#17gpt-4o
12.2%
#18deepseek/deepseek-r1
12.2%
#19google/gemini-3.1-flash-lite-preview
11.8%
#20gpt-4o-20241120
11.6%
#21xai-org/grok-4-fast-reasoning
11.6%
#22xai-org/grok-4-1-fast-reasoning
11.1%
#23anthropic/claude-opus-4-6-thinking
11.0%
#24gpt-5.2-2025-12-11
11.0%
#25gpt-4o-2024-08-06
10.6%
#26openai/gpt-4.1
10.5%
#27kimi/kimi-k2.5-thinking
10.4%
#29anthropic/claude-opus-4-5-20251101-thinking
10.2%
#30x-ai/grok-3
10.0%
#32anthropic/claude-sonnet-4-5-20250929-thinking
9.5%
#33grok/grok-4.20-beta-0309-reasoning
9.3%

Compare Models

Model A leads by +0.4%

Shareable Link →

Model A

gemini-2.5-pro

external/google/gemini-2-5-pro

22.2%

Rank #1

Confidence 32.1%26 evidence pts

MWS Vision Bench: validation_overall_score

Value 93.5% · Conf 100.0% · Weight 2.4%

mws_vision_bench.validation_overall_score (Mar 17, 2026)

FACTS Benchmark Suite: facts_grounding_score_pct

Value 100.0% · Conf 100.0% · Weight 2.1%

facts_benchmark_suite.facts_grounding_score_pct (Mar 17, 2026)

Vectara HHEM Leaderboard: overall_hallucination_error_pct

Value 76.0% · Conf 100.0% · Weight 1.7%

vectara_hhem_leaderboard.overall_hallucination_error_pct (Mar 17, 2026)

Vals CorpFin v2: overall_accuracy_pct

Value 78.4% · Conf 100.0% · Weight 1.3%

vals_corp_fin_v2.overall_accuracy_pct (Mar 17, 2026)

Model B

gemini-3-pro-preview

external/google/gemini-3-pro-preview

21.8%

Rank #2

Confidence 28.3%23 evidence pts

FACTS Benchmark Suite: facts_grounding_score_pct

Value 88.3% · Conf 100.0% · Weight 1.9%

facts_benchmark_suite.facts_grounding_score_pct (Mar 17, 2026)

FACTS Benchmark Suite: facts_search_score_pct

Value 100.0% · Conf 100.0% · Weight 1.6%

facts_benchmark_suite.facts_search_score_pct (Mar 17, 2026)

SciArena Leaderboard: rating_elo

Value 78.8% · Conf 100.0% · Weight 1.6%

sciarena_leaderboard.rating_elo (Mar 17, 2026)

FACTS Benchmark Suite: average_score_pct

Value 100.0% · Conf 100.0% · Weight 1.5%

facts_benchmark_suite.average_score_pct (Mar 17, 2026)

Ranking Diagnostics & Missing Models

Source Lift

Ranked

52

Sources

8

Quality

Insufficient

Vals CorpFin v2

vals_corp_fin_v2

42 rows

1.1% avg lift

Vals Legal Bench

vals_legal_bench

37 rows

0.3% avg lift

Vals MedQA

vals_medqa

36 rows

0.3% avg lift

Vals Tax Eval v2

vals_tax_eval_v2

36 rows

0.3% avg lift

Missing Strong Models

GPT-4.1-nano-2025-04-14

external/openai/gpt-4-1-nano-2025-04-14

Rank #62

6.2%

Thin evidence after weighting
Taxonomy Details

Core Tasks

task.insight_miningtask.dashboard_narrative

Required Modes

none

Domains

domain.data_analytics_bi

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