Data & Analytics

Chart & Data Visualization Interpretation

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

task.insight_miningtask.dashboard_narrative

Evidence quality is currently limited for this use case. Rankings below are useful for exploration, not a strong winner claim.

Provisional leader

gpt-5-2025-08-07

Current leader based on limited benchmark evidence. Treat this ranking as directional until coverage improves.

23.2%

Best benchmark score

31.2%

Confidence

All ranked models — top 3

🥇

gpt-5-2025-08-07

23.2%

🥈

gemini-3.1-pro-preview

22.2%

🥉

gemini-2.5-pro

22.1%

Ranked Models

Evidence Quality

81%

Evidence Points

Top Signal

SciArena Leaderboard: rating_elo

All Ranked Models

30 of 30 models

Rank	Model	Score	Confidence	Price / 1M	Evidence sources
🥇	gpt-5-2025-08-07 Strong on SciArena Leaderboard rating_elo and FACTS Benchmark Suite facts_grounding_score_pct	23.2%	31%	—	SciArena LeaderboardFACTS Benchmark Suite
🥈	gemini-3.1-pro-preview Strong on Vals Finance Agent overall_accuracy_pct and FACTS Benchmark Suite facts_search_score_pct	22.2%	25%	$4.50	Vals Finance AgentFACTS Benchmark Suite
🥉	gemini-2.5-pro Strong on MWS Vision Bench validation_overall_score and FACTS Benchmark Suite facts_grounding_score_pct	22.1%	32%	$3.44	MWS Vision BenchFACTS Benchmark Suite
#4	gpt-5-mini-2025-08-07 Strong on MWS Vision Bench validation_overall_score and SciArena Leaderboard rating_elo	20.5%	32%	—	MWS Vision BenchSciArena Leaderboard
#5	gemini-3-flash-preview Strong on MWS Vision Bench validation_overall_score and Vals CorpFin v2 overall_accuracy_pct	19.7%	26%	$1.13	MWS Vision BenchVals CorpFin v2
#6	o3-20250416 Strong on SciArena Leaderboard rating_elo and LiveSQLBench success_rate_pct	18.4%	29%	$3.50	SciArena LeaderboardLiveSQLBench
#7	gemini-3-pro-preview Strong on SciArena Leaderboard rating_elo and Vals Finance Agent overall_accuracy_pct	17.7%	24%	$4.50	SciArena LeaderboardVals Finance Agent
#8	claude-sonnet-4 Strong on LiveSQLBench success_rate_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct	17.4%	30%	$6.00	LiveSQLBenchVectara HHEM Leaderboard
#9	Grok-4-0709 Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	16.6%	24%	—	Vals CorpFin v2Vals Finance Agent
#10	gpt-4.1-20250414 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals CorpFin v2 overall_accuracy_pct	16.4%	27%	—	Vectara HHEM LeaderboardVals CorpFin v2
#11	gpt-5.2-2025-12-11 Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vals CorpFin v2 overall_accuracy_pct	16.4%	20%	—	FACTS Benchmark SuiteVals CorpFin v2
#12	gemini-3.1-flash-lite-preview Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct	15.6%	23%	$0.56	FACTS Benchmark SuiteVectara HHEM Leaderboard
#13	claude-sonnet-4.6 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	15.4%	20%	$6.00	Vals Finance AgentVals CorpFin v2
#14	gemini-2.5-flash Strong on MWS Vision Bench validation_overall_score and FACTS Benchmark Suite facts_grounding_score_pct	15.1%	25%	$0.17	MWS Vision BenchFACTS Benchmark Suite
#15	gpt-5.4-2026-03-05 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals CorpFin v2 overall_accuracy_pct	14.5%	18%	—	Vectara HHEM LeaderboardVals CorpFin v2
#16	claude-opus-4-5-20251101 Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vals CorpFin v2 overall_accuracy_pct	14.2%	22%	—	FACTS Benchmark SuiteVals CorpFin v2
#17	deepseek-r1 Strong on DuckDB NSQL Leaderboard all_execution_accuracy and LiveSQLBench success_rate_pct	14.1%	23%	$0.27	DuckDB NSQL LeaderboardLiveSQLBench
#18	gpt-4o Strong on DuckDB NSQL Leaderboard all_execution_accuracy and MEGA-Bench overall_score	13.5%	24%	$0.26	DuckDB NSQL LeaderboardMEGA-Bench
#19	gpt-5.1-2025-11-13 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	13.1%	20%	—	Vals Finance AgentVals CorpFin v2
#20	grok-4-fast-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	13.0%	25%	$0.28	Vals CorpFin v2Vals Finance Agent
#21	qwen-2.5-72b-instruct Strong on DuckDB NSQL Leaderboard all_execution_accuracy and JSONSchemaBench Leaderboard medium_schema_compliance_pct	12.7%	21%	—	DuckDB NSQL LeaderboardJSONSchemaBench Leaderboard
#22	Claude-3.5-Sonnet Strong on DuckDB NSQL Leaderboard all_execution_accuracy and LLM-AggreFact Leaderboard average_score_pct	12.5%	16%	$6.00	DuckDB NSQL LeaderboardLLM-AggreFact Leaderboard
#23	grok-4-1-fast-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	11.7%	18%	$0.28	Vals CorpFin v2Vals Finance Agent
#25	gpt-4o-20241120 Strong on DuckDB NSQL Leaderboard all_execution_accuracy and DuckDB NSQL Leaderboard hard_execution_accuracy	11.4%	21%	—	DuckDB NSQL LeaderboardDuckDB NSQL Leaderboard
#26	o4-mini Strong on LiveSQLBench success_rate_pct and Vals CorpFin v2 overall_accuracy_pct	11.2%	24%	$1.93	LiveSQLBenchVals CorpFin v2
#28	claude-opus-4-6-thinking Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	10.8%	12%	—	Vals CorpFin v2Vals Finance Agent
#29	grok-3 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals CorpFin v2 overall_accuracy_pct	10.5%	15%	$6.00	Vectara HHEM LeaderboardVals CorpFin v2
#30	gpt-4o-2024-08-06 Strong on DuckDB NSQL Leaderboard all_execution_accuracy and Vectara HHEM Leaderboard overall_hallucination_error_pct	10.3%	22%	—	DuckDB NSQL LeaderboardVectara HHEM Leaderboard
#31	kimi-k2.5-thinking Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	10.3%	14%	—	Vals CorpFin v2Vals Finance Agent
#32	gpt-4.1 Strong on DuckDB NSQL Leaderboard all_execution_accuracy and SciArena Leaderboard rating_elo	10.3%	16%	$3.50	DuckDB NSQL LeaderboardSciArena Leaderboard

Compare Models

Select two different models above to compare their evidence side by side.

▶Ranking diagnostics & missing models

Source lift

Ranked

Sources

Quality

Low

Vals CorpFin v2

43 rows · 1.1% avg lift

Vals MedQA

32 rows · 0.3% avg lift

Vals Tax Eval v2

32 rows · 0.2% avg lift

Vals Finance Agent

31 rows · 1.0% avg lift

Missing frontier models

No obvious gaps right now.

▶Taxonomy & task details

Core tasks

task.insight_miningtask.dashboard_narrative

Required modes

none

Domains

domain.data_analytics_bi

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