Knowledge base Q&A (fast, no citations)
Answer KB questions grounded in retrieved text without citations.
Provisional leader
gemini-3.1-pro-preview
Current leader based on limited benchmark evidence. Treat this ranking as directional until coverage improves.
37.8%
Best benchmark score
43.6%
Confidence
All ranked models — top 3
Ranked Models
30
Evidence Quality
84%
Evidence Points
24
Top Signal
SimpleQA Verified: simpleqa_verified_score_pct
All Ranked Models
| Rank | Model | Score |
|---|---|---|
| 🥇 | gemini-3.1-pro-preview Strong on SimpleQA Verified simpleqa_verified_score_pct and Vals Finance Agent overall_accuracy_pct | 37.8% |
| 🥈 | gemini-2.5-pro Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct | 32.0% |
| 🥉 | gpt-5-mini-2025-08-07 Strong on Vals Finance Agent overall_accuracy_pct and Vals Finance Agent complex_retrieval_accuracy_pct | 29.5% |
| #4 | gpt-5-2025-08-07 Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vals Finance Agent overall_accuracy_pct | 29.5% |
| #5 | gemini-3-pro-preview Strong on SimpleQA Verified simpleqa_verified_score_pct and Vals Finance Agent overall_accuracy_pct | 26.8% |
| #6 | Grok-4-0709 Strong on Vals Finance Agent overall_accuracy_pct and SimpleQA Verified simpleqa_verified_score_pct | 26.8% |
| #7 | gemini-3.1-flash-lite-preview Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct | 26.4% |
| #8 | claude-sonnet-4.6 Strong on Vals Finance Agent overall_accuracy_pct and Vals Finance Agent complex_retrieval_accuracy_pct | 26.3% |
| #9 | gemini-3-flash-preview Strong on Vals Finance Agent overall_accuracy_pct and FACTS Benchmark Suite facts_search_score_pct | 26.2% |
| #10 | gpt-5.2-2025-12-11 Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vals Finance Agent overall_accuracy_pct | 25.6% |
| #11 | gpt-5.4-2026-03-05 Strong on Vals Finance Agent overall_accuracy_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct | 24.6% |
| #12 | claude-sonnet-4 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Galileo Agent Leaderboard v2 Avg TSQ | 24.1% |
| #13 | gpt-4.1-20250414 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals CorpFin v2 overall_accuracy_pct | 22.9% |
| #14 | gemini-2.5-flash Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct | 22.7% |
| #15 | claude-opus-4-5-20251101 Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct | 22.3% |
| #16 | gpt-5.1-2025-11-13 Strong on Vals Finance Agent overall_accuracy_pct and Vals Finance Agent complex_retrieval_accuracy_pct | 21.8% |
| #17 | grok-4-fast-reasoning Strong on Vals Finance Agent overall_accuracy_pct and Vals Finance Agent complex_retrieval_accuracy_pct | 20.9% |
| #18 | o3-20250416 Strong on SciArena Leaderboard rating_elo and SimpleQA Verified simpleqa_verified_score_pct | 19.2% |
| #19 | claude-opus-4-6-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals Finance Agent complex_retrieval_accuracy_pct | 17.0% |
| #20 | grok-4-1-fast-reasoning Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct | 16.7% |
| #21 | kimi-k2.5-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct | 15.9% |
| #22 | claude-opus-4-5-20251101-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct | 15.6% |
| #23 | grok-3 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and SimpleQA Verified simpleqa_verified_score_pct | 15.6% |
| #24 | claude-sonnet-4-5-20250929-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals Finance Agent complex_retrieval_accuracy_pct | 14.8% |
| #26 | claude-opus-4-1-20250805 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and FACTS Benchmark Suite facts_grounding_score_pct | 14.3% |
| #27 | grok-4.20-0309-reasoning Strong on Vals Finance Agent overall_accuracy_pct and Vals Finance Agent complex_retrieval_accuracy_pct | 14.0% |
| #28 | mistral-large-2512 Strong on Vals CorpFin v2 overall_accuracy_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct | 13.6% |
| #29 | glm-5-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals Finance Agent complex_retrieval_accuracy_pct | 13.4% |
| #30 | claude-haiku-4-5-20251001-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals Finance Agent complex_retrieval_accuracy_pct | 13.1% |
| #31 | qwen3.5-flash Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct | 12.9% |
Compare Models
▶Ranking diagnostics & missing models
Source lift
Ranked
59
Sources
8
Quality
Low
Vals CorpFin v2
Vals Mortgage Tax
Vals Finance Agent
Vals MedQA
Missing frontier models
No obvious gaps right now.
▶Taxonomy & task details
Core tasks
Required modes
Domains
Related in Productivity
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