Malware analysis report (defensive)
Explain suspicious code and produce a defensive analysis report.
Provisional leader
gemini-2.5-pro
Current leader based on limited benchmark evidence. Treat this ranking as directional until coverage improves.
30.4%
Best benchmark score
44.1%
Confidence
All ranked models — top 3
Ranked Models
30
Evidence Quality
81%
Evidence Points
29
Top Signal
FACTS Benchmark Suite: facts_grounding_score_pct
All Ranked Models
| Rank | Model | Score |
|---|---|---|
| 🥇 | gemini-2.5-pro Strong on FACTS Benchmark Suite facts_grounding_score_pct and VADER Leaderboard mean_score_pct | 30.4% |
| 🥈 | gemini-3.1-pro-preview Strong on Vals Finance Agent overall_accuracy_pct and FACTS Benchmark Suite facts_search_score_pct | 26.1% |
| 🥉 | gpt-5-2025-08-07 Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vals Finance Agent overall_accuracy_pct | 23.5% |
| #4 | o3-20250416 Strong on VADER Leaderboard mean_score_pct and BaxBench Leaderboard average_secure_pass_1_pct | 23.3% |
| #5 | gpt-5-mini-2025-08-07 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct | 20.7% |
| #6 | gemini-3-flash-preview Strong on Vals CorpFin v2 overall_accuracy_pct and FACTS Benchmark Suite facts_grounding_score_pct | 20.0% |
| #7 | gemini-3-pro-preview Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct | 19.9% |
| #8 | Grok-4-0709 Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct | 19.6% |
| #9 | gpt-5.2-2025-12-11 Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vals CorpFin v2 overall_accuracy_pct | 19.3% |
| #10 | gemini-3.1-flash-lite-preview Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct | 18.4% |
| #11 | claude-sonnet-4.6 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct | 18.2% |
| #12 | gpt-4.1-20250414 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals CorpFin v2 overall_accuracy_pct | 17.7% |
| #13 | claude-sonnet-4 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and FACTS Benchmark Suite facts_grounding_score_pct | 17.5% |
| #14 | gpt-5.4-2026-03-05 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals CorpFin v2 overall_accuracy_pct | 17.1% |
| #15 | claude-opus-4-5-20251101 Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vals CorpFin v2 overall_accuracy_pct | 16.7% |
| #16 | gpt-5.1-2025-11-13 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct | 15.4% |
| #17 | grok-4-fast-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct | 15.3% |
| #18 | gpt-4o-2024-05-13 Strong on RepoQA Official Results overall_average_pass_at_1_pct and LLM Trustworthy Leaderboard privacy | 15.0% |
| #19 | grok-4-1-fast-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct | 13.8% |
| #20 | gemini-2.5-flash Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct | 13.6% |
| #21 | grok-3 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals CorpFin v2 overall_accuracy_pct | 13.0% |
| #22 | claude-opus-4-6-thinking Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct | 12.7% |
| #23 | kimi-k2.5-thinking Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct | 12.1% |
| #24 | claude-opus-4-5-20251101-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct | 11.8% |
| #25 | claude-sonnet-4-5-20250929-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct | 11.0% |
| #27 | grok-4.20-0309-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct | 10.8% |
| #29 | glm-5-thinking Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct | 10.7% |
| #30 | grok-4-1-fast-non-reasoning Strong on Vals Finance Agent overall_accuracy_pct and Vectara HHEM Leaderboard overall_answer_rate_pct | 10.4% |
| #31 | gpt-4o-mini-2024-07-18 Strong on LLM Trustworthy Leaderboard privacy and LLM Trustworthy Leaderboard adv | 10.1% |
| #32 | Llama-2-7b-chat-hf Strong on LLM Trustworthy Leaderboard fairness and LLM Trustworthy Leaderboard privacy | 10.0% |
Compare Models
▶Ranking diagnostics & missing models
Source lift
Ranked
59
Sources
8
Quality
Low
Vals CorpFin v2
Vals Finance Agent
Vals Legal Bench
Vals MedQA
Missing frontier models
No obvious gaps right now.
▶Taxonomy & task details
Core tasks
Required modes
Domains
Related in Security
Security incident triage
Triage security incidents from alerts/logs into impact and next steps.
Vulnerability-oriented code review
Review code for security vulnerabilities and propose mitigations.
Threat Intelligence Analysis
Analyzing threat reports, CVEs, and security advisories to produce structured risk assessments.