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85.9AccuracyGemini-3.1-Pro
10.115229.790149.46569.1399Mar 22, 2026Mar 31, 2026Apr 9, 2026Apr 18, 2026Apr 27, 2026May 6, 2026May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Gemini-3.1-ProCategory=Proprietary Agents2026.0585.9
Claude-4.6-OpusCategory=Proprietary Agents2026.0583.7
DeepSeek-V4-Pro-MaxCategory=Open-Source Agents2026.0583.4
Kimi-K2.6Category=Open-Source Agents2026.0583.2
Qwen3.5-397B-A17BCategory=Open-Source Agents2026.0578.6
Seed-2.0-ProCategory=Proprietary Agents2026.0577.3
GLM-5.0Category=Open-Source Agents2026.0575.9
Argus-35B-A3B (Parallel)Category=Parallel Agents, Backbone=35B-A3B, Mode=Parallel2026.0574.5
MiroThinker-1.7Category=Open-Source Deep Research Agents2026.0574
PassK=82026.0473.33
AggAgentK=82026.0471.33
BoNK=82026.0470.67
SolAggK=82026.0470.67
SummAggK=82026.0470
Tongyi-DeepResearch HeavyCategory=Parallel Agents2026.0569
PassK=42026.0468.64
PassK=8, Model=Qwen3.5-122B, Aggregation Strategy=None2026.0467.33
AggAgentK=42026.0467.33
FewToolK=82026.0467.33
SummAggK=42026.0466.67
WMVK=82026.0466.67
BoNK=42026.0466.06
GPT-5.2Category=Proprietary Agents2026.0565.8
WMVK=42026.0464.73
SolAggK=42026.0464.44
AggAgentK=8, Model=Qwen3.5-122B, Aggregation Strategy=LLM-based Aggregation2026.0462.67
FewToolK=42026.0462.63
Argus-35B-A3B (Solo)Category=Parallel Agents, Backbone=35B-A3B, Mode=Solo2026.0562.2
SummAggK=8, Model=Qwen3.5-122B, Aggregation Strategy=LLM-based Aggregation2026.0462
SolAggK=8, Model=Qwen3.5-122B, Aggregation Strategy=LLM-based Aggregation2026.0461.33
PassK=22026.0460.86
MVK=82026.0460.67
AggAgentK=22026.0460.22
WMVK=8, Model=Qwen3.5-122B, Aggregation Strategy=Heuristic Aggregation2026.0460
SolAggK=22026.0460
SummAggK=22026.0459.78
PassK=4, Model=Qwen3.5-122B, Aggregation Strategy=None2026.0459.53
WMVK=22026.0459.4
BoNK=22026.0459.36
BoNK=8, Model=Qwen3.5-122B, Aggregation Strategy=Heuristic Aggregation2026.0458.67
FewToolK=22026.0457.38
MVK=42026.0456.58
AggAgentK=4, Model=Qwen3.5-122B, Aggregation Strategy=LLM-based Aggregation2026.0456.22
SummAggK=4, Model=Qwen3.5-122B, Aggregation Strategy=LLM-based Aggregation2026.0456
FewToolK=8, Model=Qwen3.5-122B, Aggregation Strategy=Heuristic Aggregation2026.0456
SolAggK=4, Model=Qwen3.5-122B, Aggregation Strategy=LLM-based Aggregation2026.0455.78
Searcher-35B-A3BCategory=Parallel Agents, Backbone=35B-A3B2026.0555
BoNK=4, Model=Qwen3.5-122B, Aggregation Strategy=Heuristic Aggregation2026.0454.83
WMVK=4, Model=Qwen3.5-122B, Aggregation Strategy=Heuristic Aggregation2026.0454.3
GLM-4.5 HeavyCategory=Parallel Agents2026.0554
FewToolK=4, Model=Qwen3.5-122B, Aggregation Strategy=Heuristic Aggregation2026.0451.42
MVK=22026.0450.4
PassK=2, Model=Qwen3.5-122B, Aggregation Strategy=None2026.0450.38
PassK=12026.0450.17
SummAggK=2, Model=Qwen3.5-122B, Aggregation Strategy=LLM-based Aggregation2026.0449.33
AggAgentK=2, Model=Qwen3.5-122B, Aggregation Strategy=LLM-based Aggregation2026.0448.89
SolAggK=2, Model=Qwen3.5-122B, Aggregation Strategy=LLM-based Aggregation2026.0448.44
BoNK=2, Model=Qwen3.5-122B, Aggregation Strategy=Heuristic Aggregation2026.0448.05
WMVK=2, Model=Qwen3.5-122B, Aggregation Strategy=Heuristic Aggregation2026.0447.79
MVK=8, Model=Qwen3.5-122B, Aggregation Strategy=Heuristic Aggregation2026.0447.33
FewToolK=2, Model=Qwen3.5-122B, Aggregation Strategy=Heuristic Aggregation2026.0446.21
MVK=4, Model=Qwen3.5-122B, Aggregation Strategy=Heuristic Aggregation2026.0445.54
Tongyi-DeepResearchCategory=Open-Source Deep Research Agents2026.0543.4
Qwen3.5-35B-A3BCategory=Open-Source Agents2026.0542.1
MVK=2, Model=Qwen3.5-122B, Aggregation Strategy=Heuristic Aggregation2026.0440.74
PassK=1, Model=Qwen3.5-122B, Aggregation Strategy=None2026.0440.25
PivotRLBase Model=Nemotron-3-Super, Post-training Stage=After RL Stage2026.0325.04
Nemotron-3-SuperPost-training Stage=SFT2026.0313.03