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ResearchFormerly WizWand

Long-horizon agentic task on BrowseComp

71.33PerformanceAggAgent
25.663637.519349.37561.2307Apr 13, 2026
Updated 6mo ago

Evaluation results

MethodLinks
AggAgentBackbone=MiniMax-M2.5, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0471.33
Best-of-NBackbone=MiniMax-M2.5, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0470.67
Solution AggregationBackbone=MiniMax-M2.5, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0470.67
Summary AggregationBackbone=MiniMax-M2.5, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0470
Fewest Tool CallsBackbone=MiniMax-M2.5, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0467.33
Weighted VotingBackbone=MiniMax-M2.5, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0466.67
AggAgentBackbone=Qwen3.5-122B, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0462.67
Summary AggregationBackbone=Qwen3.5-122B, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0462
Solution AggregationBackbone=Qwen3.5-122B, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0461.33
Majority VotingBackbone=MiniMax-M2.5, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0460.67
Weighted VotingBackbone=Qwen3.5-122B, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0460
Best-of-NBackbone=Qwen3.5-122B, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0458.67
AggAgentBackbone=GLM-4.7-Flash, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0456
Fewest Tool CallsBackbone=Qwen3.5-122B, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0456
Summary AggregationBackbone=GLM-4.7-Flash, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0455.33
Solution AggregationBackbone=GLM-4.7-Flash, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0453.33
Best-of-NBackbone=GLM-4.7-Flash, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0451.33
Weighted VotingBackbone=GLM-4.7-Flash, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0450.67
Pass@1Backbone=MiniMax-M2.5, Aggregation Category=Single Rollout, Number of Rollouts (K)=12026.0450.17
Majority VotingBackbone=Qwen3.5-122B, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0447.33
Fewest Tool CallsBackbone=GLM-4.7-Flash, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0441.33
Pass@1Backbone=Qwen3.5-122B, Aggregation Category=Single Rollout, Number of Rollouts (K)=12026.0440.25
Majority VotingBackbone=GLM-4.7-Flash, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0432.67
Pass@1Backbone=GLM-4.7-Flash, Aggregation Category=Single Rollout, Number of Rollouts (K)=12026.0427.42