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ResearchFormerly WizWand

Long-horizon agentic task on BrowseComp-Plus

77.33PerformanceAggAgent
47.9555.577563.20570.8325Apr 13, 2026
Updated 6mo ago

Evaluation results

MethodLinks
AggAgentBackbone=MiniMax-M2.5, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0477.33
Solution AggregationBackbone=MiniMax-M2.5, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0476.67
Summary AggregationBackbone=MiniMax-M2.5, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0476.67
Best-of-NBackbone=MiniMax-M2.5, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0476
Weighted VotingBackbone=MiniMax-M2.5, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0475.33
AggAgentBackbone=Qwen3.5-122B, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0474.67
Fewest Tool CallsBackbone=MiniMax-M2.5, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0474.67
Best-of-NBackbone=Qwen3.5-122B, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0474
Solution AggregationBackbone=Qwen3.5-122B, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0473.33
Summary AggregationBackbone=Qwen3.5-122B, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0473.33
AggAgentBackbone=GLM-4.7-Flash, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0471.33
Solution AggregationBackbone=GLM-4.7-Flash, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0470.67
Summary AggregationBackbone=GLM-4.7-Flash, Aggregation Category=LLM-based Aggregation, Number of Rollouts (K)=82026.0470.67
Fewest Tool CallsBackbone=Qwen3.5-122B, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0470.67
Weighted VotingBackbone=Qwen3.5-122B, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0469.33
Weighted VotingBackbone=GLM-4.7-Flash, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0468.67
Best-of-NBackbone=GLM-4.7-Flash, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0468.67
Majority VotingBackbone=MiniMax-M2.5, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0468.67
Majority VotingBackbone=Qwen3.5-122B, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0466.67
Pass@1Backbone=MiniMax-M2.5, Aggregation Category=Single Rollout, Number of Rollouts (K)=12026.0464.17
Fewest Tool CallsBackbone=GLM-4.7-Flash, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0462
Majority VotingBackbone=GLM-4.7-Flash, Aggregation Category=Heuristic Aggregation, Number of Rollouts (K)=82026.0459.33
Pass@1Backbone=Qwen3.5-122B, Aggregation Category=Single Rollout, Number of Rollouts (K)=12026.0458.67
Pass@1Backbone=GLM-4.7-Flash, Aggregation Category=Single Rollout, Number of Rollouts (K)=12026.0449.08