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ResearchFormerly WizWand

Mean Reward on ScienceWorld

0.319Mean RewardTrunc
0.081880.143440.2050.26656May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TruncBackbone=gpt-5-mini, Inference Protocol=Inference-free2026.050.319107
NO-COMPBackbone=gpt-5-mini, Inference Protocol=Inference-free2026.050.298—
TruncBackbone=qwen3.5-flash, Inference Protocol=Inference-free2026.050.285124
NO-COMPBackbone=qwen3.5-flash, Inference Protocol=Inference-free2026.050.23—
LongLinguaBackbone=gpt-5-mini, Inference Protocol=Inference-free2026.050.22999
AGORABackbone=gpt-5-mini, Inference Protocol=Inference-free2026.050.21773
ObsMaskBackbone=gpt-5-mini, Inference Protocol=Inference-free2026.050.21593
AGORABackbone=qwen3.5-flash, Inference Protocol=Inference-free2026.050.2191
HiAgentBackbone=gpt-5-mini, Inference Protocol=LLM-call per step2026.050.20689
LongLinguaBackbone=qwen3.5-flash, Inference Protocol=Inference-free2026.050.201103
Floor-K2Backbone=gpt-5-mini, Inference Protocol=Inference-free2026.050.18863
NO-COMPBackbone=gpt-4o-mini, Inference Protocol=Inference-free2026.050.173—
ACONBackbone=gpt-5-mini, Inference Protocol=LLM-call per step2026.050.17274
AgentDietBackbone=gpt-5-mini, Inference Protocol=LLM-call per step2026.050.16872
HiAgentBackbone=qwen3.5-flash, Inference Protocol=LLM-call per step2026.050.16484
Floor-K2Backbone=gpt-4o-mini, Inference Protocol=Inference-free2026.050.16495
ObsMaskBackbone=qwen3.5-flash, Inference Protocol=Inference-free2026.050.16182
TruncBackbone=gpt-4o-mini, Inference Protocol=Inference-free2026.050.15690
AGORABackbone=gpt-4o-mini, Inference Protocol=Inference-free2026.050.15589
ObsMaskBackbone=gpt-4o-mini, Inference Protocol=Inference-free2026.050.154117
Floor-K2Backbone=qwen3.5-flash, Inference Protocol=Inference-free2026.050.14764
AgentDietBackbone=qwen3.5-flash, Inference Protocol=LLM-call per step2026.050.14775
ACONBackbone=qwen3.5-flash, Inference Protocol=LLM-call per step2026.050.14675
HiAgentBackbone=gpt-4o-mini, Inference Protocol=LLM-call per step2026.050.146111
LongLinguaBackbone=gpt-4o-mini, Inference Protocol=Inference-free2026.050.144110
ACONBackbone=gpt-4o-mini, Inference Protocol=LLM-call per step2026.050.132100
AgentDietBackbone=gpt-4o-mini, Inference Protocol=LLM-call per step2026.050.12998
SelCtxBackbone=qwen3.5-flash, Inference Protocol=Inference-free2026.050.11458
SelCtxBackbone=gpt-5-mini, Inference Protocol=Inference-free2026.050.11449
SelCtxBackbone=gpt-4o-mini, Inference Protocol=Inference-free2026.050.09169