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ResearchFormerly WizWand

Agentic Task Performance on ALFWorld Seen

85Success Rate (SR)ExpGraph
16.67234.41152.1569.889May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ExpGraphExecutor LLM=Gemini-3.1-Flash-Lite (Large LLM)2026.058517.6
S3Executor LLM=Gemini-3.1-Flash-Lite (Large LLM), Method Strategy Category=LLM-Centric Experience Learning Baselines2026.0577.121.8
Search-o1Executor LLM=Gemini-3.1-Flash-Lite (Large LLM), Method Strategy Category=LLM-Centric Experience Learning Baselines2026.0576.122.4
IRCoTExecutor LLM=Gemini-3.1-Flash-Lite (Large LLM), Method Strategy Category=LLM-Centric Experience Learning Baselines2026.0575.427
AWMExecutor LLM=Gemini-3.1-Flash-Lite (Large LLM), Method Strategy Category=Retrieval-Centric Experience Learning Baselines2026.0573.124.7
ExpeLExecutor LLM=Gemini-3.1-Flash-Lite (Large LLM), Method Strategy Category=Retrieval-Centric Experience Learning Baselines2026.0571.621.4
LightMemExecutor LLM=Gemini-3.1-Flash-Lite (Large LLM), Method Strategy Category=Retrieval-Centric Experience Learning Baselines2026.0570.127.8
ExpGraphExecutor LLM=Qwen3-32B (Small LLM)2026.057020
ReasoningBankExecutor LLM=Gemini-3.1-Flash-Lite (Large LLM), Method Strategy Category=Retrieval-Centric Experience Learning Baselines2026.0567.229.1
ReActExecutor LLM=Gemini-3.1-Flash-Lite (Large LLM), Method Strategy Category=Prompt-based Agentic Baselines2026.0565.724.1
ReflexionExecutor LLM=Gemini-3.1-Flash-Lite (Large LLM), Method Strategy Category=Prompt-based Agentic Baselines2026.0563.123.3
No-MemoryExecutor LLM=Gemini-3.1-Flash-Lite (Large LLM), Method Strategy Category=No-Memory2026.0562.727.9
MemRLExecutor LLM=Gemini-3.1-Flash-Lite (Large LLM), Method Strategy Category=Retrieval-Centric Experience Learning Baselines2026.0561.928.9
S3Executor LLM=Qwen3-32B (Small LLM), Method Strategy Category=LLM-Centric Experience Learning Baselines2026.0558.623.5
Mem0Executor LLM=Gemini-3.1-Flash-Lite (Large LLM), Method Strategy Category=Retrieval-Centric Experience Learning Baselines2026.0558.230.6
ExpeLExecutor LLM=Qwen3-32B (Small LLM), Method Strategy Category=Retrieval-Centric Experience Learning Baselines2026.0554.327.5
LightMemExecutor LLM=Qwen3-32B (Small LLM), Method Strategy Category=Retrieval-Centric Experience Learning Baselines2026.0549.229.6
ReasoningBankExecutor LLM=Qwen3-32B (Small LLM), Method Strategy Category=Retrieval-Centric Experience Learning Baselines2026.0537.935.3
AWMExecutor LLM=Qwen3-32B (Small LLM), Method Strategy Category=Retrieval-Centric Experience Learning Baselines2026.0537.935.3
IRCoTExecutor LLM=Qwen3-32B (Small LLM), Method Strategy Category=LLM-Centric Experience Learning Baselines2026.0533.637.9
Search-o1Executor LLM=Qwen3-32B (Small LLM), Method Strategy Category=LLM-Centric Experience Learning Baselines2026.0532.138
ReActExecutor LLM=Qwen3-32B (Small LLM), Method Strategy Category=Prompt-based Agentic Baselines2026.0531.436.7
Mem0Executor LLM=Qwen3-32B (Small LLM), Method Strategy Category=Retrieval-Centric Experience Learning Baselines2026.053037.3
MemRLExecutor LLM=Qwen3-32B (Small LLM), Method Strategy Category=Retrieval-Centric Experience Learning Baselines2026.0525.740.3
ReflexionExecutor LLM=Qwen3-32B (Small LLM), Method Strategy Category=Prompt-based Agentic Baselines2026.0523.640.6
No-MemoryExecutor LLM=Qwen3-32B (Small LLM), Method Strategy Category=No-Memory2026.0519.341.2