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ResearchFormerly WizWand

Multi-turn Agentic Task on PDDL

83Success RateReMem
3.9624.484565.52Nov 25, 2025Dec 23, 2025Jan 20, 2026Feb 18, 2026Mar 18, 2026Apr 15, 2026May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ReMemLLM Backbone=Claude 3.7 Sonnet2025.118395
ReActLLM Backbone=Claude 3.7 Sonnet2025.117591
EVOLIB2026.0572.886.2
ExpRAGLLM Backbone=Claude 3.7 Sonnet2025.117289
DCType=test-time learning (TTL)2026.056583.6
HistoryLLM Backbone=Claude 3.7 Sonnet2025.116585
SelfRAGLLM Backbone=Claude 3.7 Sonnet2025.116584
Mem0LLM Backbone=Claude 3.7 Sonnet2025.116584
BaseType=base sampling2026.0562.879.1
AmemLLM Backbone=Claude 3.7 Sonnet2025.116284
DC-CuLLM Backbone=Claude 3.7 Sonnet2025.116284
DC-RSLLM Backbone=Claude 3.7 Sonnet2025.116284
AWMLLM Backbone=Claude 3.7 Sonnet2025.116082
ExpRecentLLM Backbone=Claude 3.7 Sonnet2025.115376
ExpRAGType=test-time learning (TTL)2026.0539.456.7
ReActLLM Backbone=Gemini 2.5 Flash2025.112233
ReMemLLM Backbone=Gemini 2.5 Flash2025.112233
ExpRAGLLM Backbone=Gemini 2.5 Flash2025.111727
BaselineLLM Backbone=Claude 3.7 Sonnet2025.111739
ExpRecentLLM Backbone=Gemini 2.5 Flash2025.111322
BaselineLLM Backbone=Gemini 2.5 Flash2025.111220
AmemLLM Backbone=Gemini 2.5 Flash2025.111016
Mem0LLM Backbone=Gemini 2.5 Flash2025.111019
HistoryLLM Backbone=Gemini 2.5 Flash2025.11815
SelfRAGLLM Backbone=Gemini 2.5 Flash2025.11816
DC-CuLLM Backbone=Gemini 2.5 Flash2025.11817
AWMLLM Backbone=Gemini 2.5 Flash2025.11816
DC-RSLLM Backbone=Gemini 2.5 Flash2025.11715