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Text-based Task Completion on AlfWorld

2.78Mean Normalised ScoreReAct
-0.11120.63941.392.1406Apr 19, 2026

Evaluation results

MethodLinks
ReActModel=Qwen-2.5 7B2026.042.78
DORAModel=Qwen-2.5 7B2026.042.78
DORAModel=Llama-3.1 8B2026.042.78
DORAModel=Mistral Small 22B2026.042.78
Zero-shotModel=Qwen-2.5 7B2026.040
Chain of ThoughtModel=Qwen-2.5 7B2026.040
Tree of ThoughtModel=Qwen-2.5 7B2026.040
Prompt ExploreModel=Qwen-2.5 7B2026.040
Zero-shotModel=Llama-3.1 8B2026.040
Chain of ThoughtModel=Llama-3.1 8B2026.040
Tree of ThoughtModel=Llama-3.1 8B2026.040
Prompt ExploreModel=Llama-3.1 8B2026.040
ReActModel=Llama-3.1 8B2026.040
Zero-shotModel=Mistral Small 22B2026.040
Chain of ThoughtModel=Mistral Small 22B2026.040
Tree of ThoughtModel=Mistral Small 22B2026.040
Prompt ExploreModel=Mistral Small 22B2026.040
ReActModel=Mistral Small 22B2026.040