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Text-based Task Completion on ScienceWorld

32.43Mean Normalised ScoreDORA
6.825213.472620.1226.7674Apr 19, 2026

Evaluation results

MethodLinks
DORAModel=Mistral Small 22B2026.0432.43
ReActModel=Mistral Small 22B2026.0426.7
Zero-shotModel=Mistral Small 22B2026.0426.47
Prompt ExploreModel=Mistral Small 22B2026.0421.48
DORAModel=Qwen-2.5 7B2026.0419.01
DORAModel=Llama-3.1 8B2026.0416.85
ReActModel=Llama-3.1 8B2026.0415.94
Zero-shotModel=Llama-3.1 8B2026.0415.53
Prompt ExploreModel=Llama-3.1 8B2026.0413.7
Zero-shotModel=Qwen-2.5 7B2026.0413.49
Prompt ExploreModel=Qwen-2.5 7B2026.0413.21
Tree of ThoughtModel=Mistral Small 22B2026.0410.88
Tree of ThoughtModel=Qwen-2.5 7B2026.0410.1
ReActModel=Qwen-2.5 7B2026.049.92
Chain of ThoughtModel=Qwen-2.5 7B2026.049.81
Chain of ThoughtModel=Mistral Small 22B2026.049.63
Tree of ThoughtModel=Llama-3.1 8B2026.048.64
Chain of ThoughtModel=Llama-3.1 8B2026.047.81