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ResearchFormerly WizWand

Causal Discovery on Cancer

93F1 ScoreReAct
-3.7221.3946.571.61Jul 21, 2024Oct 3, 2024Dec 16, 2024Mar 1, 2025May 14, 2025Jul 27, 2025Oct 10, 2025
Updated 5mo ago

Evaluation results

MethodLinks
ReActBackbone=DeepSeek-R12024.0793———30.67
MACBackbone=DeepSeek-R12024.0790———41
ReActBackbone=GPT-4o2024.0789———41
LLM-SCDBackbone=DeepSeek-R12024.0787———61.45
Zero-shotBackbone=DeepSeek-R12024.0786———51.33
ILS-CSLBackbone=DeepSeek-R12024.0784———71.83
MACBackbone=GPT-4o2024.0783———71.67
LLM-SCDBackbone=GPT-4o2024.0781———81.85
ReActBackbone=Gemini-2.0-Flash2024.0780———82
MACBackbone=Gemini-2.0-Flash2024.0780———82
Zero-shotBackbone=GPT-4o2024.0780———82
ILS-CSLBackbone=GPT-4o2024.0779———92.1
LLM-SCDBackbone=Gemini-2.0-Flash2024.0775———102.5
Zero-shotBackbone=Gemini-2.0-Flash2024.0773———123
ILS-CSLBackbone=Gemini-2.0-Flash2024.0772———122.8
IRISModel=GPT-4o2025.107089571830—
GESBackbone=Gemini-2.0-Flash2024.0762———171.33
GESBackbone=DeepSeek-R12024.0762———171.33
GESBackbone=GPT-4o2024.0762———171.33
RAGMode=Retrieval-Augmented Generation2025.105470441749—
PCBackbone=Gemini-2.0-Flash2024.0750———162
PCBackbone=DeepSeek-R12024.0750———162
PCBackbone=GPT-4o2024.0750———162
CoTMode=Chain-of-Thought2025.104867381854—
Exact SearchBackbone=Gemini-2.0-Flash2024.0744———172.33
Exact SearchBackbone=DeepSeek-R12024.0744———172.33
Exact SearchBackbone=GPT-4o2024.0744———172.33
0-shotMode=zero-shot2025.104364321457—
LiNGAMBackbone=Gemini-2.0-Flash2024.0743———172.33
LiNGAMBackbone=DeepSeek-R12024.0743———172.33
LiNGAMBackbone=GPT-4o2024.0743———172.33
FCIBackbone=Gemini-2.0-Flash2024.070———164
FCIBackbone=DeepSeek-R12024.070———164
FCIBackbone=GPT-4o2024.070———164