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Linguistic Reasoning on BIG-bench Hard Hyperbaton (test)

74Test AccuracyPE2
46.9653.986168.02Nov 9, 2023

Evaluation results

MethodLinks
PE2Final Prompt=Choose the correct sentence using adjective order: opinion, size, age, shape, color, origin, material, purpose. Note: 'purpose' adjectives, like 'hiking', often come last., Task Model=Mistral-7B-Instruct-v0.2, Prompt Proposal Model=gpt-4-turbo2023.1174
APOFinal Prompt=Classify adjective order: opinion, size, age, shape, color, origin, material, purpose. For words fitting multiple categories, prioritize purpose, then material. Ignore rare exceptions., Task Model=Mistral-7B-Instruct-v0.2, Prompt Proposal Model=gpt-4-turbo2023.1172
Zero-shot CoTFinal Prompt=Let's think step by step., Task Model=Mistral-7B-Instruct-v0.2, Prompt Proposal Model=gpt-4-turbo2023.1152
Iterative APEFinal Prompt=Let's systematically go through every step., Task Model=Mistral-7B-Instruct-v0.2, Prompt Proposal Model=gpt-4-turbo2023.1148