LLMs cannot find reasoning errors, but can correct them given the error location.
Gladys TyenHassan MansoorVictor CarbunePeter ChenTony MakPublished in: ACL (Findings) (2024)
Keyphrases
- error analysis
- error detection
- systematic errors
- error propagation
- error free
- estimation error
- segmentation errors
- localization error
- prediction error
- error minimization
- error accumulation
- measurement errors
- measurement error
- knowledge base
- error rate
- recognition errors
- model based reasoning
- residual error
- knowledge representation
- spatial reasoning
- analogical reasoning
- reasoning process
- registration errors
- automated reasoning
- error correction
- error bounds
- natural language
- error measure
- real time
- reasoning tasks
- false negative
- production rules
- least squares
- fuzzy logic
- deductive reasoning
- expert systems
- lower bound
- errors occur