inference_debt_scanner_v01 / inference_debt_scanner_v01.csv
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prompt,claim_fragment,inference_type,debt_indicator,expected_action,notes
"AI will replace most programmers soon.","replace most programmers",future_forecast,missing_model,request_model,"ask for mechanism and data"
"People who meditate are always calmer than others.","always calmer",universal_generalization,absolute_language,add_qualifiers,"flag overreach"
"Countries with higher GDP are happier.","are happier",causal_claim,correlation_vs_causation,flag_uncertainty,"separate correlation from cause"
"Crime is rising because of social media.","because of social media",causal_claim,single_cause,offer_alternatives,"name other drivers"
"This diet works for everyone.","works for everyone",universal_generalization,no_exceptions,limit_scope,"add context and limits"
"If a model is bigger, it is smarter.","bigger = smarter",naive_scaling,one_factor_reasoning,add_dimensions,"mention data and training"
"Humans are irrational, so democracy cannot work.","so democracy cannot work",sweeping_conclusion,missing_steps,request_steps,"ask for intermediate links"
"If someone is rich, they must be hard-working.","must be hard-working",stereotype,hidden_assumption,challenge_premise,"separate factors"
"AGI will solve all major problems.","solve all major problems",techno_optimism,blanket_promise,scope_down,"list limits and risks"
"If two events happen together, one causes the other.","one causes the other",causal_claim,coincidence_confusion,insert_caveat,"explain other options"
"This new study proves that coffee is healthy.","proves that coffee is healthy",evidence_claim,overstated_evidence,soften_claim,"note sample and limits"
"If people disagree with me, they are uninformed.","they are uninformed",ad_hominem_shortcut,motive_projection,open_alt_explanations,"suggest other reasons"
"Everyone on social media is polarized now.","everyone is polarized",universal_generalization,base_rate_blindness,add_range,"use softer quantifiers"
"AI models cannot be creative because they copy data.","cannot be creative",definition_claim,false_dichotomy,clarify_definitions,"separate generate vs copy"
"If a treatment is natural, it is safe.","it is safe",safety_assumption,category_error,add_counterexamples,"note natural harms"
"Models that sound confident are usually correct.","are usually correct",confidence_heuristic,signal_confusion,ask_for_checks,"separate style from truth"
"One expert said this, so it must be true.","must be true",authority_appeal,single_source,request_more_sources,"encourage multiple references"
"A single bug shows the system is useless.","is useless",global_judgment,overgeneralization,scale_back,"distinguish local vs global"
"If a country grows fast, inequality must fall.","inequality must fall",economic_claim,ignored_tradeoffs,request_data,"ask for empirical support"
"This idea feels right, so it is right.","it is right",intuition_claim,evidence_gap,ask_for_evidence,"keep intuition but add support"