Prompts
Reasoning Trace and Chain-of-Thought Evaluation Prompts
Reasoning Trace and Chain-of-Thought Evaluation Prompts
Prompt playbooks for grading reasoning quality, logical validity, step-by-step correctness, and conclusion-support alignment. Useful for teams deploying reasoning models where the path matters as much as the final answer.
Step-by-Step Correctness Grading Prompt Template
For evaluation engineers grading reasoning traces. Produces per-step correctness labels, cumulative error flags, and a final verdict. Includes harness for step-level annotation, error propagation detection, and inter-step dependency validation.
Logical Validity Evaluation Rubric Prompt
For AI evaluation leads assessing deductive reasoning quality. Produces validity scores with rule-violation citations. Includes rubric dimensions for premise support, inference rule adherence, and formal fallacy detection with calibrated scoring anchors.
Conclusion-Support Alignment Scoring Prompt
For teams verifying that reasoning traces actually support their conclusions. Produces alignment scores with gap analysis. Includes checks for missing logical bridges, overstated claims, and evidence-conclusion mismatch detection.
Chain-of-Thought Faithfulness Audit Prompt
For RAG and reasoning system builders detecting unfaithful reasoning. Produces faithfulness labels flagging steps that fabricate facts, ignore evidence, or rationalize predetermined answers. Includes source-grounding verification harness.
Fallacy Detection in Chain-of-Thought Prompt
For evaluation pipelines screening reasoning traces for logical fallacies. Produces fallacy classifications with step-level citations and severity ratings. Covers circular reasoning, false dilemmas, hasty generalizations, and post-hoc errors.
Contradiction Detection Across Reasoning Steps Prompt
For QA teams catching self-contradiction in multi-step reasoning. Produces contradiction pairs with step indices, contradiction type labels, and impact severity. Includes harness for cross-step consistency scanning.
Hidden Assumption Extraction and Grading Prompt
For audit teams surfacing unstated premises in reasoning traces. Produces extracted assumptions with validity ratings and downstream impact assessments. Useful for detecting when reasoning depends on unverified claims.
Reasoning Trace Coherence Scoring Rubric Prompt
For evaluation leads grading overall reasoning flow quality. Produces coherence scores across dimensions of logical flow, relevance, and clarity. Includes rubric anchors for scoring progression, digression detection, and redundancy flags.
Step Dependency Mapping and Validation Prompt
For debugging teams analyzing whether reasoning steps correctly depend on prior steps. Produces dependency graphs with broken-link detection. Useful for finding where reasoning chains make unsupported leaps or ignore established conclusions.
Evidence Citation Accuracy in CoT Prompt
For RAG evaluation teams verifying that cited evidence actually supports the reasoning step that references it. Produces citation accuracy scores with misattribution flags and quote-context mismatch detection.
Factual Grounding Check Across Reasoning Steps Prompt
For verification teams checking whether each reasoning step is grounded in provided facts or established knowledge. Produces grounding labels with hallucination flags at the step level, distinct from final-answer hallucination checks.
Numerical Reasoning Step Validation Prompt
For teams evaluating math and quantitative reasoning traces. Produces per-step calculation correctness, unit consistency, and estimation reasonableness scores. Includes harness for arithmetic verification and order-of-magnitude sanity checks.
Multi-Step Math Solution Grading Prompt Template
For education and QA teams grading mathematical derivations. Produces step-level correctness, method appropriateness, and final answer accuracy scores. Includes partial credit rules and error propagation analysis.
Code Reasoning Trace Review Prompt Template
For engineering teams evaluating AI-generated code explanations and debugging traces. Produces correctness scores for algorithm walkthroughs, variable state tracking, and error diagnosis logic. Includes harness for execution-trace alignment checking.
Uncertainty Expression Appropriateness Scoring Prompt
For teams evaluating whether reasoning traces express appropriate confidence levels. Produces calibration scores detecting overconfidence, false certainty, and missing uncertainty markers at decision points. Useful for high-stakes reasoning workflows.
Alternative Consideration and Rejection Grading Prompt
For evaluation teams assessing whether reasoning traces adequately consider alternatives before concluding. Produces coverage scores for alternative exploration, rejection justification quality, and premature convergence detection.
Causal Reasoning Chain Validation Prompt Template
For teams evaluating cause-effect reasoning in analysis traces. Produces validity scores checking temporal ordering, mechanism plausibility, confounder awareness, and correlation-vs-causation distinction. Includes counterfactual consistency checks.
Tool-Use Justification in Reasoning Trace Prompt
For agent evaluation teams grading whether tool calls are properly justified in reasoning traces. Produces justification quality scores with flags for missing rationale, tool-call mismatches, and unnecessary tool invocation.
Error Propagation Analysis in Reasoning Chains Prompt
For debugging teams tracing how early reasoning errors cascade through later steps. Produces error origin identification, propagation path mapping, and downstream impact severity scores. Useful for root-cause analysis in long reasoning traces.
Safety Constraint Adherence in CoT Prompt
For trust and safety teams verifying that reasoning traces respect safety policies throughout, not just in final outputs. Produces step-level policy compliance scores with violation flags for intermediate reasoning that violates constraints.
Refusal Justification Quality Scoring Prompt
For safety evaluation teams grading the quality of refusal reasoning when models decline requests. Produces scores for justification clarity, policy alignment, over-refusal detection, and appropriate alternative suggestion quality.
Ambiguity Handling Assessment in Reasoning Prompt
For teams evaluating how reasoning traces manage ambiguous inputs. Produces scores for ambiguity recognition, clarification-seeking behavior, assumption documentation, and multi-interpretation handling quality.
Decomposition Strategy Quality Evaluation Prompt
For agent evaluation teams grading how reasoning traces break complex problems into sub-problems. Produces scores for decomposition completeness, sub-problem independence, ordering logic, and appropriate granularity.
Diagnostic Reasoning Path Evaluation Prompt
For teams evaluating troubleshooting and diagnostic reasoning traces. Produces scores for hypothesis generation quality, evidence gathering logic, differential consideration, and confirmation bias avoidance. Includes harness for diagnostic accuracy measurement.
Bias Mitigation Strategy Reasoning Quality Prompt
For responsible AI teams auditing whether reasoning traces actively mitigate cognitive biases. Produces bias detection scores with flags for anchoring, confirmation bias, availability bias, and representativeness heuristic in reasoning steps.
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