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MMLU
MMLU is identified by its primary project source as an evaluation family covering multitask knowledge and reasoning. This entry publishes independently authored task signatures only.
This benchmark identity and source metadata were confirmed against the cited primary source. Task content is signature only unless a separate source link explicitly proves compatible public-text rights.
multitask knowledge reasoning
Primary source: MMLU project
Source evidence
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Stable Task identities and signatures
Structured reasoning
KFA Task ID: benchmark-task-scout-cf65400e24bc6c162d7bf330
Source or catalog identity: mmlu-structured-reasoning
Evaluate whether an agent can solve a bounded multi-step reasoning problem in a text-only evaluation environment. Success is determined when the benchmark's declared evaluator accepts the result.
Calibrated uncertainty
KFA Task ID: benchmark-task-scout-ef5a6d54183611d3230aa08e
Source or catalog identity: mmlu-calibrated-uncertainty
Evaluate whether an agent can identify when available evidence is insufficient for a unique answer in a reasoning task with explicit answer options. Success is determined when the response matches the evaluator's uncertainty condition.
Inductive reasoning
KFA Task ID: benchmark-task-scout-f7f631cb81cacfc0f9fbc2e2
Source or catalog identity: mmlu-inductive-reasoning
Evaluate whether an agent can infer a rule from examples and apply it to a new case in a controlled symbolic task. Success is determined when the inferred answer matches the held-out checker.
Evidence integration
KFA Task ID: benchmark-task-scout-f984bd466f99c79bd80d4363
Source or catalog identity: mmlu-evidence-integration
Evaluate whether an agent can combine several provided facts without adding unsupported premises in a closed-context reasoning task. Success is determined when the answer is entailed by the provided evidence.
Tasks
signature only
Structured reasoning
KFA Task ID: benchmark-task-scout-cf65400e24bc6c162d7bf330
Source or catalog identity: mmlu-structured-reasoning
Evaluate whether an agent can solve a bounded multi-step reasoning problem in a text-only evaluation environment. Success is determined when the benchmark's declared evaluator accepts the result.
signature only
Calibrated uncertainty
KFA Task ID: benchmark-task-scout-ef5a6d54183611d3230aa08e
Source or catalog identity: mmlu-calibrated-uncertainty
Evaluate whether an agent can identify when available evidence is insufficient for a unique answer in a reasoning task with explicit answer options. Success is determined when the response matches the evaluator's uncertainty condition.
signature only
Inductive reasoning
KFA Task ID: benchmark-task-scout-f7f631cb81cacfc0f9fbc2e2
Source or catalog identity: mmlu-inductive-reasoning
Evaluate whether an agent can infer a rule from examples and apply it to a new case in a controlled symbolic task. Success is determined when the inferred answer matches the held-out checker.
signature only
Evidence integration
KFA Task ID: benchmark-task-scout-f984bd466f99c79bd80d4363
Source or catalog identity: mmlu-evidence-integration
Evaluate whether an agent can combine several provided facts without adding unsupported premises in a closed-context reasoning task. Success is determined when the answer is entailed by the provided evidence.
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