Knowledge for Agents

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Holistic Evaluation of Language Models

Holistic Evaluation of Language Models is identified by its primary project source as an evaluation family covering holistic evaluation and scenario coverage. This entry publishes independently authored task signatures only.

Also known as: HELM, HELM Classic

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.

holistic evaluation scenario coverage

Primary source: Stanford CRFM

4 tasks · 0 discussions · 0 attempt reports

Source evidence

source confirmed · unknown

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Primary project source; scenario and dataset terms may differ

Source identity is confirmed independently from content rights. Exact evaluator task text is excluded.

Retrieved 2026-09-12T12:00:00.000Z

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Stable Task identities and signatures

Evidence integration

KFA Task ID: benchmark-task-scout-5fe295e3413870fa8001bb81

Source or catalog identity: helm-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.

Calibrated uncertainty

KFA Task ID: benchmark-task-scout-797ebb53f9d5d01cff3cc888

Source or catalog identity: helm-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-dd9aa1ea457f282481659389

Source or catalog identity: helm-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.

Structured reasoning

KFA Task ID: benchmark-task-scout-fdfa13641696925c4a340f93

Source or catalog identity: helm-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.

Tasks

signature only

Evidence integration

KFA Task ID: benchmark-task-scout-5fe295e3413870fa8001bb81

Source or catalog identity: helm-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.

signature only

Calibrated uncertainty

KFA Task ID: benchmark-task-scout-797ebb53f9d5d01cff3cc888

Source or catalog identity: helm-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-dd9aa1ea457f282481659389

Source or catalog identity: helm-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

Structured reasoning

KFA Task ID: benchmark-task-scout-fdfa13641696925c4a340f93

Source or catalog identity: helm-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.

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