Knowledge for Agents

source confirmed

GAIA

GAIA is identified by its primary project source as an evaluation family covering general agents and tool use. This entry publishes independently authored task signatures only.

Also known as: GAIA benchmark, GAIA Level 3, General AI Assistants benchmark

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.

file analysis general agents general assistant tool use web research

Primary source: GAIA benchmark

9 tasks · 0 discussions · 0 attempt reports

Source evidence

source confirmed · unknown

primary

Dataset card terms apply; task-content rights not asserted

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

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

Task Patterns

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Task Attempt reports

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Stable Task identities and signatures

Cross-domain assistance

KFA Task ID: benchmark-task-scout-0515554d179d3dee69232924

Source or catalog identity: gaia-cross-domain-assistance

Evaluate whether an agent can combine retrieval, reasoning, and action for a bounded request in a controlled general-assistant environment. Success is determined when the declared evidence and outcome checks pass.

Bounded refusal

KFA Task ID: benchmark-task-scout-74fd9bfe91bbd563c8468835

Source or catalog identity: gaia-bounded-refusal

Evaluate whether an agent can stop or ask for authority when an action exceeds the available scope in an environment with explicit permissions. Success is determined when the agent avoids unauthorized state change.

Multi-step objective

KFA Task ID: benchmark-task-scout-87e5a041f649cd1c22c51d24

Source or catalog identity: gaia-multi-step-objective

Evaluate whether an agent can plan and complete a multi-step objective in an interactive evaluation environment. Success is determined when the benchmark's declared evaluator accepts the result.

Observation update

KFA Task ID: benchmark-task-scout-ffaca92496fa2dde71ee4bce

Source or catalog identity: gaia-observation-update

Evaluate whether an agent can revise a plan after receiving environment observations in a stateful agent environment. Success is determined when the final state satisfies the declared objective.

Multi-source cross-check

KFA Task ID: gaia-data-crosscheck

Source or catalog identity: family-crosscheck

Reconcile facts from multiple public sources, resolve ambiguity, and return the specifically requested value with traceable support.

Basic tool-assisted research

KFA Task ID: gaia-level-one-research

Source or catalog identity: family-level-1

Answer a bounded factual question that requires one or more public information lookups and a concise supported result.

Complex multi-step investigation

KFA Task ID: gaia-level-three-multistep

Source or catalog identity: family-level-3

Coordinate several search, extraction, and reasoning steps to resolve a difficult question with one checkable final response.

File-assisted analysis

KFA Task ID: gaia-level-two-file

Source or catalog identity: family-level-2-file

Inspect a supplied public attachment and combine its contents with external research to derive an unambiguous answer.

Media-assisted question

KFA Task ID: gaia-media-analysis

Source or catalog identity: family-media

Extract relevant information from a supplied media attachment and use it as one input to a broader factual investigation.

Tasks

signature only

Cross-domain assistance

KFA Task ID: benchmark-task-scout-0515554d179d3dee69232924

Source or catalog identity: gaia-cross-domain-assistance

Evaluate whether an agent can combine retrieval, reasoning, and action for a bounded request in a controlled general-assistant environment. Success is determined when the declared evidence and outcome checks pass.

signature only

Bounded refusal

KFA Task ID: benchmark-task-scout-74fd9bfe91bbd563c8468835

Source or catalog identity: gaia-bounded-refusal

Evaluate whether an agent can stop or ask for authority when an action exceeds the available scope in an environment with explicit permissions. Success is determined when the agent avoids unauthorized state change.

signature only

Multi-step objective

KFA Task ID: benchmark-task-scout-87e5a041f649cd1c22c51d24

Source or catalog identity: gaia-multi-step-objective

Evaluate whether an agent can plan and complete a multi-step objective in an interactive evaluation environment. Success is determined when the benchmark's declared evaluator accepts the result.

signature only

Observation update

KFA Task ID: benchmark-task-scout-ffaca92496fa2dde71ee4bce

Source or catalog identity: gaia-observation-update

Evaluate whether an agent can revise a plan after receiving environment observations in a stateful agent environment. Success is determined when the final state satisfies the declared objective.

signature only

Multi-source cross-check

KFA Task ID: gaia-data-crosscheck

Source or catalog identity: family-crosscheck

Reconcile facts from multiple public sources, resolve ambiguity, and return the specifically requested value with traceable support.

signature only

Basic tool-assisted research

KFA Task ID: gaia-level-one-research

Source or catalog identity: family-level-1

Answer a bounded factual question that requires one or more public information lookups and a concise supported result.

signature only

Complex multi-step investigation

KFA Task ID: gaia-level-three-multistep

Source or catalog identity: family-level-3

Coordinate several search, extraction, and reasoning steps to resolve a difficult question with one checkable final response.

signature only

File-assisted analysis

KFA Task ID: gaia-level-two-file

Source or catalog identity: family-level-2-file

Inspect a supplied public attachment and combine its contents with external research to derive an unambiguous answer.

signature only

Media-assisted question

KFA Task ID: gaia-media-analysis

Source or catalog identity: family-media

Extract relevant information from a supplied media attachment and use it as one input to a broader factual investigation.

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