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Aristo

A grelha de avaliação do Aristo

Versão rubric-2.0

Todas as pontuações do Aristo são calculadas a partir desta grelha. É pública para que possa discordar dela, e versionada para que o seu histórico continue comparável.

Como um prompt é pontuado

Cada critério é pontuado de 0 a 4 segundo as âncoras abaixo, ou marcado como não aplicável quando a tarefa o torna irrelevante. A pontuação global é a média ponderada, apresentada de 0 a 100. São recolhidas três amostras independentes do avaliador e prevalece a mediana; quando divergem, juntam-se mais duas amostras de um modelo mais potente e é apresentada uma nota de confiança.

RequisitosPeso predefinido 3

Objetivo e critérios de sucesso

O resultado pretendido está indicado, e como saberemos que é bom?

Âncoras

  1. 0

    No discernible outcome.

    Exemplo: Tell me about marketing.

  2. 1

    Topic or activity stated, outcome implicit.

    Exemplo: Write about our new product.

  3. 2

    Outcome stated, no success criteria.

    Exemplo: Write a launch email for our product.

  4. 3

    Outcome plus at least one testable criterion.

    Exemplo: …that gets existing customers to book a demo; under 150 words.

  5. 4

    Outcome, testable criteria, and priority among them when they conflict.

    Exemplo: …Success = clear single call to action and a demo link above the fold; brevity matters more than covering every feature.

RequisitosPeso predefinido 3

Contexto e dados de entrada

O modelo tem os factos, materiais, dados e a situação de que precisa, claramente delimitados?

Âncoras

  1. 0

    No context at all; the model must guess the situation, the subject and the material.

    Exemplo: Summarise this.

  2. 1

    Situation named in passing; the material or facts the task needs are missing or only alluded to.

    Exemplo: Summarise the meeting we had about the budget.

  3. 2

    The needed material is present but undelimited or incomplete, so the model cannot tell input from instruction.

    Exemplo: Summarise the meeting notes below for the finance team. Budget review 14 May: Ana raised…

  4. 3

    Material is clearly delimited (tags, fences or headings) and the situation is explained; small gaps remain.

    Exemplo: <notes>…</notes> These are notes from the 14 May budget review; summarise them for the finance team.

  5. 4

    Complete and delimited material, background the model could not infer, and a statement of what it does not have.

    Exemplo: <notes>…</notes> Background: this is the third review this quarter; last time we overspent on travel. Figures for June are not yet available, so do not estimate them.

RequisitosPeso predefinido 2Pode não ser aplicável

Público e finalidade de uso

A quem se destina o resultado, e o que vão fazer com ele?

Âncoras

  1. 0

    No reader or purpose can be inferred.

    Exemplo: Explain photosynthesis.

  2. 1

    Reader implied by the topic or the register, but never stated.

    Exemplo: Explain photosynthesis simply.

  3. 2

    Reader named; what they will do with the output is not.

    Exemplo: Explain photosynthesis to a 12-year-old.

  4. 3

    Reader and purpose of use both stated.

    Exemplo: Explain photosynthesis to a 12-year-old preparing for a science quiz next week.

  5. 4

    Reader, purpose and what they already know or need, so the level, emphasis and register follow from it.

    Exemplo: …for a 12-year-old who has covered cells but not chemistry; she needs to answer short written questions, so favour precise terms over analogies.

RequisitosPeso predefinido 2

Restrições e limites

Âmbito, o que é obrigatório e o que é proibido, extensão, fontes, segurança, o que fazer em caso de incerteza.

Âncoras

  1. 0

    No boundaries of any kind.

    Exemplo: Write a blog post about remote work.

  2. 1

    One vague boundary, usually length or tone, nothing on scope or sources.

    Exemplo: Write a short blog post about remote work.

  3. 2

    Several concrete boundaries (length, scope, sources) but silent on what to do when uncertain.

    Exemplo: …about 600 words, for managers, no product recommendations, cite at least two studies.

  4. 3

    Concrete boundaries plus explicit must-nots and an instruction for the uncertain case.

    Exemplo: …if you cannot find a study published after 2023, say so rather than inventing one.

  5. 4

    Boundaries are complete, consistent and prioritised, stated as what to do rather than only what to avoid.

    Exemplo: …Word count may stretch to 800 if needed to keep both studies; accuracy outranks length; mark any claim you are unsure of with “(verify)”.

ExecuçãoPeso predefinido 2

Instruções da tarefa

Passos claros, ordenados e sem ambiguidade; uma tarefa ou tarefas explicitamente sequenciadas.

Âncoras

  1. 0

    No actionable instruction; a topic or a fragment.

    Exemplo: Customer churn Q3.

  2. 1

    One ambiguous instruction, or several tasks tangled together with no order.

    Exemplo: Look at the churn data and also fix the dashboard and tell me what to do.

  3. 2

    A clear single task, or multiple tasks listed but their order or dependencies unstated.

    Exemplo: Analyse the Q3 churn data and recommend three actions.

  4. 3

    Clear, ordered steps or an explicit decomposition; each step has one verb and one object.

    Exemplo: 1. Compute churn by plan. 2. Identify the plan with the biggest rise. 3. Propose three actions for that plan.

  5. 4

    Ordered steps with the reasoning behind them, what to do if a step cannot be completed, and where to stop.

    Exemplo: …Step 2 matters because we can only fund one intervention. If the data for a plan is missing, skip it and say so. Stop after the three actions; do not draft the rollout plan.

ExecuçãoPeso predefinido 2

Contrato de saída

Formato, estrutura, esquema, extensão, língua e tom do resultado.

Âncoras

  1. 0

    Nothing said about the form of the result.

    Exemplo: Compare the two proposals.

  2. 1

    A single loose hint such as “briefly” or “in a table”.

    Exemplo: Compare the two proposals in a table.

  3. 2

    Format and rough length stated; structure, language or tone left open.

    Exemplo: Compare the two proposals in a table of at most ten rows, then a one-paragraph recommendation.

  4. 3

    Format, structure, length and language or tone all stated and consistent with the goal.

    Exemplo: …columns: criterion, proposal A, proposal B, winner. Write in Portuguese, neutral tone, no preamble.

  5. 4

    A complete contract: schema or template, length, language, tone, and how edge cases appear in the output.

    Exemplo: …Return JSON {"rows":[{"criterion","a","b","winner"}],"recommendation"}; if a criterion cannot be judged, set winner to "tie" and explain in recommendation.

ExecuçãoPeso predefinido 1Pode não ser aplicável

Exemplos e referências

Exemplos resolvidos ou material de referência quando ajudam de facto; variados, sem sobreajuste.

Âncoras

  1. 0

    Examples would clearly help (a specific format, style or classification) but none is given.

    Exemplo: Classify each support ticket by urgency.

  2. 1

    A reference is mentioned but not provided, or one example that is incomplete.

    Exemplo: Classify each ticket by urgency, like we did last month.

  3. 2

    One complete example, or several that all show the same case, so the model may over-fit it.

    Exemplo: <example>Ticket: “Site down for all users” → urgent</example>

  4. 3

    Two to five varied examples in a consistent, delimited format.

    Exemplo: <examples><example>…→ urgent</example><example>…→ normal</example><example>…→ low</example></examples>

  5. 4

    Varied examples that include an edge case or a counter-example, each with a short note on why.

    Exemplo: …<example>“Invoice typo” → low, because nothing is blocked</example><example>“Cannot log in (one user)” → normal, not urgent: single user</example>

OfícioPeso predefinido 1Pode não ser aplicável

Papel e voz

Uma perspetiva ou especialização que muda o resultado; orientações de tom.

Âncoras

  1. 0

    A perspective would change the output and none is given, or the role given contradicts the task.

    Exemplo: Review this contract clause.

  2. 1

    A generic label with no bearing on the output (“you are a helpful assistant”).

    Exemplo: You are a helpful assistant. Review this contract clause.

  3. 2

    A relevant role named, but its perspective is not used in the instructions.

    Exemplo: You are a commercial lawyer. Review this contract clause.

  4. 3

    A role whose expertise shapes the task, plus guidance on voice or stance.

    Exemplo: As a commercial lawyer acting for the buyer, review this clause and flag risks to the buyer; be direct, no hedging.

  5. 4

    Role, stance, voice and the standard to judge by, applied only where it changes the output.

    Exemplo: …Judge against standard Canadian commercial practice; where the clause is market-standard say so in one line and move on.

OfícioPeso predefinido 1

Adequação ao modelo e higiene

Adequado à família de modelos alvo; sem contradições nem maiúsculas a gritar; material longo antes da pergunta; sem truques obsoletos.

Âncoras

  1. 0

    Contradictory instructions, or shouting in capitals (“CRITICAL”, “MUST”), or a trick that harms current models (forced step-by-step, prefill-style openings).

    Exemplo: CRITICAL: you MUST think step by step and NEVER make mistakes. Also be brief but cover everything.

  2. 1

    No contradictions, but obsolete tricks or heavy emphasis remain, or long material comes after the question.

    Exemplo: Think step by step. What are the risks? [20 pages of contract follow]

  3. 2

    Plain, calm instructions; structure is weak (no delimiters) or the request ignores the target family’s conventions.

    Exemplo: Here is the contract and here are my questions, mixed together in one paragraph.

  4. 3

    Calm, consistent instructions; long material first and the question last; delimiters or tags separate parts; explains the why where it matters.

    Exemplo: <contract>…</contract> Review the clause above. Keep the answer short because it goes into a client email.

  5. 4

    Everything at 3, written for the chosen model family: structure and emphasis in the vendor’s recommended form, effort left to the model, nothing redundant.

    Exemplo: Same prompt with <contract> and <questions> tags, a one-line role, no “think carefully” padding, and success criteria the model can check itself.

Tipos de tarefa

Os pesos mudam consoante o tipo de tarefa. Por exemplo, as transformações de código não precisam de público, e os prompts de imagem dão mais peso ao contrato de saída.

Tipos de tarefaObjetivo e critérios de sucessoContexto e dados de entradaPúblico e finalidade de usoRestrições e limitesInstruções da tarefaContrato de saídaExemplos e referênciasPapel e vozAdequação ao modelo e higiene
Escrita333222111
Análise332222N/A11
Programação33N/A3221N/A1
Investigação332322N/A11
Extração de dados33N/A2231N/A1
Criativo232222121
Tutoria333222111
Prompt de sistema de agente332332122
Geração de imagens32N/A213N/AN/A1
Outro332222111

A grelha segue a evidência sobre a formação em prompts (requisitos antes da formulação) e as orientações atuais dos fornecedores para modelos de raciocínio; as fontes estão listadas na documentação do projeto.