Analisi III · Exercise research profile

Matrice fondamentale e soluzioni con coordinata costante (A3-26-P2B-E3)

Source record, frozen scoring evidence, configuration-level measurements and retained responses for one benchmark exercise.

01

Observed panel summary

Exercise overview

Descriptive results across 21 model-mode configuration means. They do not establish general model superiority.

Published recordSource statement · frozen rubric · 21 retained responses · current judgmentsThe separate official reference solution is not reproduced.
Mean rubric score92.7Median 100.0 · n=16
Configuration spreadSD 16.736.0–100.0
Rank by lowest observed mean#31/60Overall · #23/33 within Analisi III
Mean latency59.0sEnd-to-end per response
Mean cost$0.056Snapshot estimate
Mean tokens7,615Analytical tokens per response

Configuration means

Observed score distribution

Median 100.0 / 100
AnthropicDeepSeekOpenAIGooglexAIMistral
  1. Claude Fable 5SD not available · single run
    100.0
  2. Claude Opus 5.5SD not available · single run
    100.0
  3. Claude Sonnet 5.5SD not available · single run
    100.0
  4. DeepSeek V4 FlashSD not available · single run
    100.0
  5. DeepSeek V4 ProSD not available · single run
    100.0
  6. DeepSeek V4.1 FlashSD not available · single run
    100.0
  7. Gemini 3.1 Pro PreviewSD not available · single run
    100.0
  8. Gemini 3.5 FlashSD not available · single run
    100.0
  9. GPT-5.6 SolSD not available · single run
    100.0
  10. GPT-6 LunaSD not available · single run
    100.0
  11. GPT-6.1 SolSD not available · single run
    100.0
  12. Grok 4.3SD not available · single run
    100.0
  13. Grok 4.5SD not available · single run
    100.0
  14. Mistral Medium 3.5SD not available · single run
    100.0
  15. Mistral Small 4SD not available · single run
    100.0
  16. OpenAI o3SD not available · single run
    100.0
  17. Claude Sonnet 4.5SD not available · single run
    98.9
  18. DeepSeek V4 Flash (no thinking)SD not available · single run
    77.9
  19. Gemma 4 31B ITSD not available · single run
    77.9
  20. OpenAI GPT-4.1SD not available · single run
    56.6
  21. Claude Haiku 4.5SD not available · single run
    36.1

Whiskers show mean ± one within-configuration response SD where three retained runs are available. Single-run cells have no within-configuration variability statistic.

02

Task before results

Source record and frozen rubric

Read the evaluated task before interpreting configuration outcomes. Original Italian records remain authoritative.

Evaluated source record

Exercise statement

A3-26-P2B-E3 · Analisi III
The English version is a faithful editorial translation. The Italian source remains authoritative.

ESAME: Analisi 3 DATA: 06/02/2026 TEMA: B ESERCIZIO: 3

TESTO: È dato il sistema differenziale x' = y+z, y' = z-x, z' = αx+βy, in (x(t),y(t),z(t)), ove α,β∈R. (a) Determinare una matrice risolvente reale del sistema nel caso α=β=-4. (b) Nel caso generale trovare, per opportuni α e β, tutte le soluzioni tali che x(t)≡1 (costante).

Original source textExact Italian record · no editorial changes+
ESAME: Analisi 3
DATA: 06/02/2026
TEMA: B
ESERCIZIO: 3

TESTO:
È dato il sistema differenziale
  x' = y+z,
  y' = z-x,
  z' = αx+βy,
in (x(t),y(t),z(t)), ove α,β∈R.
(a) Determinare una matrice risolvente reale del sistema nel caso α=β=-4.
(b) Nel caso generale trovare, per opportuni α e β, tutte le soluzioni tali che x(t)≡1 (costante).
TopicMatrice fondamentale e soluzioni con coordinata costante
Syllabus areaSistemi differenziali lineari
Task typemixed
Atomic criteria14
Subproblem a · 55.8%

Matrice risolvente reale per α=β=-4.

7 atomic criteria · T1 · T2 · T3 · T4 · T5 · T6 · T7

Inspect scoring criteria +
  • T1: tratta correttamente la parte a.

    T1 · 12 pts · Criterion (a_T1_01)
  • T2: tratta correttamente la parte a.

    T2 · 9 pts · Criterion (a_T2_01)
  • T3: tratta correttamente la parte a.

    T3 · 12 pts · Criterion (a_T3_01)
  • T4: tratta correttamente la parte a.

    T4 · 8 pts · Criterion (a_T4_01)
  • T5: tratta correttamente la parte a.

    T5 · 4 pts · Criterion (a_T5_01)
  • T6: tratta correttamente la parte a.

    T6 · 4 pts · Criterion (a_T6_01)
  • T7: tratta correttamente la parte a.

    T7 · 4 pts · Criterion (a_T7_01)
Subproblem b · 44.2%

Classificare parametri e tutte le soluzioni con coordinata costante.

7 atomic criteria · T1 · T2 · T3 · T4 · T5 · T6 · T7

Inspect scoring criteria +
  • T1: tratta correttamente la parte b.

    T1 · 8 pts · Criterion (b_T1_01)
  • T2: tratta correttamente la parte b.

    T2 · 6 pts · Criterion (b_T2_01)
  • T3: tratta correttamente la parte b.

    T3 · 8 pts · Criterion (b_T3_01)
  • T4: tratta correttamente la parte b.

    T4 · 7 pts · Criterion (b_T4_01)
  • T5: tratta correttamente la parte b.

    T5 · 6 pts · Criterion (b_T5_01)
  • T6: tratta correttamente la parte b.

    T6 · 4 pts · Criterion (b_T6_01)
  • T7: tratta correttamente la parte b.

    T7 · 3 pts · Criterion (b_T7_01)
Complete frozen rubricOriginal Italian record · exact JSON · SHA-256 6cebcd226f2a…+
{
  "rubric_version": "1.0",
  "judge_spec_version": "2.0",
  "item_id": "analisi_3_2026_secondo_appello_tema_b_esercizio_3",
  "syllabus_macroarea": "Sistemi differenziali lineari",
  "topic": "Matrice fondamentale e soluzioni con coordinata costante",
  "task_type": "mixed",
  "created_without_model_answers": true,
  "frozen": true,
  "reference_status": "verified",
  "reference_notes": "Gold: per α=β=-4 autovalori 0,±3i e Φ(t)=[[1,cos3t-3sin3t,3cos3t+sin3t],[-1,-cos3t-3sin3t,3cos3t-sin3t],[1,-8cos3t,-8sin3t]]. Per la parte (b): x≡1 iff α=β; se α=β≠1 solo (1,-1,1); se α=β=1: (1,Ae^{-t}-1,-Ae^{-t}+1).",
  "reference_conflicts_or_typos": [],
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      "expected_results": [
        "autovalori 0,±3i",
        "Φ(t)=[[1,cos3t-3sin3t,3cos3t+sin3t],[-1,-cos3t-3sin3t,3cos3t-sin3t],[1,-8cos3t,-8sin3t]]"
      ],
      "required_conditions": [
        "Tre colonne reali linearmente indipendenti che risolvono il sistema."
      ],
      "accepted_equivalences": [
        "Φ(t)C con C reale invertibile costante."
      ],
      "accepted_alternative_methods": [
        "esponenziale di matrice, forma reale di Jordan"
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        "Distinguere soluzione costante e famiglia non costante."
      ],
      "accepted_equivalences": [
        "Rinominare la costante A."
      ],
      "accepted_alternative_methods": [
        "eliminazione diretta o algebra lineare"
      ]
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  ],
  "atomic_criteria": [
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      "zero_credit_conditions": [
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      "propagated_error_policy": "Penalizzare qui l’errore originario; non duplicarlo nei passaggi meccanicamente propagati."
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    {
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      ],
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      "accepted_alternative_methods": [],
      "propagated_error_policy": "Penalizzare qui l’errore originario; non duplicarlo nei passaggi meccanicamente propagati."
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    {
      "criterion_id": "a_T2_01",
      "subproblem_id": "a",
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      "max_points": 9,
      "description": "T2: tratta correttamente la parte a.",
      "full_credit_evidence": [
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      "partial_credit_rules": [
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      "zero_credit_conditions": [
        "Contenuto assente o incompatibile con il gold."
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      "accepted_equivalences": [
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      "accepted_alternative_methods": [],
      "propagated_error_policy": "Penalizzare qui l’errore originario; non duplicarlo nei passaggi meccanicamente propagati."
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        "x≡1 iff α=β; se α=β≠1 solo (1,-1,1); se α=β=1: (1,Ae^{-t}-1,-Ae^{-t}+1)."
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      "partial_credit_rules": [
        {
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          "anchor": "Contenuto corretto con un dettaglio secondario implicito o un solo errore locale."
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        {
          "credit_fraction": 0.5,
          "anchor": "Circa metà del contenuto matematico richiesto è corretta."
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        {
          "credit_fraction": 0.25,
          "anchor": "È presente un elemento pertinente e utilizzabile, ma molto incompleto."
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      ],
      "zero_credit_conditions": [
        "Contenuto assente o incompatibile con il gold."
      ],
      "accepted_equivalences": [
        "Costante libera rinominata."
      ],
      "accepted_alternative_methods": [],
      "propagated_error_policy": "Penalizzare qui l’errore originario; non duplicarlo nei passaggi meccanicamente propagati."
    },
    {
      "criterion_id": "a_T3_01",
      "subproblem_id": "a",
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      "partial_credit_rules": [
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          "anchor": "Circa metà del contenuto matematico richiesto è corretta."
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      ],
      "zero_credit_conditions": [
        "Contenuto assente o incompatibile con il gold."
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      "accepted_equivalences": [
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      "accepted_alternative_methods": [],
      "propagated_error_policy": "Penalizzare qui l’errore originario; non duplicarlo nei passaggi meccanicamente propagati."
    },
    {
      "criterion_id": "b_T3_01",
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      "max_points": 8,
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        "x≡1 iff α=β; se α=β≠1 solo (1,-1,1); se α=β=1: (1,Ae^{-t}-1,-Ae^{-t}+1)."
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      "partial_credit_rules": [
        {
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          "anchor": "Contenuto corretto con un dettaglio secondario implicito o un solo errore locale."
        },
        {
          "credit_fraction": 0.5,
          "anchor": "Circa metà del contenuto matematico richiesto è corretta."
        },
        {
          "credit_fraction": 0.25,
          "anchor": "È presente un elemento pertinente e utilizzabile, ma molto incompleto."
        }
      ],
      "zero_credit_conditions": [
        "Contenuto assente o incompatibile con il gold."
      ],
      "accepted_equivalences": [
        "Costante libera rinominata."
      ],
      "accepted_alternative_methods": [],
      "propagated_error_policy": "Penalizzare qui l’errore originario; non duplicarlo nei passaggi meccanicamente propagati."
    },
    {
      "criterion_id": "a_T4_01",
      "subproblem_id": "a",
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      "full_credit_evidence": [
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      ],
      "partial_credit_rules": [
        {
          "credit_fraction": 0.75,
          "anchor": "Contenuto corretto con un dettaglio secondario implicito o un solo errore locale."
        },
        {
          "credit_fraction": 0.5,
          "anchor": "Circa metà del contenuto matematico richiesto è corretta."
        },
        {
          "credit_fraction": 0.25,
          "anchor": "È presente un elemento pertinente e utilizzabile, ma molto incompleto."
        }
      ],
      "zero_credit_conditions": [
        "Contenuto assente o incompatibile con il gold."
      ],
      "accepted_equivalences": [
        "Ogni matrice fondamentale reale equivalente."
      ],
      "accepted_alternative_methods": [],
      "propagated_error_policy": "Penalizzare qui l’errore originario; non duplicarlo nei passaggi meccanicamente propagati."
    },
    {
      "criterion_id": "b_T4_01",
      "subproblem_id": "b",
      "primary_dimension": "T4",
      "max_points": 7,
      "description": "T4: tratta correttamente la parte b.",
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      "partial_credit_rules": [
        {
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          "anchor": "Contenuto corretto con un dettaglio secondario implicito o un solo errore locale."
        },
        {
          "credit_fraction": 0.5,
          "anchor": "Circa metà del contenuto matematico richiesto è corretta."
        },
        {
          "credit_fraction": 0.25,
          "anchor": "È presente un elemento pertinente e utilizzabile, ma molto incompleto."
        }
      ],
      "zero_credit_conditions": [
        "Contenuto assente o incompatibile con il gold."
      ],
      "accepted_equivalences": [
        "Costante libera rinominata."
      ],
      "accepted_alternative_methods": [],
      "propagated_error_policy": "Penalizzare qui l’errore originario; non duplicarlo nei passaggi meccanicamente propagati."
    },
    {
      "criterion_id": "a_T5_01",
      "subproblem_id": "a",
      "primary_dimension": "T5",
      "max_points": 4,
      "description": "T5: tratta correttamente la parte a.",
      "full_credit_evidence": [
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      "partial_credit_rules": [
        {
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          "anchor": "Contenuto corretto con un dettaglio secondario implicito o un solo errore locale."
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        {
          "credit_fraction": 0.5,
          "anchor": "Circa metà del contenuto matematico richiesto è corretta."
        },
        {
          "credit_fraction": 0.25,
          "anchor": "È presente un elemento pertinente e utilizzabile, ma molto incompleto."
        }
      ],
      "zero_credit_conditions": [
        "Contenuto assente o incompatibile con il gold."
      ],
      "accepted_equivalences": [
        "Ogni matrice fondamentale reale equivalente."
      ],
      "accepted_alternative_methods": [],
      "propagated_error_policy": "Penalizzare qui l’errore originario; non duplicarlo nei passaggi meccanicamente propagati."
    },
    {
      "criterion_id": "b_T5_01",
      "subproblem_id": "b",
      "primary_dimension": "T5",
      "max_points": 6,
      "description": "T5: tratta correttamente la parte b.",
      "full_credit_evidence": [
        "x≡1 iff α=β; se α=β≠1 solo (1,-1,1); se α=β=1: (1,Ae^{-t}-1,-Ae^{-t}+1)."
      ],
      "partial_credit_rules": [
        {
          "credit_fraction": 0.75,
          "anchor": "Contenuto corretto con un dettaglio secondario implicito o un solo errore locale."
        },
        {
          "credit_fraction": 0.5,
          "anchor": "Circa metà del contenuto matematico richiesto è corretta."
        },
        {
          "credit_fraction": 0.25,
          "anchor": "È presente un elemento pertinente e utilizzabile, ma molto incompleto."
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      ],
      "zero_credit_conditions": [
        "Contenuto assente o incompatibile con il gold."
      ],
      "accepted_equivalences": [
        "Costante libera rinominata."
      ],
      "accepted_alternative_methods": [],
      "propagated_error_policy": "Penalizzare qui l’errore originario; non duplicarlo nei passaggi meccanicamente propagati."
    },
    {
      "criterion_id": "a_T6_01",
      "subproblem_id": "a",
      "primary_dimension": "T6",
      "max_points": 4,
      "description": "T6: tratta correttamente la parte a.",
      "full_credit_evidence": [
        "Matrice del sistema corretta, spettro 0,±3i e matrice risolvente equivalente a Φ(t)=[[1,cos3t-3sin3t,3cos3t+sin3t],[-1,-cos3t-3sin3t,3cos3t-sin3t],[1,-8cos3t,-8sin3t]]."
      ],
      "partial_credit_rules": [
        {
          "credit_fraction": 0.75,
          "anchor": "Contenuto corretto con un dettaglio secondario implicito o un solo errore locale."
        },
        {
          "credit_fraction": 0.5,
          "anchor": "Circa metà del contenuto matematico richiesto è corretta."
        },
        {
          "credit_fraction": 0.25,
          "anchor": "È presente un elemento pertinente e utilizzabile, ma molto incompleto."
        }
      ],
      "zero_credit_conditions": [
        "Contenuto assente o incompatibile con il gold."
      ],
      "accepted_equivalences": [
        "Ogni matrice fondamentale reale equivalente."
      ],
      "accepted_alternative_methods": [],
      "propagated_error_policy": "Penalizzare qui l’errore originario; non duplicarlo nei passaggi meccanicamente propagati."
    },
    {
      "criterion_id": "b_T6_01",
      "subproblem_id": "b",
      "primary_dimension": "T6",
      "max_points": 4,
      "description": "T6: tratta correttamente la parte b.",
      "full_credit_evidence": [
        "x≡1 iff α=β; se α=β≠1 solo (1,-1,1); se α=β=1: (1,Ae^{-t}-1,-Ae^{-t}+1)."
      ],
      "partial_credit_rules": [
        {
          "credit_fraction": 0.75,
          "anchor": "Contenuto corretto con un dettaglio secondario implicito o un solo errore locale."
        },
        {
          "credit_fraction": 0.5,
          "anchor": "Circa metà del contenuto matematico richiesto è corretta."
        },
        {
          "credit_fraction": 0.25,
          "anchor": "È presente un elemento pertinente e utilizzabile, ma molto incompleto."
        }
      ],
      "zero_credit_conditions": [
        "Contenuto assente o incompatibile con il gold."
      ],
      "accepted_equivalences": [
        "Costante libera rinominata."
      ],
      "accepted_alternative_methods": [],
      "propagated_error_policy": "Penalizzare qui l’errore originario; non duplicarlo nei passaggi meccanicamente propagati."
    },
    {
      "criterion_id": "a_T7_01",
      "subproblem_id": "a",
      "primary_dimension": "T7",
      "max_points": 4,
      "description": "T7: tratta correttamente la parte a.",
      "full_credit_evidence": [
        "Matrice del sistema corretta, spettro 0,±3i e matrice risolvente equivalente a Φ(t)=[[1,cos3t-3sin3t,3cos3t+sin3t],[-1,-cos3t-3sin3t,3cos3t-sin3t],[1,-8cos3t,-8sin3t]]."
      ],
      "partial_credit_rules": [
        {
          "credit_fraction": 0.75,
          "anchor": "Contenuto corretto con un dettaglio secondario implicito o un solo errore locale."
        },
        {
          "credit_fraction": 0.5,
          "anchor": "Circa metà del contenuto matematico richiesto è corretta."
        },
        {
          "credit_fraction": 0.25,
          "anchor": "È presente un elemento pertinente e utilizzabile, ma molto incompleto."
        }
      ],
      "zero_credit_conditions": [
        "Contenuto assente o incompatibile con il gold."
      ],
      "accepted_equivalences": [
        "Ogni matrice fondamentale reale equivalente."
      ],
      "accepted_alternative_methods": [],
      "propagated_error_policy": "Penalizzare qui l’errore originario; non duplicarlo nei passaggi meccanicamente propagati."
    },
    {
      "criterion_id": "b_T7_01",
      "subproblem_id": "b",
      "primary_dimension": "T7",
      "max_points": 3,
      "description": "T7: tratta correttamente la parte b.",
      "full_credit_evidence": [
        "x≡1 iff α=β; se α=β≠1 solo (1,-1,1); se α=β=1: (1,Ae^{-t}-1,-Ae^{-t}+1)."
      ],
      "partial_credit_rules": [
        {
          "credit_fraction": 0.75,
          "anchor": "Contenuto corretto con un dettaglio secondario implicito o un solo errore locale."
        },
        {
          "credit_fraction": 0.5,
          "anchor": "Circa metà del contenuto matematico richiesto è corretta."
        },
        {
          "credit_fraction": 0.25,
          "anchor": "È presente un elemento pertinente e utilizzabile, ma molto incompleto."
        }
      ],
      "zero_credit_conditions": [
        "Contenuto assente o incompatibile con il gold."
      ],
      "accepted_equivalences": [
        "Costante libera rinominata."
      ],
      "accepted_alternative_methods": [],
      "propagated_error_policy": "Penalizzare qui l’errore originario; non duplicarlo nei passaggi meccanicamente propagati."
    }
  ],
  "dimension_applicability": {
    "T1": "applicable",
    "T2": "applicable",
    "T3": "applicable",
    "T4": "applicable",
    "T5": "applicable",
    "T6": "applicable",
    "T7": "applicable",
    "T8": "not_applicable"
  },
  "dimension_applicability_notes": {
    "T8": "Non applicabile: il testo non richiede una verifica autonoma ulteriore."
  },
  "dimension_point_budget": {
    "T1": 20,
    "T2": 15,
    "T3": 20,
    "T4": 15,
    "T5": 10,
    "T6": 8,
    "T7": 7,
    "T8": 0
  },
  "applicable_max_score": 95,
  "pertinent_checks": [
    "Verificare che Φ′=AΦ e det Φ non sia identicamente nullo.",
    "In (b) distinguere α=β=1 dal caso α=β≠1."
  ],
  "known_error_severity": [
    {
      "error": "Matrice non risolvente",
      "severity": "fatal"
    },
    {
      "error": "Spettro errato",
      "severity": "major"
    },
    {
      "error": "Condizione α=β omessa o errata",
      "severity": "major"
    },
    {
      "error": "Famiglia non costante incompleta",
      "severity": "major"
    }
  ],
  "rubric_specific_caps": [],
  "human_review_triggers": [
    "Matrice fondamentale alternativa di equivalenza non verificabile."
  ],
  "human_approval": {
    "approved": true,
    "reviewer": "benchmark_owner_via_codex_task",
    "date": "2026-07-18"
  }
}
03

Per-exercise ranking

Configurations

Choose one of four stable ranking views. Retry count remains available as a secondary table sort.

Rank configurations by

Score ranks high to low. Speed, cost and tokens rank low to high. Retry sorting remains available from the table header.

Results for all 21 model-mode configurations
ConfigurationSelected rankMean score / replicasLatencyCostTokens
Claude Fable 5Anthropic · official model page ↗#1by score100.0SD not available · single run54.5s$0.2716,0480.00
Claude Opus 5.5Anthropic · official model page ↗#1by score100.0SD not available · single run57.9s$0.1256,8810.00
Claude Sonnet 5.5Anthropic · official model page ↗#1by score100.0SD not available · single run26.3s$0.0434,9520.00
DeepSeek V4 FlashDeepSeek · official model page ↗#1by score100.0SD not available · single run118.8s$0.004416,1800.00
DeepSeek V4 ProDeepSeek · official model page ↗#1by score100.0SD not available · single run115.3s$0.00799,3370.00
DeepSeek V4.1 FlashDeepSeek · official model page ↗#1by score100.0SD not available · single run45.9s$0.01412,1880.00
Gemini 3.1 Pro PreviewGoogle · official model page ↗#1by score100.0SD not available · single run48.0s$0.0837,3040.00
Gemini 3.5 FlashGoogle · official model page ↗#1by score100.0SD not available · single run34.3s$0.09711,2240.00
GPT-5.6 SolOpenAI · official model page ↗#1by score100.0SD not available · single run96.5s$0.1876,6250.00
GPT-6 LunaOpenAI · official model page ↗#1by score100.0SD not available · single run42.3s$0.00275,8420.00
GPT-6.1 SolOpenAI · official model page ↗#1by score100.0SD not available · single run70.5s$0.0424,6240.00
Grok 4.3xAI · official model page ↗#1by score100.0SD not available · single run79.6s$0.0239,5800.00
Grok 4.5xAI · official model page ↗#1by score100.0SD not available · single run100.2s$0.0407,2020.00
Mistral Medium 3.5Mistral · official model page ↗#1by score100.0SD not available · single run48.1s$0.07410,2540.00
Mistral Small 4Mistral · official model page ↗#1by score100.0SD not available · single run81.1s$0.009916,9660.00
OpenAI o3OpenAI · official model page ↗#1by score100.0SD not available · single run53.8s$0.0607,9090.00
Claude Sonnet 4.5Anthropic · official model page ↗#17by score98.9SD not available · single run35.2s$0.0352,7910.00
DeepSeek V4 Flash (no thinking)DeepSeek · official model page ↗#18by score77.9SD not available · single run20.0s$0.00083,2610.00
Gemma 4 31B ITGoogle · official model page ↗#18by score77.9SD not available · single run66.0s$0.00002,8440.00
OpenAI GPT-4.1OpenAI · official model page ↗#20by score56.6SD not available · single run25.5s$0.0324,3990.00
Claude Haiku 4.5Anthropic · official model page ↗#21by score36.1SD not available · single run18.2s$0.0153,5080.00
#1 by score

Claude Fable 5

Anthropic
100.0mean score

SD not available · single run

Latency
54.5s
Cost
$0.271
Tokens
6,048
Retries
0.00
Official model page ↗
#1 by score

Claude Opus 5.5

Anthropic
100.0mean score

SD not available · single run

Latency
57.9s
Cost
$0.125
Tokens
6,881
Retries
0.00
Official model page ↗
#1 by score

Claude Sonnet 5.5

Anthropic
100.0mean score

SD not available · single run

Latency
26.3s
Cost
$0.043
Tokens
4,952
Retries
0.00
Official model page ↗
#1 by score

DeepSeek V4 Flash

DeepSeek
100.0mean score

SD not available · single run

Latency
118.8s
Cost
$0.0044
Tokens
16,180
Retries
0.00
Official model page ↗
#1 by score

DeepSeek V4 Pro

DeepSeek
100.0mean score

SD not available · single run

Latency
115.3s
Cost
$0.0079
Tokens
9,337
Retries
0.00
Official model page ↗
#1 by score

DeepSeek V4.1 Flash

DeepSeek
100.0mean score

SD not available · single run

Latency
45.9s
Cost
$0.014
Tokens
12,188
Retries
0.00
Official model page ↗
#1 by score

Gemini 3.1 Pro Preview

Google
100.0mean score

SD not available · single run

Latency
48.0s
Cost
$0.083
Tokens
7,304
Retries
0.00
Official model page ↗
#1 by score

Gemini 3.5 Flash

Google
100.0mean score

SD not available · single run

Latency
34.3s
Cost
$0.097
Tokens
11,224
Retries
0.00
Official model page ↗
#1 by score

GPT-5.6 Sol

OpenAI
100.0mean score

SD not available · single run

Latency
96.5s
Cost
$0.187
Tokens
6,625
Retries
0.00
Official model page ↗
#1 by score

GPT-6 Luna

OpenAI
100.0mean score

SD not available · single run

Latency
42.3s
Cost
$0.0027
Tokens
5,842
Retries
0.00
Official model page ↗
#1 by score

GPT-6.1 Sol

OpenAI
100.0mean score

SD not available · single run

Latency
70.5s
Cost
$0.042
Tokens
4,624
Retries
0.00
Official model page ↗
#1 by score

Grok 4.3

xAI
100.0mean score

SD not available · single run

Latency
79.6s
Cost
$0.023
Tokens
9,580
Retries
0.00
Official model page ↗
#1 by score

Grok 4.5

xAI
100.0mean score

SD not available · single run

Latency
100.2s
Cost
$0.040
Tokens
7,202
Retries
0.00
Official model page ↗
#1 by score

Mistral Medium 3.5

Mistral
100.0mean score

SD not available · single run

Latency
48.1s
Cost
$0.074
Tokens
10,254
Retries
0.00
Official model page ↗
#1 by score

Mistral Small 4

Mistral
100.0mean score

SD not available · single run

Latency
81.1s
Cost
$0.0099
Tokens
16,966
Retries
0.00
Official model page ↗
#1 by score

OpenAI o3

OpenAI
100.0mean score

SD not available · single run

Latency
53.8s
Cost
$0.060
Tokens
7,909
Retries
0.00
Official model page ↗
#17 by score

Claude Sonnet 4.5

Anthropic
98.9mean score

SD not available · single run

Latency
35.2s
Cost
$0.035
Tokens
2,791
Retries
0.00
Official model page ↗
#18 by score

DeepSeek V4 Flash (no thinking)

DeepSeek
77.9mean score

SD not available · single run

Latency
20.0s
Cost
$0.0008
Tokens
3,261
Retries
0.00
Official model page ↗
#18 by score

Gemma 4 31B IT

Google
77.9mean score

SD not available · single run

Latency
66.0s
Cost
$0.0000
Tokens
2,844
Retries
0.00
Official model page ↗
#20 by score

OpenAI GPT-4.1

OpenAI
56.6mean score

SD not available · single run

Latency
25.5s
Cost
$0.032
Tokens
4,399
Retries
0.00
Official model page ↗
#21 by score

Claude Haiku 4.5

Anthropic
36.1mean score

SD not available · single run

Latency
18.2s
Cost
$0.015
Tokens
3,508
Retries
0.00
Official model page ↗
04

Criterion-level benchmark record

Scoring evidence

Dimension and criterion values are descriptive results for the 21 evaluated configuration means. N/A remains distinct from zero.

Attainment scale0%50%100%N/A = not applicable
T193.3%Understanding / modelling
T293.3%Method selection
T393.3%Development
T491.8%Final results
T591.9%Domains / assumptions
T691.7%Consistency
T792.5%Rigor
T8N/AIndependent verification
T1 through T8 attainment for each model-mode configuration
ConfigurationT120 ptsT215 ptsT320 ptsT415 ptsT510 ptsT68 ptsT77 ptsT80 pts
Claude Fable 5100.0%100.0%100.0%100.0%100.0%100.0%100.0%N/A
Claude Opus 5.5100.0%100.0%100.0%100.0%100.0%100.0%100.0%N/A
Claude Sonnet 5.5100.0%100.0%100.0%100.0%100.0%100.0%100.0%N/A
DeepSeek V4 Flash100.0%100.0%100.0%100.0%100.0%100.0%100.0%N/A
DeepSeek V4 Pro100.0%100.0%100.0%100.0%100.0%100.0%100.0%N/A
DeepSeek V4.1 Flash100.0%100.0%100.0%100.0%100.0%100.0%100.0%N/A
GPT-5.6 Sol100.0%100.0%100.0%100.0%100.0%100.0%100.0%N/A
GPT-6 Luna100.0%100.0%100.0%100.0%100.0%100.0%100.0%N/A
GPT-6.1 Sol100.0%100.0%100.0%100.0%100.0%100.0%100.0%N/A
Gemini 3.1 Pro Preview100.0%100.0%100.0%100.0%100.0%100.0%100.0%N/A
Gemini 3.5 Flash100.0%100.0%100.0%100.0%100.0%100.0%100.0%N/A
Grok 4.3100.0%100.0%100.0%100.0%100.0%100.0%100.0%N/A
Grok 4.5100.0%100.0%100.0%100.0%100.0%100.0%100.0%N/A
Mistral Medium 3.5100.0%100.0%100.0%100.0%100.0%100.0%100.0%N/A
Mistral Small 4100.0%100.0%100.0%100.0%100.0%100.0%100.0%N/A
OpenAI o3100.0%100.0%100.0%100.0%100.0%100.0%100.0%N/A
Claude Sonnet 4.5100.0%100.0%100.0%100.0%100.0%87.5%100.0%N/A
DeepSeek V4 Flash (no thinking)80.0%80.0%80.0%76.7%70.0%75.0%78.6%N/A
Gemma 4 31B IT80.0%80.0%80.0%76.7%70.0%75.0%78.6%N/A
OpenAI GPT-4.165.0%65.0%65.0%36.7%50.0%50.0%50.0%N/A
Claude Haiku 4.535.0%35.0%35.0%36.7%40.0%37.5%35.7%N/A
05

Load on request

Retained responses and judgments

21 responses across 21 model-mode configurations. Long records load only when opened.

Interpretation boundary

Answers are reproduced as submitted. Each is paired with its authority-resolved judgment for this snapshot; this is not a general evaluation of the underlying model.

Compare two configurations All retained replicas

Select two configurations and load all their retained replicas.

Select two configurations and load all their retained replicas.

#1Claude Fable 5Anthropic · 1 retained run · load on request100.0configuration mean+
Configuration recordOfficial model page ↗
#1Claude Opus 5.5Anthropic · 1 retained run · load on request100.0configuration mean+
Configuration recordOfficial model page ↗
#1Claude Sonnet 5.5Anthropic · 1 retained run · load on request100.0configuration mean+
Configuration recordOfficial model page ↗
#1DeepSeek V4 FlashDeepSeek · 1 retained run · load on request100.0configuration mean+
Configuration recordOfficial model page ↗
#1DeepSeek V4 ProDeepSeek · 1 retained run · load on request100.0configuration mean+
Configuration recordOfficial model page ↗
#1DeepSeek V4.1 FlashDeepSeek · 1 retained run · load on request100.0configuration mean+
Configuration recordOfficial model page ↗
#1GPT-5.6 SolOpenAI · 1 retained run · load on request100.0configuration mean+
Configuration recordOfficial model page ↗
#1GPT-6 LunaOpenAI · 1 retained run · load on request100.0configuration mean+
Configuration recordOfficial model page ↗
#1GPT-6.1 SolOpenAI · 1 retained run · load on request100.0configuration mean+
Configuration recordOfficial model page ↗
#1Gemini 3.1 Pro PreviewGoogle · 1 retained run · load on request100.0configuration mean+
Configuration recordOfficial model page ↗
#1Gemini 3.5 FlashGoogle · 1 retained run · load on request100.0configuration mean+
Configuration recordOfficial model page ↗
#1Grok 4.3xAI · 1 retained run · load on request100.0configuration mean+
Configuration recordOfficial model page ↗
#1Grok 4.5xAI · 1 retained run · load on request100.0configuration mean+
Configuration recordOfficial model page ↗
#1Mistral Medium 3.5Mistral · 1 retained run · load on request100.0configuration mean+
Configuration recordOfficial model page ↗
#1Mistral Small 4Mistral · 1 retained run · load on request100.0configuration mean+
Configuration recordOfficial model page ↗
#1OpenAI o3OpenAI · 1 retained run · load on request100.0configuration mean+
Configuration recordOfficial model page ↗
#17Claude Sonnet 4.5Anthropic · 1 retained run · load on request98.9configuration mean+
Configuration recordOfficial model page ↗
#18DeepSeek V4 Flash (no thinking)DeepSeek · 1 retained run · load on request77.9configuration mean+
Configuration recordOfficial model page ↗
#18Gemma 4 31B ITGoogle · 1 retained run · load on request77.9configuration mean+
Configuration recordOfficial model page ↗
#20OpenAI GPT-4.1OpenAI · 1 retained run · load on request56.6configuration mean+
Configuration recordOfficial model page ↗
#21Claude Haiku 4.5Anthropic · 1 retained run · load on request36.1configuration mean+
Configuration recordOfficial model page ↗
06

Record context

About this benchmark record

The Atlas presents the exercise, rubric, results and retained responses in one interactive record.

Exercise IDA3-26-P2B-E3
SubjectAnalisi III
Exam sitting2026 · Second sitting · Theme B
Benchmark snapshot2026-10-15
Rubric version1.0
Retained responses21
How to use this page

Use the Atlas to inspect what was tested and how each configuration performed. Most configuration–exercise cells are single-run, so displayed values are descriptive rather than uncertainty estimates.

UniAIBench v1.0Snapshot del benchmark live · 15 ottobre 2026Documento di lavoro · 14 agosto 2026Sito aggiornato · 15 ottobre 2026Codice sorgenteUniAIBench